diff --git "a/main.ipynb" "b/main.ipynb" --- "a/main.ipynb" +++ "b/main.ipynb" @@ -51,8 +51,9 @@ " for element in repeated_elements:\n", " indices = (x == element).nonzero(as_tuple=True)[0]\n", " for i in range(len(indices) - 1):\n", - " for j in range(i + 1, len(indices)):\n", - " paired_indices.append([indices[i].item(), indices[j].item()])\n", + " if i>0:\n", + " continue\n", + " paired_indices.append([indices[i].item(), indices[i+1].item()])\n", " return paired_indices\n", "\n", "def zscore(data):\n", @@ -72,31 +73,105 @@ ] }, { - "cell_type": "markdown", - "id": "944cdd83-5327-40d3-83a0-2f0ac0a22209", + "cell_type": "code", + "execution_count": 2, + "id": "9572d3f5-17bd-4194-9527-5ca2dbb77a52", "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/weka/proj-fmri/paulscotti/MindEyeV2/src/rtmindeye/csv/sub-001.csv\n", + "len_unique_images 851\n", + "n_runs 16\n" + ] + } + ], "source": [ - "## Load images" + "sub = \"sub-001\"\n", + "designdir = \"/weka/proj-fmri/paulscotti/MindEyeV2/src/rtmindeye/\"\n", + "n_runs=16\n", + "\n", + "filename = f\"{designdir}csv/{sub}.csv\"\n", + "print(filename)\n", + "data = pd.read_csv(filename)\n", + "images = data['current_image'].values[23:]\n", + "starts = data['trial.started'].values[23:]\n", + "\n", + "unique_images = np.unique(images.astype(str))\n", + "unique_images = unique_images[unique_images!=\"nan\"]\n", + "len_unique_images = len(unique_images)\n", + "print(\"len_unique_images\",len_unique_images)\n", + "print(\"n_runs\",n_runs)\n", + "\n", + "image_idx = np.array([])\n", + "for i in range(len(images)):\n", + " if images[i] == \"blank.jpg\":\n", + " continue\n", + "\n", + " image_idx_ = np.where(images[i]==unique_images)[0].item()\n", + " image_idx = np.append(image_idx, image_idx_)\n", + "image_idx = torch.Tensor(image_idx).long()" ] }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 3, "id": "489193ba-061f-4815-88bc-d247e47e868c", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 0%| | 0/1000 [00:00" ] @@ -106,7 +181,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", "text/plain": [ "
" ] @@ -126,58 +201,20 @@ } ], "source": [ - "images, image_names = utils.load_images_to_numpy(\"rtmindeye_stimuli\")\n", - "images = torch.Tensor(images / 255).permute(0,3,1,2) \n", - "print(images.shape)\n", - "\n", - "train_image_, test_image_, ii = [], [], 0\n", - "\n", - "num_runs = 16\n", - "for r in range(num_runs):\n", - " file_out = pd.read_csv(f\"csv/design_participant1run{r}.csv\")\n", - " headers = file_out.columns.values\n", - " values = file_out.values\n", - " values[:,0] = 0 # remove 0th column numbering\n", - " inds = np.argmax(values,axis=1)\n", - " inds = inds[inds!=0]\n", - " if r==0:\n", - " design = file_out.to_numpy()\n", - " images_sorted = headers[inds]\n", - " else:\n", - " design = np.vstack((design, file_out.to_numpy()))\n", - " images_sorted = np.hstack((images_sorted, headers[inds]))\n", - " for h in headers[inds]:\n", - " if \"_seed_\" not in h:\n", - " test_image_ = np.append(test_image_, ii)\n", - " else:\n", - " train_image_ = np.append(train_image_, ii)\n", - " ii += 1\n", - " \n", - "design = design[:,1:].T\n", - "print(\"design\", design.shape)\n", - "\n", - "image_idx = torch.Tensor([image_names.index(im) for im in images_sorted]).long()\n", - "print(\"image_idx\", image_idx.shape)\n", - "\n", - "# sort the images according to the experimental presentation\n", - "images = images[image_idx]\n", - "\n", - "assert len(test_image_) == 100\n", - "\n", "pairs = find_paired_indices(image_idx)\n", "pairs = np.array(sorted(pairs, key=lambda x: x[0]))\n", "\n", "plt.figure(figsize=(2,2))\n", "plt.imshow(images[0].permute(1,2,0).numpy())\n", - "plt.title(f\"Trial 0: {image_names[image_idx[0]]}\")\n", + "plt.title(f\"Trial 0\")\n", "plt.show()\n", "plt.figure(figsize=(2,2))\n", "plt.imshow(images[1].permute(1,2,0).numpy())\n", - "plt.title(f\"Trial 1: {image_names[image_idx[1]]}\")\n", + "plt.title(f\"Trial 1\")\n", "plt.show()\n", "plt.figure(figsize=(2,2))\n", "plt.imshow(images[2].permute(1,2,0).numpy())\n", - "plt.title(f\"Trial 2: {image_names[image_idx[2]]}\")\n", + "plt.title(f\"Trial 2\")\n", "plt.show()" ] }, @@ -191,7 +228,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "3a5e1904-4944-4a5d-9b8d-d85f7cd161e4", "metadata": { "tags": [] @@ -201,14 +238,20 @@ "name": "stdout", "output_type": "stream", "text": [ + "vox (1000, 1, 1, 165240)\n", "vox (1000, 165240)\n" ] } ], "source": [ "glmsingle = np.load(\"glmsingle/TYPED_FITHRF_GLMDENOISE_RR.npz\",allow_pickle=True) #_GLMDENOISE_RR\n", - "vox = glmsingle['betasmd'][:,0,0].T\n", - "print(\"vox\", vox.shape)" + "\n", + "vox = glmsingle['betasmd'].T\n", + "print(\"vox\", vox.shape)\n", + "\n", + "if vox.ndim==4:\n", + " vox = vox[:,0,0]\n", + " print(\"vox\", vox.shape)" ] }, { @@ -221,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 5, "id": "e846060a-d9c0-43d3-824b-08fa2b4b354e", "metadata": {}, "outputs": [ @@ -244,10 +287,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 47, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, @@ -287,7 +330,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "id": "f7f2e9dd-88af-4ca9-bd80-17cbe429b6ce", "metadata": {}, "outputs": [ @@ -314,7 +357,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "id": "649dc6d0-e67f-4158-a0e0-688952a8cff5", "metadata": {}, "outputs": [ @@ -333,7 +376,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "id": "872216e3-683d-4346-ab83-8beb23ba2dbd", "metadata": {}, "outputs": [ @@ -370,7 +413,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 11, "id": "765ab07f-dbb3-4bdd-8de1-57fe85231d82", "metadata": {}, "outputs": [ @@ -378,7 +421,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████████████████████████████| 18419/18419 [00:00<00:00, 22111.01it/s]" + "100%|██████████████████████████████████| 18419/18419 [00:00<00:00, 19213.51it/s]" ] }, { @@ -414,7 +457,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 12, "id": "81aebd28-a66b-43fd-8123-fbcd99851383", "metadata": {}, "outputs": [ @@ -422,9 +465,25 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|███████████████████████████████████████| 150/150 [00:00<00:00, 3868.86it/s]\n" + "100%|███████████████████████████████████████| 150/150 [00:00<00:00, 3604.16it/s]\n" ] - }, + } + ], + "source": [ + "# creating img x vox x repetitions matrix | shape=(150, 18419, 2)\n", + "vox0 = np.zeros((len(pairs), vox.shape[-1], 2))\n", + "for ipair, pair in enumerate(tqdm(pairs)):\n", + " i,j = pair\n", + " vox0[ipair, :, :] = vox[pair].T\n", + "vox_avg = vox0.mean(-1) # average across the repetitions" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "55f5cfe7-0de4-4c9d-8523-d77ecb9233e0", + "metadata": {}, + "outputs": [ { "name": "stdout", "output_type": "stream", @@ -436,7 +495,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████| 150/150 [00:05<00:00, 27.93it/s]\n" + "100%|█████████████████████████████████████████| 150/150 [00:05<00:00, 26.51it/s]\n" ] }, { @@ -450,7 +509,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████| 150/150 [00:03<00:00, 37.86it/s]\n" + "100%|█████████████████████████████████████████| 150/150 [00:05<00:00, 29.16it/s]\n" ] }, { @@ -464,7 +523,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████| 150/150 [00:03<00:00, 48.02it/s]\n" + "100%|█████████████████████████████████████████| 150/150 [00:03<00:00, 40.55it/s]\n" ] }, { @@ -478,18 +537,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████| 150/150 [00:02<00:00, 56.01it/s]\n" + "100%|█████████████████████████████████████████| 150/150 [00:02<00:00, 52.39it/s]\n" ] } ], "source": [ - "# creating img x vox x repetitions matrix | shape=(150, 18419, 2)\n", - "vox0 = np.zeros((len(pairs), vox.shape[-1], 2))\n", - "for ipair, pair in enumerate(tqdm(pairs)):\n", - " i,j = pair\n", - " vox0[ipair, :, :] = vox[pair].T\n", - "vox_avg = vox0.mean(-1) # average across the repetitions\n", - "\n", "# Masking RDM for each reliability threshold\n", "r_thresholds = np.array([.0, .1, .2, .3])\n", "rdm = np.zeros((len(r_thresholds), len(pairs), len(pairs))) \n", @@ -520,7 +572,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 14, "id": "9204b8c6-6eb9-4503-9be5-3e73ea2df506", "metadata": {}, "outputs": [ @@ -600,7 +652,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 15, "id": "598a041f-8410-445f-8b7f-5fcc4fce0712", "metadata": {}, "outputs": [ @@ -656,7 +708,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 16, "id": "954c9282-1627-4b79-9bc5-607cfb771157", "metadata": {}, "outputs": [ @@ -675,8 +727,8 @@ "comparison_images = images[pairs[:,0]] # torch.Size([150, 3, 224, 224])\n", "\n", "try:\n", - " nsd_comparison_vox = np.load(\"nsd_comparison_vox.npy\")\n", - " nsd_comparison_images = np.load(\"nsd_comparison_images.npy\")\n", + " nsd_comparison_vox = np.load(f\"{sub}_nsd_comparison_vox.npy\")\n", + " nsd_comparison_images = np.load(f\"{sub}_nsd_comparison_images.npy\")\n", "except:\n", " raise Exception(\"Files not found!\\n Below code was used to create the files.\")\n", "\n", @@ -707,13 +759,13 @@ " print(\"unshared_cnt\", unshared_cnt)\n", " print(\"no2ndk\", no2ndk)\n", " \n", - " np.save(\"raw_nsd_comparison_vox.npy\", nsd_comparison_vox) # (150, 2, 15724)\n", - " np.save(\"nsd_comparison_images.npy\", nsd_comparison_images) # (150, 3, 224, 224)" + " np.save(f\"{sub}_nsd_comparison_vox.npy\", nsd_comparison_vox) # (150, 2, 15724)\n", + " np.save(f\"{sub}_nsd_comparison_images.npy\", nsd_comparison_images) # (150, 3, 224, 224)" ] }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 17, "id": "5fa54e09-0830-471e-8364-e9a2af5a4047", "metadata": {}, "outputs": [ @@ -768,7 +820,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 18, "id": "4c21a67b-f6df-4db2-b691-9c0935e8210d", "metadata": {}, "outputs": [ @@ -776,7 +828,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████████████████████████████| 15724/15724 [00:00<00:00, 22100.95it/s]" + "100%|██████████████████████████████████| 15724/15724 [00:00<00:00, 22141.35it/s]" ] }, { @@ -802,27 +854,6 @@ "print(\"nsd_rels\", nsd_rels.shape)" ] }, - { - "cell_type": "code", - "execution_count": 57, - "id": "351ea533-f62a-4ee6-ae73-7cb430c27d94", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(150, 2, 15724)" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "nsd_comparison_vox.shape" - ] - }, { "cell_type": "markdown", "id": "5a918495-0f73-4606-b135-8c601004ecc2", @@ -833,7 +864,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 19, "id": "0fcd3c21-8d45-4384-8709-c28ccd0869b9", "metadata": {}, "outputs": [ @@ -848,7 +879,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████| 150/150 [00:05<00:00, 29.30it/s]\n" + "100%|█████████████████████████████████████████| 150/150 [00:04<00:00, 30.52it/s]\n" ] }, { @@ -862,7 +893,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████| 150/150 [00:04<00:00, 34.58it/s]\n" + "100%|█████████████████████████████████████████| 150/150 [00:04<00:00, 37.16it/s]\n" ] }, { @@ -876,7 +907,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|████████████████████████████████████���████| 150/150 [00:03<00:00, 44.06it/s]\n" + "100%|█████████████████████████████████████████| 150/150 [00:03<00:00, 46.70it/s]\n" ] }, { @@ -890,7 +921,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████| 150/150 [00:02<00:00, 51.37it/s]\n" + "100%|█████████████████████████████████████████| 150/150 [00:02<00:00, 56.41it/s]\n" ] } ], @@ -919,7 +950,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 20, "id": "5dbbb1e1-7ed9-43a9-b482-b1005bbaf6c7", "metadata": {}, "outputs": [ @@ -935,7 +966,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -947,12 +978,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "[0.01165137 0.00840421 0.00411369 0.0028651 ]\n" + "[0.01523119 0.01126541 0.00660391 0.00592912]\n" ] }, { "data": { - "image/png": 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HDh06xC1Xf2zP84qLixkAdvnyZYn609PTG9T/bD2VlZVMW1ubbd++nfu8urqa2djYsCVLljDG/v/7TU5O5sr8/vvvDAB7/Phxo/E8r1VbkFu3bqG6uhre3t7cPFNTU665lubNN9/E48eP0bFjR0yZMgV79uzh/hoOGjQIjo6O6NixIyZMmIDt27dLjPOQpv64kmf37TxrkerPe9FYk2eaOnaiuTfQTZkyBTt27MCTJ09QXV2Nn3/+WeZfwYyMDPTr10/qyYny8nLk5+fDz89PYr6fn1+DcSrS4u3Ro4dEv+PixYu4efMmDA0NuTEZpqamePLkSaPjMm7cuIFx48ahY8eOMDIy4u7GfdFYk/pu3bqFmpoaie3Q1tZG7969G2xH/f39bLhvU/ct0EY76fXZ29sjKysLycnJOHLkCKZOnYqlS5fi2LFjMDQ0xIULF5CamorDhw9j/vz5iI2NRVpaWqP9hvq/OAKBoNF5Lxpr8kxTx04096xccHAwdHR0sGfPHgiFQtTU1Ej0s54nrxMK0uJ9fl5lZSU8PT2xffv2BmUbO9ESHBwMR0dHbNiwATY2Nqirq4Orq+sLx5o0V0v2LdDKfZBOnTpBW1sbf//9NzfvwYMHL3z8jZ6eHoKDg7Fq1Sqkpqbi9OnTuHz5MoCnI/cCAwOxZMkSXLp0CTk5OTh69KhCt6O+kydPIjIyEkOHDkX37t2ho6PTrLETjY3n0NLSQlhYGDZt2oRNmzbhrbfekpkEbm5uOH78uNRBXEZGRrCxscHJkycbbEO3bt14x+zh4YEbN27AwsICzs7OEj/Szjrdu3cPWVlZ+Pzzz/Haa6+ha9euePDggUSZZy2UrLEtnTp1glAolNiOmpoapKWlNWs7ZGnVFsTAwACTJ09GdHQ0zMzMYGFhgXnz5nGj9KTZvHkzxGIxvL29oa+vj23btkFPTw+Ojo44ePAgbt++jf79+8PExASJiYmoq6uTecgmb/IaOyFrPMd7773HjUd5/pf7edOmTcPq1avx1ltvYe7cuTA2NsaZM2fQu3dvvPLKK4iOjkZMTAw6deoEd3d3bNq0CRkZGVJbgRd55513sHTpUowYMYI7M3bnzh3s3r0bs2bNgp2dnUR5ExMTmJmZ4YcffoC1tTVyc3MxZ84ciTIWFhbQ09NDUlIS7OzsoKur2yDZ2rVrh48++gjR0dEwNTWFg4MDlixZgkePHmHy5Mm8t0OWVj+LtXTpUvTr1w/BwcEIDAxE37594enp2Wh5kUiEDRs2wM/PD25ubkhOTsaBAwdgZmYGkUiE3bt3Y+DAgejatSvWrVuHHTt2tOpdsvIaOyFrPIeLiwt8fX3RpUsXif6bNGZmZjh69CgqKyvh7+8PT09PbNiwgTvUiIyMRFRUFGbOnIkePXogKSkJ+/fvh4uLC++Y9fX18ddff8HBwQGjRo1C165dMXnyZDx58gRGRkYNymtoaCAhIQHnz5+Hq6srPvnkEyxdulSijJaWFlatWoX169fDxsYGI0aMkFr3okWLMHr0aEyYMAEeHh64efMmDh06xI3ylBe6WVEFMMbg4uKCqVOnIioqStnhvFTafCf9ZVdcXIyEhAQUFhY2eu2DKA4lSBtnYWEBc3Nz/PDDD3I/fCAvRgnSxtERsHK1idvdCWmrKEEIkYEShBAZXqo+SF1dHfLz82FoaMjddkBaF2MMFRUVsLGxkXmBuK14qRIkPz8f9vb2yg6D4Ok4kuevtLdFL1WCGBoaAni6c6Rd6SWKV15eDnt7e25ftHUvVYI8O6wyMjKiBFEyVTnEbfsHgYQoESUIITJQghAiAyUIITJQghAiAyUIITJQghAiAyUIITJQghAiAyUIITJQghAiAyUIITJQghAiAyUIITJQghAiAyUIITJQghAiAyUIITJQghAiAyUIITIoNUHWrFkDJycn6Orqwtvbm3vDaWNKS0sREREBa2tr6OjooHPnzkhMTGylaMnLSGlPNdm5cyeioqKwbt06eHt7Iz4+HkFBQcjKypL6Aprq6moMGjQIFhYW+O2332Bra4s7d+7IfIc5IS3W5Pfhylnv3r1ZREQENy0Wi5mNjQ2Li4uTWv77779nHTt2bPT1xk1RVlbGALCysrJmr4O0jKrtA6UcYlVXV+P8+fMIDAzk5mloaCAwMBCnT5+Wusz+/fvh4+ODiIgIWFpawtXVFd98843Mlz0S0lJKOcQqKSmBWCzm3kn+jKWlJa5duyZ1mdu3b+Po0aN45513kJiYiJs3b2Lq1KmoqalBTEyM1GWqqqpQVVXFTZeXl8tvI8hLQWXOYtXV1cHCwgI//PADPD09ERoainnz5mHdunWNLhMXFwdjY2Puh57LS/hSSoKYm5tDU1MTRUVFEvOLiopgZWUldRlra2t07twZmpqa3LyuXbuisLCw0ZfQz507F2VlZdxPXl6e/DaCvBSUkiBCoRCenp5ISUnh5tXV1SElJQU+Pj5Sl/Hz88PNmzdRV1fHzbt+/Tqsra25l88/T0dHh3sOLz2PlzSLss4OJCQkMB0dHbZ582Z29epV9v777zORSMQKCwsZY4xNmDCBzZkzhyufm5vLDA0N2bRp01hWVhY7ePAgs7CwYF999VWT61S1MyjqSNX2gdKug4SGhqK4uBjz589HYWEh3N3dkZSUxHXcc3NzJV6wYm9vj0OHDuGTTz6Bm5sbbG1t8fHHH2P27NnK2gTyEhAw9vK8RrW8vBzGxsYoKyujwy0lUbV9oDJnsQhRBkoQQmSgBCFEBkoQQmTgfRbr33//xRdffIHz58+joqJC4rPbt2/LLTBC2gLeCTJ+/Hjo6+tj9uzZaNeunSJiIqTN4J0g58+fR0lJSaNXrwlRJ7z7IN27d0dhYaEiYiGkzeHdgowaNQrDhw/nxmXUN3z4cLkFRkhbwPtKeocOHaSvSCBo8510VbuKq45UbR/wbkGys7MVEQchbVKzblasq6vD2bNncffuXdjb26NXr14SNxYSoi6a1YIEBwcjLy8PNjY2yM/Ph52dHQ4cOICOHTsqIkZClIb3n/2IiAgMGTIExcXFyMzMRHFxMYYNG4aIiAhFxEeIUvHupJubmyM/P1/iOkhVVRVsbGxw7949uQcoT6rWQVRHqrYPeLcgIpEIN2/elJh3+/ZteoAbUUu8+yAfffQRgoKCEBkZCScnJ+Tk5OC7777D9OnTFREfIUrFO0FmzpyJ9u3bY9u2bbh79y7s7OywcOFCTJw4URHxEaJUNOSWtCpV2wdNakGuXLmC7t27AwAuXbrUaDk3Nzf5REVIG9GkBOnTpw839sPd3V1qGYFAQM/JJWqnSQlSf2BU/Qe3EaLueJ/mnTp1qtT506ZNa3EwhLQ1vDvpRkZGUp+Sbmpqivv378stMEVQtQ6iOlK1fdDk07z79+8HAIjFYhw4cAD18+rWrVt0oZCopSYnyMcffwwAePLkCSIjI7n5GhoasLS0xKpVq+QfHSFK1uQEeTYOZOzYsfjll18UFhAhbQnvTjolB3mZ8L7VpKqqCitWrEBqaipKSkok+iIXLlyQa3CEKBvvFiQqKgrbtm3D0KFDkZWVhbCwMDx69AgjRoxQRHyEKBXv07y2trY4efIknJycIBKJUFpaiszMTEydOhV//vmnouKUC1U7xaiOVG0f8G5BHj58CCcnJwCArq4unjx5gq5du+L8+fPyjo0QpePdB3FxccHFixfx6quvokePHli5ciVEIhHMzc0VER8hSsU7Qb755htUVlYCePqa5XHjxqGiogLr16+Xe3CEKBuNByGtStX2QZNaEGn3XkmjChtMCB9NShCRSASBQNDo54wxGg9C1FKTEoQeN0peVk1KEEdHxwbzGGMoLCyEtbW13IMipK3gfR2kvLwcEydOhK6uLpydnQEAe/fuxfz58+UeHCHKxjtBIiMjIRaL8c8//3BPV+zTpw927twp9+AIUTbe10GSkpKQnZ0NPT09ruNuZWWFoqIiuQdHiLLxbkF0dHRQW1srMe/evXswNTWVW1CEtBW8EyQ4OBhTp05FWVkZgKe3v8+aNQsjR46Ue3CEKBvvBFm8eDGqqqpgZmaG0tJSGBgYoLy8HAsWLGhWAGvWrIGTkxN0dXXh7e2Ns2fPNmm5hIQECAQChISENKteQpqE8VBbW8sOHjzIHj9+zIqLi1laWhorLCzkswoJCQkJTCgUso0bN7IrV66wKVOmMJFIxIqKimQul52dzWxtbVm/fv3YiBEjmlxfWVkZA8DKysqaHTNpGVXbB7zvxTI0NJR4kFxLeHt7o1evXvjuu+8APH0onb29PaZPn445c+ZIXUYsFqN///6YNGkSjh8/jtLSUuzdu7dJ9anafUDqSNX2Ae9DLF9fX7mM/aiursb58+cRGBj4/8FoaCAwMBCnT59udLkFCxbAwsICkydPfmEdVVVVKC8vl/ghhA/ep3nd3d0xbNgwvP3223BwcJB4eWf9xwG9SElJCcRicYN3rVtaWuLatWtSlzlx4gR+/PFHZGRkNKmOuLg4fPnll02OiZDn8U6Qs2fPomvXrkhPT0d6ejo3XyAQ8EoQvioqKjBhwgRs2LChyYOz5s6di6ioKG66vLwc9vb2igqRqCFeCVJbW4sxY8Zg0qRJ0NPTa1HF5ubm0NTUbHCBsaioCFZWVg3K37p1Czk5OQgODubmPXuQtpaWFrKystCpUyeJZXR0dKCjo9OiOMnLjVcfREtLC/PmzWtxcgCAUCiEp6cnUlJSuHl1dXVISUmBj49Pg/JdunTB5cuXkZGRwf0MHz4cAwYMQEZGBrUMRCF4H2IFBQUhOTlZonPdXFFRUQgLC4OXlxd69+6N+Ph4PHz4EOHh4QCAiRMnwtbWFnFxcdDV1YWrq6vE8s+eB/z8fELkhXeCGBoaIiQkBIMHD27QSV+xYgWvdYWGhqK4uBjz589HYWEh3N3dkZSUxHXcc3NzJdZPSGvjfR3k2V93aTZt2tTigBRJ1c7BqyNV2we8W5C2ngSEyBPvBAGAO3fuYMeOHdxroMeNGyd11CEhqo73AX5KSgq6deuGP//8E2KxGMeOHUP37t2RnJysiPgIUSreLcjs2bPx008/YfTo0dy83bt3Y9asWfR0d6J2eHfSTUxMcO/ePYmzS2KxmLv9vS1TtQ6iOlK1fcD7EKtDhw44cOCAxLzExER06NBBbkER0lbwPsRatGgRQkJCMGDAADg5OSEnJwepqanYvXu3IuIjRKl4tyCDBw/GpUuX4OfnB8YY/Pz8cOnSJQQFBSkiPkKUih5eTVqVqu0D3i3Ixx9/jJMnT0rMO3HiBD755BO5BUVIW8G7BbG0tMSdO3egq6vLzXv8+DE6dOiAwsJCuQcoT6r210sdqdo+4N2C1NbWNriBUFNTE1VVVXILipC2gneCuLu7N7gfa/PmzXBzc5NbUIS0FbxP8y5ZsgSvvfYafv31V7i4uODmzZs4e/asxMAnQtQF7xbE09MTV69exeDBg6GhoYFBgwbh6tWr8PLyUkR8hCgVneYlrUrV9gEN1yNEBkoQQmSgBCFEBkoQQmTgfZpXLBZj+/btOH/+fIOHWG/cuFFugRHSFvBOkPfeew8pKSkYMmQIjI2NFRETIW0G7wTZt28frl69KvXxoISoG959EDMzM5U4f02IPPBOkJiYGLz//vu4ceMGvXuDqD3eV9Lr38n77DXQjDEIBAKIxWL5RidnqnYVVx2p2j7g3QfJzs5WRByEtEm8E6T+ExRLSkqa/DIbQlQR7z7Io0eP8MEHH0BfXx+WlpbQ19fHhx9+iIcPHyoiPkKUineCzJw5E9evX0dKSgry8/Nx9OhR3LhxA59++qki4iNEqXh30m1tbXH58mWYmppy8+7du4cePXogPz9f7gHKk6p1ENWRqu0D3i0IY6zBmHQNDQ28RMNKyEuEd4K88cYbGDNmDM6dO4fi4mKkpaUhNDRU4uWahKgL3gmyYsUKODg4oG/fvrCyskK/fv1gZ2eH5cuXKyI+QpSq2UNuGWMoLi5G+/btuQuGbZ2qHf+qI1XbB7xbkLy8PJSWlkIgEMDY2Bjx8fH47rvvUFtbq4j4CFEq3hcKR40ahR9//BEikQhz5sxBcnIytLW1kZWVhdWrVysiRkKUplkv0Ll//z4EAgFsbGxw+vRpGBgYwNXVFQUFBYqKUy5UrXlXR6q2D3i3IAKBANXV1cjKyoKRkREcHR3BGENlZaUi4iNEqXgniL+/P8aOHYt79+5h5MiRAICbN2/CwsJC7sERomy8O+kbN26Eq6srAgMD8cUXXwAArl+/jsjISLkHR4iy8WpBamtr8f7772Pr1q0Srz8YNmyY3AMjpC3g1YJoaWnhxIkT0NLifWRGiErifYj1wQcfYMmSJYqIhZA2h3eC7Nu3DzExMWjfvj3c3d3h4eHB/TTHmjVr4OTkBF1dXXh7e+Ps2bONlt2wYQP69esHExMTmJiYIDAwUGZ5QlqK97HSjBkz5Fb5zp07ERUVhXXr1sHb2xvx8fEICgpCVlaW1LNiqampGDduHHx9faGrq4vFixdj8ODBuHLlCmxtbeUWFyEcpkS9e/dmERER3LRYLGY2NjYsLi6uScvX1tYyQ0NDtmXLliaVLysrYwBYWVlZs+IlLadq+6BZve2HDx/i0qVLKCkpkRgHMnz48Cavo7q6GufPn8fcuXO5eRoaGggMDMTp06ebtI5Hjx6hpqZGYvBWfVVVVRLvTqRHExG+eCdIamoqxowZg7q6OpSXl8PIyAiVlZWws7PjlSAlJSUQi8WwtLSUmG9paYlr1641aR2zZ8+GjY0NAgMDpX4eFxeHL7/8sskxEfI83p306OhozJ07F/fv34ehoSHu37+Pzz//HBEREYqIr1GLFi1CQkIC9uzZI3FNpr65c+eirKyM+8nLy2vVGIka4HtMZmRkxGpraxljjBkbGzPGGHvy5Amzs7PjtZ6qqiqmqanJ9uzZIzF/4sSJbPjw4TKXXbp0KTM2NmZpaWm86lS14191pGr7gHcLYmBggMePHwMALCwscOvWLTx69AhlZWW81iMUCuHp6Snxdty6ujqkpKTAx8en0eWWLFmChQsXIikpiV4cShSOd4IMHDgQu3btAgC8+eabGDx4MHx9fTFo0CDelUdFRWHDhg3YsmULMjMz8dFHH+Hhw4cIDw8HAEycOFGiE7948WJ88cUX2LhxI5ycnFBYWIjCwkK6k5goTkuan7q6OrZt2za2du1a9vDhw2atY/Xq1czBwYEJhULWu3dvdubMGe4zf39/FhYWxk07OjoyAA1+YmJimlSXqjXv6kjV9kGLxqQXFhbC2tpabsmqaKo2WEcdqdo+4H2IVV5ejokTJ0JXVxfOzs4AgL1792L+/PlyD44QZeOdIJGRkRCLxfjnn38gFAoBAH369MHOnTvlHhwhysb7QmFSUhKys7Ohp6fHPe7HysoKRUVFcg+OEGXj3YLo6Og0eMTPvXv3Gr3dgxBVxjtBgoODMXXqVO66R1VVFWbNmsWNTydEnfBOkMWLF6OqqgpmZmYoLS2FgYEBysvLsWDBAkXER4hS8e6DVFdX45dffkFJSQlycnJgb2/f4IZDQtRFk1uQCxcuwN7eHubm5ujUqROKiorg5eVFyUHUWpMT5NNPP8Wbb76JS5cuITg4GNHR0YqMi5A2oclX0s3NzZGfnw+hUIhHjx7B2dm5zb9R6nmqdhVXHanaPmhyC1JdXc1dGNTX18eTJ08UFhQhbUWTO+nV1dVYtWoVN/3kyROJaQD0dEWidpp8iBUQECDzRTkCgQBHjx6VW2CKoGrNuzpStX3Q5BYkNTVVgWEQ0jbxvlBIyMuEEoQQGShBCJGBEoQQGShBCJGBEoQQGShBCJGBEoQQGShBCJGBEoQQGShBCJGBEoQQGShBCJGBEoQQGShBCJGBEoQQGShBCJGBEoQQGShBCJGBEoQQGShBCJGBEoQQGShBCJGBEoQQGShBCJGBEoQQGShBCJGB9yvY1E167gNklzxEB/N26OlgouxwSBvzUifIoj8yse7YbW76Q/+OmPN6V4XXS0mpOpR+iLVmzRo4OTlBV1cX3t7eOHv2rMzyv/76K7p06QJdXV306NEDiYmJzao3PfeBRHIAwLpjt5Ge+6BZ62uqRX9kYuTaU4j65SJGrj2FRX9kKrS+Z9JzH2D3hbsK3z51o9QE2blzJ6KiohATE4MLFy7g1VdfRVBQEP777z+p5U+dOoVx48Zh8uTJSE9PR0hICEJCQvDPP//wrju75CGv+fLwsiUloPqJqdQEWbFiBaZMmYLw8HB069YN69atg76+PjZu3Ci1/LfffoshQ4YgOjoaXbt2xcKFC+Hh4YHvvvuOd90dzNvxmi8PL1NSAspNTHlRWoJUV1fj/PnzCAwM/P9gNDQQGBiI06dPS13m9OnTEuUBICgoqNHyVVVVKC8vl/h5pqeDCT707yhR/iP/jgrtE7wsSQk0npgX81SrJVFaJ72kpARisbjBe9YtLS1x7do1qcsUFhZKLV9YWCi1fFxcHL788stGY5jzelcEdbdqtQ7zs6Ss/4ujjkkJNJ6Ad+49Umi98qbWZ7Hmzp2LqKgobrqsrAwODg4SLUknkSY6iZ6+K6/+fEWZ6mcLPwd93Ln3CI5m+njV3kSh9XYSaeLdXhbYeCKHmze5rxM6iTQVWm97HTHqqhomg7mOGADQxFdjKp3SEsTc3ByampooKiqSmF9UVAQrKyupy1hZWfEqr6OjAx0dHW762S+Evb19S0JXebHxQKyS6n49/um/FRUVMDY2VlIUTae0BBEKhfD09ERKSgpCQkIAAHV1dUhJScG0adOkLuPj44OUlBTMmDGDm3fkyBH4+Pg0qU4bGxvk5eXB0NCQe2NveXk57O3tkZeX12pvXX1Z6pRWL2MMFRUVsLGxabUYWoQpUUJCAtPR0WGbN29mV69eZe+//z4TiUSssLCQMcbYhAkT2Jw5c7jyJ0+eZFpaWmzZsmUsMzOTxcTEMG1tbXb58uVmx1BWVsYAsLKyshZvD9XZduqVF6X2QUJDQ1FcXIz58+ejsLAQ7u7uSEpK4jriubm50ND4/xNtvr6++Pnnn/H555/js88+g4uLC/bu3QtXV1dlbQJRcwLGVKS3pCDKeLH9y1KnMuuVF6XfaqJsOjo6iImJkejMU52qX6+8vPQtCCGyvPQtCCGyUIIQIgMlCCEyUIIQIsNLkSDKGJTFp84rV65g9OjRcHJygkAgQHx8PO/6+Na5YcMG9OvXDyYmJjAxMUFgYOALvxd51Lt79254eXlBJBKhXbt2cHd3x9atW5tVb6tQ7nVKxUtISGBCoZBt3LiRXblyhU2ZMoWJRCJWVFQktfzJkyeZpqYmW7JkCbt69Sr7/PPPeV+t51vn2bNn2aeffsp27NjBrKys2MqVKxW+nW+//TZbs2YNS09PZ5mZmezdd99lxsbG7O7duwqt988//2S7d+9mV69eZTdv3mTx8fFMU1OTJSUl8d7m1qD2CdK7d28WERHBTYvFYmZjY8Pi4uKklh87diwbNmyYxDxvb2/2wQcfKKzO+hwdHZuVIC2pkzHGamtrmaGhIduyZUur1ssYYz179mSff/45r3pbi1ofYrXGoCx51NlS8qjz0aNHqKmpgampaavVyxhDSkoKsrKy0L9//ybX25rUOkFkDcpqbJAV30FZ8qizpeRR5+zZs2FjY9Pgj4Mi6i0rK4OBgQGEQiGGDRuG1atXY9CgQU2utzWp9YAp0jSLFi1CQkICUlNToaurq/D6DA0NkZGRgcrKSqSkpCAqKgodO3ZEQECAwuvmS60TpDUGZcmjzpZqSZ3Lli3DokWLkJycDDc3t1apV0NDA87OzgAAd3d3ZGZmIi4urk0miFofYtUflPXMs0FZjQ2yejYoqz4+g7KaU2dLNbfOJUuWYOHChUhKSoKXl1er1fu8uro6VFVV8a6/VSj7LIGiKWNQFt86q6qqWHp6OktPT2fW1tbs008/Zenp6ezGjRsKq3PRokVMKBSy3377jRUUFHA/FRUVTa6zOfV+88037PDhw+zWrVvs6tWrbNmyZUxLS4tt2LCBV72tRe0ThDHGVq9ezRwcHJhQKGS9e/dmZ86c4T7z9/dnYWFhEuV/+eUX1rlzZyYUCln37t3Z77//rtA6s7OzGYAGP/7+/gqr09HRUWqdMTExCt3WefPmMWdnZ6arq8tMTEyYj48PS0hI4F1na6Hb3QmRQa37IIS0FCUIITJQghAiAyUIITJQghAiAyUIITJQghAiAyWIkjg5OWHv3r0AgO3bt8PX17dJy+Xk5EAgEKC0tFTq58ePH4ednR03HRAQwI1QfP4z8mKUIC0QEBAAHR0dGBgYwNTUFP7+/jh37hzv9bzzzjs4deqUXGLq168f7t6926TP6icPkY4SpIUWL16MyspKFBYWwtvbG6NGjVJ2SESOKEHkRCgUIiwsDHl5eSguLgZjDKtWrUKXLl0gEokQEBCAzEzp7+jbvHkz3N3duekVK1bAxcUFhoaG6NSpk9R3MP76669wcnKCmZkZpk6diurqagBAamoqRCKR1HrqfzZz5kwcP34cs2fPhoGBAV5//XV8++23DW45T0hIQLdu3Xh/H+qCEkROHj9+jB9//BHm5uYwMTHB999/jx9//BEHDhxASUkJRo0aheDgYO4XWRZHR0ccPXoU5eXl+N///ofo6GicPHlSosyePXuQkZGBy5cv49SpU4iLi+MV7/Lly9GvXz+uBfzjjz8wfvx4/P3338jOzubKbdq0CeHh4bzWrU4oQVpo7ty53CNsfv75Z+zevRtaWlpYs2YNFixYABcXF2hpaSEyMhKPHz/G33///cJ1jh49Gvb29hAIBBgwYACCgoKQmpoqUSY2NhYikQg2NjaYO3euXB6dY2ZmhuHDh2PLli0AgH///RfHjh3DhAkTWrxuVUUJ0kJxcXEoLS1FXl4ebG1tcenSJQBPzzaNHz8eIpGI+3nw4EGjHej6tm/fDg8PD5iamkIkEiExMRElJSUSZRwdHSX+/++//8pleyZNmoSffvoJjDH89NNPGDx4sMJGQqoCtR5y25psbW2xYcMG9O/fHyNHjoS9vT3i4+MxZMgQXuvJzc1FWFgYkpKSEBAQAC0tLYSEhDR46eWdO3ckXjRka2vLO+b6Lyd6ZtCgQaitrcWxY8ewZcsW3odu6oZaEDny8PBAQEAAvvnmG0RERGD+/PnIysoC8PRFMvv27UNFRYXMdVRWVoIxBgsLC2hoaCAxMRGHDx9uUG7BggUoLS1Ffn4+4uLi8M477/CO19LSErdu3ZKYp6GhgfDwcMyYMQP379/HG2+8wXu96oQSRM7mzZuH//3vfwgJCcG7776LUaNGwcjICF27dsXPP//8wuW7deuGefPmYeDAgTAzM8POnTsxfPjwBuVGjBgBd3d3uLq6wtvbG5999hnvWGfMmIHk5GSIRCKJRAgPD8elS5cwfvx4aGtr816vOqERhaSBR48ewcLCAmfOnHnp3/9ILQiRwBjD6tWr0bNnz5c+OQDqpJN6xGIxRCIRzM3NsWvXLmWH0ybQIRYhMtAhFiEyUIIogEAgQEZGRpuvKzY2FiEhIY1+Hh8f3yYfB9qaKEHkoP7YDqJeKEGUrKamRtkhEBkoQVrozTffRG5uLsaNGwcDAwN8+OGHAMBdQzAyMsLw4cNRVlYG4P9HBG7atAnOzs7cCL8LFy5gwIABMDU1hbOzMzZs2MDVceHCBfTp0wdGRkYwNzdHcHCwRAyN1QUA586dg5+fH0QiEbp164YdO3Y0ui1XrlxBnz59YGhoiAEDBiA/P19u35PKUtIjT9WKo6Mj27NnDzcNgA0YMIAVFRWxBw8esJ49e3LPvH32HN6QkBD24MED9vDhQ1ZQUMBMTU3Zzp07WW1tLbt8+TKztrZmycnJjDHGfHx82FdffcXEYjF78uQJO3bsWJPqevDgATMzM2OrVq1i1dXVLDU1lbVr146dOHGCMcZYTEwMGzFiBGOMsZqaGtaxY0f22WefsaqqKnbq1ClmYmLC+/nA6oZaEAWZNWsWLCwsIBKJMHr0aJw/f17i85iYGIhEIujr62Pr1q3o378/xo4dC01NTbi6uiI8PJy7NUVbWxt37txBfn4+dHR0GryurLG6fv/9d7Rv3x7Tp0+HtrY2/P398fbbb3O3s9d3+vRplJSUIDY2FkKhED4+PggNDVXQt6M6KEEUpP4t4u3atWtwk6KDgwP3/5ycHCQmJkrcGr9q1SoUFBQAADZu3IgnT57A09MTXbp0aTDCsLG67t69CycnJ4myHTt2lHrLfX5+PmxsbCTuvap/S/3Liq6ky4G028b5LGNvb4+RI0ciISFBatlOnTpxYzROnjyJwMBA+Pj4wNPTU2YddnZ2yMnJkZiXk5Mj9ckmNjY2yM/PR01NDZckubm5PLdK/VALIgfSbhvnY8KECTh69Ch27dqFmpoa1NTUICMjA2lpaQCAn376CUVFRRAIBBCJRNDQ0ICmpuYL1zt06FD8999/WLt2LWpra3H8+HFs374dEydObFC2T58+MDU1xcKFC1FdXY2///4bO3fubPY2qQtKEDn47LPP8N1330EkEmHq1Km8l7e1tcWhQ4ewfv16WFtbw9LSEhERESgvLwcAJCcn49VXX4WBgQFGjBiBpUuXSjzkoTEmJib4448/sG3bNpiZmeH999/H999/j759+zYoq62tjf379+PQoUMwNTXFnDlzMGnSJN7bom7oXixCZKAWhBAZKEEIkYEShBAZKEEIkYEShBAZKEEIkYEShBAZKEEIkYEShBAZKEEIkYEShBAZKEEIkeH/AK+4k0bzkKzMAAAAAElFTkSuQmCC", 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", 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" ] @@ -1005,34 +1036,34 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 21, "id": "d691f843-3f0b-447b-a907-fd640d412964", "metadata": {}, "outputs": [], "source": [ - "# train on NSD\n", - "images = np.vstack((nsd_comparison_images, nsd_comparison_images))\n", - "vox = np.vstack((nsd_comparison_vox[:,0,:], nsd_comparison_vox[:,1,:]))\n", + "# # train on NSD\n", + "# images = np.vstack((nsd_comparison_images, nsd_comparison_images))\n", + "# vox = np.vstack((nsd_comparison_vox[:,0,:], nsd_comparison_vox[:,1,:]))\n", "\n", - "# train on Princeton\n", - "images = np.vstack((comparison_images, comparison_images))\n", - "vox = np.vstack((vox0[:,:,0], vox0[:,:,1]))" + "# # train on Princeton\n", + "# images = np.vstack((comparison_images, comparison_images))\n", + "# vox = np.vstack((vox0[:,:,0], vox0[:,:,1]))" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 78, "id": "248ce3a0-f03b-4c97-aee1-920432664ae1", "metadata": {}, "outputs": [], "source": [ - "# # Reliability thresholding?\n", - "# vox = vox[:,rels>.2]" + "# Reliability thresholding?\n", + "vox = vox[:,rels>.2]" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 108, "id": "b80aeb2d-6d53-431c-90ed-658dca7ecebd", "metadata": {}, "outputs": [ @@ -1040,8 +1071,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "(300, 3, 224, 224)\n", - "(300, 18419)\n" + "torch.Size([1000, 3, 224, 224])\n", + "torch.Size([1000, 3474])\n" ] } ], @@ -1052,7 +1083,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 109, "id": "11748b06-ec4f-4651-bcef-068071c86ff5", "metadata": {}, "outputs": [], @@ -1063,7 +1094,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 133, "id": "8f554db1-f7cd-40d2-ab62-5d1e282c2bc8", "metadata": {}, "outputs": [ @@ -1071,24 +1102,32 @@ "name": "stdout", "output_type": "stream", "text": [ - "300\n", - "240 60\n" + "700 150\n" ] } ], "source": [ "utils.seed_everything(0)\n", "\n", - "all_indices = np.random.permutation(np.arange(len(images)))\n", - "print(len(all_indices))\n", - "train_image_indices = all_indices[:int(len(images)*.8)]\n", - "test_image_indices = all_indices[int(len(images)*.8):]\n", - "print(len(train_image_indices), len(test_image_indices))" + "# train = all images except images that were repeated\n", + "# test = average of the same-image presentations\n", + "imageTrain = np.arange(len(images))\n", + "train_image_indices = np.array([item for item in imageTrain if item not in pairs.flatten()])\n", + "test_image_indices = pairs\n", + "print(len(train_image_indices), len(test_image_indices))\n", + "\n", + "# # train = all images except images that were repeated + the first presentation of the images that were repeated\n", + "# # test = the second presentation of the images that were repeated\n", + "# # this is not ideal, model may only do well because the train and test set both contain same images\n", + "# imageTrain = np.arange(len(images))\n", + "# train_image_indices = np.array([item for item in imageTrain if item not in pairs[:,1]])\n", + "# test_image_indices = pairs[:,1]\n", + "# print(len(train_image_indices), len(test_image_indices))" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 134, "id": "cc5d2e32-6027-4a19-bef4-5ca068db35bb", "metadata": {}, "outputs": [ @@ -1114,12 +1153,12 @@ "data_type = torch.float32 # change depending on your mixed_precision\n", "\n", "accelerator = Accelerator(split_batches=False)# mixed_precision=\"fp16\") # ['no', 'fp8', 'fp16', 'bf16']\n", - "batch_size = 24" + "batch_size = 8" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 135, "id": "b767ab6f-d4a9-47a5-b3bf-f56bf6760c0c", "metadata": {}, "outputs": [ @@ -1127,9 +1166,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "PID of this process = 840122\n", + "PID of this process = 2166183\n", "device: cuda\n", - "global_batch_size 24\n", + "global_batch_size 8\n", "Distributed environment: DistributedType.NO\n", "Num processes: 1\n", "Process index: 0\n", @@ -1179,7 +1218,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 136, "id": "2b61fec7-72a0-4b67-86da-1375f1d9fbd3", "metadata": {}, "outputs": [ @@ -1188,7 +1227,9 @@ "output_type": "stream", "text": [ "model_name: testing\n", - "--data_path=/weka/proj-fmri/shared/mindeyev2_dataset --model_name=testing --no-multi_subject --subj=1 --batch_size=24 --hidden_dim=512 --clip_scale=1. --no-blurry_recon --blur_scale=.5 --no-use_prior --prior_scale=30 --no-visualize_prior --n_blocks=4 --max_lr=3e-5 --mixup_pct=.33 --num_epochs=30 --no-use_image_aug --ckpt_interval=999 --no-ckpt_saving --no-wandb_log --new_test\n" + "--data_path=/weka/proj-fmri/shared/mindeyev2_dataset --model_name=testing --no-multi_subject --subj=1 --batch_size=8 --hidden_dim=1024 --clip_scale=1. --no-blurry_recon --blur_scale=.5 --no-use_prior --prior_scale=30 --no-visualize_prior --n_blocks=4 --max_lr=3e-4 --mixup_pct=.33 --num_epochs=30 --no-use_image_aug --ckpt_interval=999 --no-ckpt_saving --no-wandb_log --new_test\n", + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" ] } ], @@ -1203,13 +1244,12 @@ " jupyter_args = f\"--data_path=/weka/proj-fmri/shared/mindeyev2_dataset \\\n", " --model_name={model_name} \\\n", " --no-multi_subject --subj=1 --batch_size={batch_size} \\\n", - " --hidden_dim=512 --clip_scale=1. \\\n", - " --no-blurry_recon --blur_scale=.5 \\\n", + " --hidden_dim=1024 --clip_scale=1. \\\n", + " --no-blurry_recon --blur_scale=.5 \\\n", " --no-use_prior --prior_scale=30 --no-visualize_prior \\\n", - " --n_blocks=4 --max_lr=3e-5 --mixup_pct=.33 --num_epochs=30 --no-use_image_aug \\\n", + " --n_blocks=4 --max_lr=3e-4 --mixup_pct=.33 --num_epochs=30 --no-use_image_aug \\\n", " --ckpt_interval=999 --no-ckpt_saving --no-wandb_log --new_test\"# \\\n", - " # --multisubject_ckpt=/weka/proj-fmri/paulscotti/MindEye2_git/train_logs/final_subj01_pretrained_40sess_24bs\"\n", - " # --multisubject_ckpt=../../train_logs/multisubject_subj01_1024hid_nolow_300ep_seed0\"\n", + " #--multisubject_ckpt=../../train_logs/final_subj01_pretrained_40sess_24bs\"\n", " print(jupyter_args)\n", " jupyter_args = jupyter_args.split()\n", " \n", @@ -1221,7 +1261,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 137, "id": "2028bdf0-2f41-46d9-b6e7-86b870dbf16c", "metadata": {}, "outputs": [ @@ -1404,7 +1444,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 138, "id": "aefe7c27-ab39-4b2c-90f4-480f4087b7ab", "metadata": {}, "outputs": [ @@ -1413,7 +1453,7 @@ "output_type": "stream", "text": [ "dividing batch size by subj_list, which will then be concatenated across subj during training...\n", - "batch_size = 24 num_iterations_per_epoch = 10 num_samples_per_epoch = 240\n" + "batch_size = 8 num_iterations_per_epoch = 87 num_samples_per_epoch = 700\n" ] } ], @@ -1438,11 +1478,9 @@ }, { "cell_type": "code", - "execution_count": 27, - "id": "e1942b0e-1223-40e6-b543-2f7ff2e8ebcd", - "metadata": { - "tags": [] - }, + "execution_count": 139, + "id": "61ecc4e8-466c-43dd-8c43-2e7613d130bf", + "metadata": {}, "outputs": [], "source": [ "train_data = {}\n", @@ -1455,7 +1493,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 140, "id": "81084834-035f-4465-ad59-59e6b806a2f5", "metadata": {}, "outputs": [ @@ -1464,12 +1502,11 @@ "output_type": "stream", "text": [ "Training with 0 sessions\n", - "num_voxels for subj01: 18419\n", + "num_voxels for subj01: 3474\n", "Loaded all subj train dls and vox!\n", "\n", "Loaded test dl for subj1!\n", - "\n", - "currently using 1 seq_len (chose 0 past behav and 0 future behav)\n" + "\n" ] } ], @@ -1478,7 +1515,7 @@ "voxels = {}\n", "for s in subj_list:\n", " print(f\"Training with {num_sessions} sessions\")\n", - " train_dl = torch.utils.data.DataLoader(train_data[f'subj0{s}'], batch_size=batch_size, shuffle=False, drop_last=True, pin_memory=True)\n", + " train_dl = torch.utils.data.DataLoader(train_data[f'subj0{s}'], batch_size=batch_size, shuffle=True, drop_last=True, pin_memory=True)\n", "\n", " num_voxels_list.append(vox[0].shape[-1])\n", " num_voxels[f'subj0{s}'] = vox[0].shape[-1]\n", @@ -1490,13 +1527,9 @@ "# Validate only on one subject\n", "if multi_subject: \n", " subj = subj_list[0] # cant validate on the actual held out person so picking first in subj_list\n", - "num_test = len(test_image_indices) # 100\n", "test_dl = torch.utils.data.DataLoader(test_data, batch_size=24, shuffle=False, drop_last=True, pin_memory=True)\n", "\n", - "print(f\"Loaded test dl for subj{subj}!\\n\")\n", - "\n", - "seq_len = seq_past + 1 + seq_future\n", - "print(f\"currently using {seq_len} seq_len (chose {seq_past} past behav and {seq_future} future behav)\")" + "print(f\"Loaded test dl for subj{subj}!\\n\")" ] }, { @@ -1517,10 +1550,47 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 141, "id": "b0420dc0-199e-4c1a-857d-b1747058b467", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "FrozenOpenCLIPImageEmbedder(\n", + " (model): CLIP(\n", + " (visual): VisionTransformer(\n", + " (conv1): Conv2d(3, 1664, kernel_size=(14, 14), stride=(14, 14), bias=False)\n", + " (patch_dropout): Identity()\n", + " (ln_pre): LayerNorm((1664,), eps=1e-05, elementwise_affine=True)\n", + " (transformer): Transformer(\n", + " (resblocks): ModuleList(\n", + " (0-47): 48 x ResidualAttentionBlock(\n", + " (ln_1): LayerNorm((1664,), eps=1e-05, elementwise_affine=True)\n", + " (attn): MultiheadAttention(\n", + " (out_proj): NonDynamicallyQuantizableLinear(in_features=1664, out_features=1664, bias=True)\n", + " )\n", + " (ls_1): Identity()\n", + " (ln_2): LayerNorm((1664,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): Sequential(\n", + " (c_fc): Linear(in_features=1664, out_features=8192, bias=True)\n", + " (gelu): GELU(approximate='none')\n", + " (c_proj): Linear(in_features=8192, out_features=1664, bias=True)\n", + " )\n", + " (ls_2): Identity()\n", + " )\n", + " )\n", + " )\n", + " (ln_post): LayerNorm((1664,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (token_embedding): Embedding(49408, 1280)\n", + " (ln_final): LayerNorm((1280,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + ")\n" + ] + } + ], "source": [ "## USING OpenCLIP ViT-bigG ###\n", "sys.path.append('generative_models/')\n", @@ -1542,14 +1612,17 @@ "clip_seq_dim = 256\n", "clip_emb_dim = 1664\n", "\n", - "### USING OPEN AI CLIP ViT-L ###\n", + "# ## USING OPEN AI CLIP ViT-L ###\n", "# import clip\n", - "# clip_model, preprocess = clip.load(\"ViT-L/14\", device=device)\n", - "# preprocess = transforms.Compose([\n", - "# transforms.Resize(224, interpolation=transforms.InterpolationMode.BILINEAR),\n", - "# transforms.Normalize(mean=[0.48145466, 0.4578275, 0.40821073],\n", - "# std=[0.26862954, 0.26130258, 0.27577711]),\n", - "# ])\n", + "# try:\n", + "# print(clip_model)\n", + "# except:\n", + "# clip_model, preprocess = clip.load(\"ViT-L/14\", device=device)\n", + "# preprocess = transforms.Compose([\n", + "# transforms.Resize(224, interpolation=transforms.InterpolationMode.BILINEAR),\n", + "# transforms.Normalize(mean=[0.48145466, 0.4578275, 0.40821073],\n", + "# std=[0.26862954, 0.26130258, 0.27577711]),\n", + "# ])\n", "# def clip_img_embedder(image):\n", "# preproc_img = preprocess(image)\n", "# return clip_model.encode_image(preproc_img)\n", @@ -1567,7 +1640,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 142, "id": "c44c271b-173f-472e-b059-a2eda0f4c4c5", "metadata": {}, "outputs": [ @@ -1577,7 +1650,7 @@ "MindEyeModule()" ] }, - "execution_count": 30, + "execution_count": 142, "metadata": {}, "output_type": "execute_result" } @@ -1595,7 +1668,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 143, "id": "038a5d61-4769-40b9-a004-f4e7b5b38bb0", "metadata": {}, "outputs": [ @@ -1604,40 +1677,41 @@ "output_type": "stream", "text": [ "param counts:\n", - "9,431,040 total\n", - "9,431,040 trainable\n", + "3,558,400 total\n", + "3,558,400 trainable\n", "param counts:\n", - "9,431,040 total\n", - "9,431,040 trainable\n", - "torch.Size([2, 1, 18419]) torch.Size([2, 1, 512])\n" + "3,558,400 total\n", + "3,558,400 trainable\n", + "torch.Size([2, 1, 3474]) torch.Size([2, 1, 1024])\n" ] } ], "source": [ "class RidgeRegression(torch.nn.Module):\n", " # make sure to add weight_decay when initializing optimizer\n", - " def __init__(self, input_sizes, out_features, seq_len): \n", + " def __init__(self, input_sizes, out_features, seq_len=1): \n", " super(RidgeRegression, self).__init__()\n", + " self.seq_len = seq_len\n", " self.out_features = out_features\n", " self.linears = torch.nn.ModuleList([\n", " torch.nn.Linear(input_size, out_features) for input_size in input_sizes\n", " ])\n", " def forward(self, x, subj_idx=0):\n", - " out = torch.cat([self.linears[subj_idx](x[:,seq]).unsqueeze(1) for seq in range(seq_len)], dim=1)\n", + " out = torch.cat([self.linears[subj_idx](x[:,seq]).unsqueeze(1) for seq in range(self.seq_len)], dim=1)\n", " return out\n", " \n", - "model.ridge = RidgeRegression(num_voxels_list, out_features=hidden_dim, seq_len=seq_len)\n", + "model.ridge = RidgeRegression(num_voxels_list, out_features=hidden_dim)\n", "utils.count_params(model.ridge)\n", "utils.count_params(model)\n", "\n", "# test on subject 1 with fake data\n", - "b = torch.randn((2,seq_len,num_voxels_list[0]))\n", + "b = torch.randn((2,1,num_voxels_list[0]))\n", "print(b.shape, model.ridge(b,0).shape)" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 144, "id": "7b8de65a-6d3b-4248-bea9-9b6f4d562321", "metadata": {}, "outputs": [ @@ -1646,12 +1720,12 @@ "output_type": "stream", "text": [ "param counts:\n", - "228,956,824 total\n", - "228,956,824 trainable\n", + "453,360,280 total\n", + "453,360,280 trainable\n", "param counts:\n", - "238,387,864 total\n", - "238,387,864 trainable\n", - "b.shape torch.Size([2, 1, 512])\n", + "456,918,680 total\n", + "456,918,680 trainable\n", + "b.shape torch.Size([2, 1, 1024])\n", "torch.Size([2, 256, 1664]) torch.Size([2, 256, 1664]) torch.Size([1]) torch.Size([1])\n" ] } @@ -1660,7 +1734,7 @@ "from functools import partial\n", "from diffusers.models.vae import Decoder\n", "class BrainNetwork(nn.Module):\n", - " def __init__(self, h=4096, in_dim=15724, out_dim=768, seq_len=2, n_blocks=n_blocks, drop=.15, \n", + " def __init__(self, h=4096, in_dim=15724, out_dim=768, seq_len=1, n_blocks=n_blocks, drop=.15, \n", " clip_size=768):\n", " super().__init__()\n", " self.seq_len = seq_len\n", @@ -1735,13 +1809,13 @@ " \n", " return backbone, c, b\n", "\n", - "model.backbone = BrainNetwork(h=hidden_dim, in_dim=hidden_dim, seq_len=seq_len, \n", + "model.backbone = BrainNetwork(h=hidden_dim, in_dim=hidden_dim, seq_len=1, \n", " clip_size=clip_emb_dim, out_dim=clip_emb_dim*clip_seq_dim)\n", "utils.count_params(model.backbone)\n", "utils.count_params(model)\n", "\n", "# test that the model works on some fake data\n", - "b = torch.randn((2,seq_len,hidden_dim))\n", + "b = torch.randn((2,1,hidden_dim))\n", "print(\"b.shape\",b.shape)\n", "\n", "backbone_, clip_, blur_ = model.backbone(b)\n", @@ -1758,7 +1832,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 145, "id": "69965344-9346-4592-9cc5-e537e31d5fce", "metadata": { "tags": [] @@ -1848,7 +1922,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 146, "id": "e14d0482-dc42-43b9-9ce1-953c32f2c9c1", "metadata": {}, "outputs": [ @@ -1856,12 +1930,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "total_steps 300\n", + "total_steps 2610\n", "\n", "Done with model preparations!\n", "param counts:\n", - "238,387,864 total\n", - "238,387,864 trainable\n" + "456,918,680 total\n", + "456,918,680 trainable\n" ] } ], @@ -1944,7 +2018,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 147, "id": "12de6387-6e18-4e4b-b5ce-a847d625330a", "metadata": {}, "outputs": [], @@ -1957,33 +2031,21 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 148, "id": "607a7c7b-fe5e-41a4-80bf-d2814b3a57cc", "metadata": { "tags": [] }, "outputs": [], "source": [ - "# load multisubject stage1 ckpt if set\n", - "if multisubject_ckpt is not None and not resume_from_ckpt:\n", - " load_ckpt(\"last\",outdir=multisubject_ckpt,load_lr=False,load_optimizer=False,load_epoch=False,strict=False,multisubj_loading=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "00ea5ae0-5c92-4276-af5b-25a17ba4dc17", - "metadata": {}, - "outputs": [], - "source": [ - "# checkpoint = torch.load(multisubject_ckpt+'/last.pth', map_location='cpu')\n", - "# state_dict = checkpoint['model_state_dict']\n", - "# model.load_state_dict(state_dict, strict=False)" + "# # load multisubject stage1 ckpt if set\n", + "# if multisubject_ckpt is not None and not resume_from_ckpt:\n", + "# load_ckpt(\"last\",outdir=multisubject_ckpt,load_lr=False,load_optimizer=False,load_epoch=False,strict=False,multisubj_loading=True)" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 149, "id": "99f09f76-4481-4133-b09a-a22b10dbc0c4", "metadata": {}, "outputs": [], @@ -1996,7 +2058,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 150, "id": "60be0d5f-3e94-4612-9373-61b53d836393", "metadata": {}, "outputs": [ @@ -2011,7 +2073,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 3%|██████████████████████▍ | 1/30 [00:03<01:54, 3.95s/it, test/blurry_pixcorr=0, test/loss=3.26, test/loss_clip_total=3.26, test/loss_prior=0, test/num_steps=2, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0625, test/test_fwd_pct_correct=0, train/blurry_pixcorr=0, train/bwd_pct_correct=0.0458, train/fwd_pct_correct=0.0458, train/loss=3.16, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=3.16, train/loss_prior=0, train/lr=1.44e-5, train/num_steps=10, train/recon_cossim=0, train/recon_mse=0]" + " 3%|██████████████████████▎ | 1/30 [00:06<03:18, 6.85s/it, test/blurry_pixcorr=0, test/loss=3.87, test/loss_clip_total=3.87, test/loss_prior=0, test/num_steps=6, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0486, test/test_fwd_pct_correct=0.0347, train/blurry_pixcorr=0, train/bwd_pct_correct=0.125, train/fwd_pct_correct=0.155, train/loss=2.22, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=2.22, train/loss_prior=0, train/lr=0.000155, train/num_steps=87, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2025,7 +2087,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 7%|████████████████████████████████████████████▊ | 2/30 [00:05<01:13, 2.61s/it, test/blurry_pixcorr=0, test/loss=3.21, test/loss_clip_total=3.21, test/loss_prior=0, test/num_steps=4, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0417, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.225, train/fwd_pct_correct=0.417, train/loss=2.64, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=2.64, train/loss_prior=0, train/lr=3e-5, train/num_steps=20, train/recon_cossim=0, train/recon_mse=0]" + " 7%|████████████████████████████████████████████▌ | 2/30 [00:13<03:11, 6.85s/it, test/blurry_pixcorr=0, test/loss=3.77, test/loss_clip_total=3.77, test/loss_prior=0, test/num_steps=12, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0417, test/test_fwd_pct_correct=0.0139, train/blurry_pixcorr=0, train/bwd_pct_correct=0.157, train/fwd_pct_correct=0.519, train/loss=2.26, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=2.26, train/loss_prior=0, train/lr=0.0003, train/num_steps=174, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2039,7 +2101,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 10%|██████████████████████████████████████████████████████████████████▉ | 3/30 [00:07<00:59, 2.19s/it, test/blurry_pixcorr=0, test/loss=3.15, test/loss_clip_total=3.15, test/loss_prior=0, test/num_steps=6, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0833, test/test_fwd_pct_correct=0.0833, train/blurry_pixcorr=0, train/bwd_pct_correct=0.558, train/fwd_pct_correct=0.683, train/loss=1.75, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=1.75, train/loss_prior=0, train/lr=2.99e-5, train/num_steps=30, train/recon_cossim=0, train/recon_mse=0]" + " 10%|██████████████████████████████████████████████████████████████████▊ | 3/30 [00:20<03:04, 6.85s/it, test/blurry_pixcorr=0, test/loss=3.53, test/loss_clip_total=3.53, test/loss_prior=0, test/num_steps=18, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0347, test/test_fwd_pct_correct=0.0208, train/blurry_pixcorr=0, train/bwd_pct_correct=0.2, train/fwd_pct_correct=0.566, train/loss=1.94, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=1.94, train/loss_prior=0, train/lr=0.000299, train/num_steps=261, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2053,7 +2115,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 13%|█████████████████████████████████████████████████████████████████████████████████████████▏ | 4/30 [00:09<00:51, 1.99s/it, test/blurry_pixcorr=0, test/loss=3.11, test/loss_clip_total=3.11, test/loss_prior=0, test/num_steps=8, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.125, test/test_fwd_pct_correct=0.104, train/blurry_pixcorr=0, train/bwd_pct_correct=0.758, train/fwd_pct_correct=0.746, train/loss=0.917, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.917, train/loss_prior=0, train/lr=2.96e-5, train/num_steps=40, train/recon_cossim=0, train/recon_mse=0]" + " 13%|████████████████████████████████████████████████████████████████████████████████████████▉ | 4/30 [00:27<02:57, 6.84s/it, test/blurry_pixcorr=0, test/loss=3.73, test/loss_clip_total=3.73, test/loss_prior=0, test/num_steps=24, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0278, test/test_fwd_pct_correct=0.104, train/blurry_pixcorr=0, train/bwd_pct_correct=0.341, train/fwd_pct_correct=0.618, train/loss=1.42, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=1.42, train/loss_prior=0, train/lr=0.000296, train/num_steps=348, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2067,7 +2129,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 17%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████▏ | 5/30 [00:10<00:46, 1.88s/it, test/blurry_pixcorr=0, test/loss=3.09, test/loss_clip_total=3.09, test/loss_prior=0, test/num_steps=10, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.104, test/test_fwd_pct_correct=0.0833, train/blurry_pixcorr=0, train/bwd_pct_correct=0.721, train/fwd_pct_correct=0.725, train/loss=0.612, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.612, train/loss_prior=0, train/lr=2.92e-5, train/num_steps=50, train/recon_cossim=0, train/recon_mse=0]" + " 17%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████▊ | 5/30 [00:34<02:51, 6.84s/it, test/blurry_pixcorr=0, test/loss=4.16, test/loss_clip_total=4.16, test/loss_prior=0, test/num_steps=30, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0347, test/test_fwd_pct_correct=0.00694, train/blurry_pixcorr=0, train/bwd_pct_correct=0.527, train/fwd_pct_correct=0.632, train/loss=0.89, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.89, train/loss_prior=0, train/lr=0.000292, train/num_steps=435, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2081,7 +2143,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 20%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍ | 6/30 [00:12<00:43, 1.81s/it, test/blurry_pixcorr=0, test/loss=3.06, test/loss_clip_total=3.06, test/loss_prior=0, test/num_steps=12, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0833, test/test_fwd_pct_correct=0.104, train/blurry_pixcorr=0, train/bwd_pct_correct=0.717, train/fwd_pct_correct=0.704, train/loss=0.395, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.395, train/loss_prior=0, train/lr=2.85e-5, train/num_steps=60, train/recon_cossim=0, train/recon_mse=0]" + " 20%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊ | 6/30 [00:41<02:44, 6.84s/it, test/blurry_pixcorr=0, test/loss=4.05, test/loss_clip_total=4.05, test/loss_prior=0, test/num_steps=36, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0347, test/test_fwd_pct_correct=0.0278, train/blurry_pixcorr=0, train/bwd_pct_correct=0.654, train/fwd_pct_correct=0.705, train/loss=0.539, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.539, train/loss_prior=0, train/lr=0.000285, train/num_steps=522, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2095,7 +2157,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 23%|█████████████████████��█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▋ | 7/30 [00:14<00:40, 1.78s/it, test/blurry_pixcorr=0, test/loss=3.06, test/loss_clip_total=3.06, test/loss_prior=0, test/num_steps=14, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.146, test/test_fwd_pct_correct=0.0833, train/blurry_pixcorr=0, train/bwd_pct_correct=0.733, train/fwd_pct_correct=0.688, train/loss=0.355, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.355, train/loss_prior=0, train/lr=2.77e-5, train/num_steps=70, train/recon_cossim=0, train/recon_mse=0]" + " 23%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉ | 7/30 [00:47<02:36, 6.82s/it, test/blurry_pixcorr=0, test/loss=3.94, test/loss_clip_total=3.94, test/loss_prior=0, test/num_steps=42, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0347, test/test_fwd_pct_correct=0.0417, train/blurry_pixcorr=0, train/bwd_pct_correct=0.734, train/fwd_pct_correct=0.737, train/loss=0.394, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.394, train/loss_prior=0, train/lr=0.000277, train/num_steps=609, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2109,7 +2171,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 27%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏ | 8/30 [00:15<00:38, 1.75s/it, test/blurry_pixcorr=0, test/loss=3.05, test/loss_clip_total=3.05, test/loss_prior=0, test/num_steps=16, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.146, test/test_fwd_pct_correct=0.125, train/blurry_pixcorr=0, train/bwd_pct_correct=0.738, train/fwd_pct_correct=0.708, train/loss=0.384, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.384, train/loss_prior=0, train/lr=2.67e-5, train/num_steps=80, train/recon_cossim=0, train/recon_mse=0]" + " 27%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████ | 8/30 [00:54<02:29, 6.81s/it, test/blurry_pixcorr=0, test/loss=3.74, test/loss_clip_total=3.74, test/loss_prior=0, test/num_steps=48, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0486, test/test_fwd_pct_correct=0.0347, train/blurry_pixcorr=0, train/bwd_pct_correct=0.756, train/fwd_pct_correct=0.753, train/loss=0.309, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.309, train/loss_prior=0, train/lr=0.000267, train/num_steps=696, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2123,7 +2185,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 30%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊ | 9/30 [00:17<00:36, 1.73s/it, test/blurry_pixcorr=0, test/loss=3.06, test/loss_clip_total=3.06, test/loss_prior=0, test/num_steps=18, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0833, test/test_fwd_pct_correct=0.0833, train/blurry_pixcorr=0, train/bwd_pct_correct=0.721, train/fwd_pct_correct=0.696, train/loss=0.401, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.401, train/loss_prior=0, train/lr=2.56e-5, train/num_steps=90, train/recon_cossim=0, train/recon_mse=0]" + " 30%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌ | 9/30 [01:01<02:22, 6.80s/it, test/blurry_pixcorr=0, test/loss=3.72, test/loss_clip_total=3.72, test/loss_prior=0, test/num_steps=54, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0208, test/test_fwd_pct_correct=0.0417, train/blurry_pixcorr=0, train/bwd_pct_correct=0.79, train/fwd_pct_correct=0.761, train/loss=0.282, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.282, train/loss_prior=0, train/lr=0.000256, train/num_steps=783, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2137,7 +2199,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 33%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████��████████████████████████████████▋ | 10/30 [00:19<00:34, 1.71s/it, test/blurry_pixcorr=0, test/loss=3.07, test/loss_clip_total=3.07, test/loss_prior=0, test/num_steps=20, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0833, test/test_fwd_pct_correct=0.0417, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.0418, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0418, train/loss_prior=0, train/lr=2.44e-5, train/num_steps=100, train/recon_cossim=0, train/recon_mse=0]" + " 33%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▎ | 10/30 [01:08<02:15, 6.77s/it, test/blurry_pixcorr=0, test/loss=3.83, test/loss_clip_total=3.83, test/loss_prior=0, test/num_steps=60, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0278, test/test_fwd_pct_correct=0.0347, train/blurry_pixcorr=0, train/bwd_pct_correct=0.997, train/fwd_pct_correct=1, train/loss=0.012, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.012, train/loss_prior=0, train/lr=0.000244, train/num_steps=870, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2151,7 +2213,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 37%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████ | 11/30 [00:20<00:32, 1.70s/it, test/blurry_pixcorr=0, test/loss=3.07, test/loss_clip_total=3.07, test/loss_prior=0, test/num_steps=22, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0833, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.0538, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0538, train/loss_prior=0, train/lr=2.3e-5, train/num_steps=110, train/recon_cossim=0, train/recon_mse=0]" + " 37%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████��██████████████████████████████████████████████████████▋ | 11/30 [01:14<02:08, 6.75s/it, test/blurry_pixcorr=0, test/loss=3.82, test/loss_clip_total=3.82, test/loss_prior=0, test/num_steps=66, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0278, test/test_fwd_pct_correct=0.0347, train/blurry_pixcorr=0, train/bwd_pct_correct=0.997, train/fwd_pct_correct=0.999, train/loss=0.0121, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0121, train/loss_prior=0, train/lr=0.00023, train/num_steps=957, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2165,7 +2227,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 40%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏ | 12/30 [00:22<00:30, 1.69s/it, test/blurry_pixcorr=0, test/loss=3.06, test/loss_clip_total=3.06, test/loss_prior=0, test/num_steps=24, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.104, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.0505, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0505, train/loss_prior=0, train/lr=2.15e-5, train/num_steps=120, train/recon_cossim=0, train/recon_mse=0]" + " 40%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌ | 12/30 [01:21<02:01, 6.73s/it, test/blurry_pixcorr=0, test/loss=3.83, test/loss_clip_total=3.83, test/loss_prior=0, test/num_steps=72, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0278, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.997, train/fwd_pct_correct=1, train/loss=0.0106, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0106, train/loss_prior=0, train/lr=0.000215, train/num_steps=1044, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2179,7 +2241,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 43%|██████████████████████████████████████████████████████████████████████████████████████████���█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌ | 13/30 [00:24<00:28, 1.68s/it, test/blurry_pixcorr=0, test/loss=3.05, test/loss_clip_total=3.05, test/loss_prior=0, test/num_steps=26, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.125, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.0456, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0456, train/loss_prior=0, train/lr=2e-5, train/num_steps=130, train/recon_cossim=0, train/recon_mse=0]" + " 43%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌ | 13/30 [01:28<01:54, 6.72s/it, test/blurry_pixcorr=0, test/loss=3.82, test/loss_clip_total=3.82, test/loss_prior=0, test/num_steps=78, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0347, test/test_fwd_pct_correct=0.0486, train/blurry_pixcorr=0, train/bwd_pct_correct=0.996, train/fwd_pct_correct=1, train/loss=0.0132, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0132, train/loss_prior=0, train/lr=0.0002, train/num_steps=1131, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2193,7 +2255,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 47%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍ | 14/30 [00:25<00:26, 1.68s/it, test/blurry_pixcorr=0, test/loss=3.05, test/loss_clip_total=3.05, test/loss_prior=0, test/num_steps=28, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.125, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.0416, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0416, train/loss_prior=0, train/lr=1.83e-5, train/num_steps=140, train/recon_cossim=0, train/recon_mse=0]" + " 47%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████ | 14/30 [01:34<01:47, 6.72s/it, test/blurry_pixcorr=0, test/loss=3.74, test/loss_clip_total=3.74, test/loss_prior=0, test/num_steps=84, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0347, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.997, train/fwd_pct_correct=0.999, train/loss=0.0292, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0292, train/loss_prior=0, train/lr=0.000183, train/num_steps=1218, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2207,7 +2269,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 50%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌ | 15/30 [00:27<00:25, 1.67s/it, test/blurry_pixcorr=0, test/loss=3.04, test/loss_clip_total=3.04, test/loss_prior=0, test/num_steps=30, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.125, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.0415, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0415, train/loss_prior=0, train/lr=1.67e-5, train/num_steps=150, train/recon_cossim=0, train/recon_mse=0]" + " 50%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████ | 15/30 [01:41<01:40, 6.72s/it, test/blurry_pixcorr=0, test/loss=3.77, test/loss_clip_total=3.77, test/loss_prior=0, test/num_steps=90, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0347, test/test_fwd_pct_correct=0.0486, train/blurry_pixcorr=0, train/bwd_pct_correct=1, train/fwd_pct_correct=1, train/loss=0.0019, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0019, train/loss_prior=0, train/lr=0.000167, train/num_steps=1305, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2221,7 +2283,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 53%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏ | 16/30 [00:29<00:23, 1.67s/it, test/blurry_pixcorr=0, test/loss=3.04, test/loss_clip_total=3.04, test/loss_prior=0, test/num_steps=32, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.146, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.0426, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0426, train/loss_prior=0, train/lr=1.5e-5, train/num_steps=160, train/recon_cossim=0, train/recon_mse=0]" + " 53%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▋ | 16/30 [01:48<01:34, 6.72s/it, test/blurry_pixcorr=0, test/loss=3.78, test/loss_clip_total=3.78, test/loss_prior=0, test/num_steps=96, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0417, test/test_fwd_pct_correct=0.0486, train/blurry_pixcorr=0, train/bwd_pct_correct=1, train/fwd_pct_correct=1, train/loss=0.000926, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.000926, train/loss_prior=0, train/lr=0.00015, train/num_steps=1392, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2235,7 +2297,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 57%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████���████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▋ | 17/30 [00:30<00:21, 1.67s/it, test/blurry_pixcorr=0, test/loss=3.04, test/loss_clip_total=3.04, test/loss_prior=0, test/num_steps=34, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.146, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.0451, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0451, train/loss_prior=0, train/lr=1.33e-5, train/num_steps=170, train/recon_cossim=0, train/recon_mse=0]" + " 57%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊ | 17/30 [01:55<01:27, 6.71s/it, test/blurry_pixcorr=0, test/loss=3.8, test/loss_clip_total=3.8, test/loss_prior=0, test/num_steps=102, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0417, test/test_fwd_pct_correct=0.0486, train/blurry_pixcorr=0, train/bwd_pct_correct=1, train/fwd_pct_correct=1, train/loss=0.000901, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.000901, train/loss_prior=0, train/lr=0.000133, train/num_steps=1479, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2249,7 +2311,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 60%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊ | 18/30 [00:32<00:20, 1.67s/it, test/blurry_pixcorr=0, test/loss=3.04, test/loss_clip_total=3.04, test/loss_prior=0, test/num_steps=36, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.167, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.0489, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0489, train/loss_prior=0, train/lr=1.17e-5, train/num_steps=180, train/recon_cossim=0, train/recon_mse=0]" + " 60%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████ | 18/30 [02:01<01:20, 6.71s/it, test/blurry_pixcorr=0, test/loss=3.82, test/loss_clip_total=3.82, test/loss_prior=0, test/num_steps=108, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0556, test/test_fwd_pct_correct=0.0486, train/blurry_pixcorr=0, train/bwd_pct_correct=1, train/fwd_pct_correct=1, train/loss=0.00112, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.00112, train/loss_prior=0, train/lr=0.000117, train/num_steps=1566, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2263,7 +2325,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 63%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊ | 19/30 [00:34<00:18, 1.67s/it, test/blurry_pixcorr=0, test/loss=3.03, test/loss_clip_total=3.03, test/loss_prior=0, test/num_steps=38, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.167, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.0538, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0538, train/loss_prior=0, train/lr=1e-5, train/num_steps=190, train/recon_cossim=0, train/recon_mse=0]" + " 63%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏ | 19/30 [02:08<01:13, 6.71s/it, test/blurry_pixcorr=0, test/loss=3.84, test/loss_clip_total=3.84, test/loss_prior=0, test/num_steps=114, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0486, test/test_fwd_pct_correct=0.0486, train/blurry_pixcorr=0, train/bwd_pct_correct=1, train/fwd_pct_correct=1, train/loss=0.000898, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.000898, train/loss_prior=0, train/lr=0.0001, train/num_steps=1653, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2277,7 +2339,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 67%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████ | 20/30 [00:35<00:16, 1.67s/it, test/blurry_pixcorr=0, test/loss=3.03, test/loss_clip_total=3.03, test/loss_prior=0, test/num_steps=40, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.167, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.0597, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0597, train/loss_prior=0, train/lr=8.49e-6, train/num_steps=200, train/recon_cossim=0, train/recon_mse=0]" + " 67%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████���███████████████████████████████████████ | 20/30 [02:15<01:07, 6.71s/it, test/blurry_pixcorr=0, test/loss=3.86, test/loss_clip_total=3.86, test/loss_prior=0, test/num_steps=120, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0486, test/test_fwd_pct_correct=0.0417, train/blurry_pixcorr=0, train/bwd_pct_correct=1, train/fwd_pct_correct=1, train/loss=0.00106, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.00106, train/loss_prior=0, train/lr=8.49e-5, train/num_steps=1740, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2291,7 +2353,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 70%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████ | 21/30 [00:37<00:15, 1.67s/it, test/blurry_pixcorr=0, test/loss=3.03, test/loss_clip_total=3.03, test/loss_prior=0, test/num_steps=42, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.167, test/test_fwd_pct_correct=0.0833, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.0666, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0666, train/loss_prior=0, train/lr=7.02e-6, train/num_steps=210, train/recon_cossim=0, train/recon_mse=0]" + " 70%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊ | 21/30 [02:21<01:00, 6.71s/it, test/blurry_pixcorr=0, test/loss=3.88, test/loss_clip_total=3.88, test/loss_prior=0, test/num_steps=126, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0486, test/test_fwd_pct_correct=0.0417, train/blurry_pixcorr=0, train/bwd_pct_correct=1, train/fwd_pct_correct=1, train/loss=0.000972, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.000972, train/loss_prior=0, train/lr=7.02e-5, train/num_steps=1827, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2305,7 +2367,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 73%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏ | 22/30 [00:39<00:13, 1.67s/it, test/blurry_pixcorr=0, test/loss=3.03, test/loss_clip_total=3.03, test/loss_prior=0, test/num_steps=44, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.188, test/test_fwd_pct_correct=0.0833, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.0744, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0744, train/loss_prior=0, train/lr=5.65e-6, train/num_steps=220, train/recon_cossim=0, train/recon_mse=0]" + " 73%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉ | 22/30 [02:28<00:53, 6.71s/it, test/blurry_pixcorr=0, test/loss=3.9, test/loss_clip_total=3.9, test/loss_prior=0, test/num_steps=132, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0347, test/test_fwd_pct_correct=0.0486, train/blurry_pixcorr=0, train/bwd_pct_correct=0.999, train/fwd_pct_correct=1, train/loss=0.00214, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.00214, train/loss_prior=0, train/lr=5.65e-5, train/num_steps=1914, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2319,7 +2381,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 77%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████���███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▎ | 23/30 [00:40<00:11, 1.67s/it, test/blurry_pixcorr=0, test/loss=3.03, test/loss_clip_total=3.03, test/loss_prior=0, test/num_steps=46, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.188, test/test_fwd_pct_correct=0.0833, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.0826, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0826, train/loss_prior=0, train/lr=4.39e-6, train/num_steps=230, train/recon_cossim=0, train/recon_mse=0]" + " 77%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌ | 23/30 [02:35<00:46, 6.71s/it, test/blurry_pixcorr=0, test/loss=3.91, test/loss_clip_total=3.91, test/loss_prior=0, test/num_steps=138, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0417, test/test_fwd_pct_correct=0.0556, train/blurry_pixcorr=0, train/bwd_pct_correct=1, train/fwd_pct_correct=1, train/loss=0.00183, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.00183, train/loss_prior=0, train/lr=4.39e-5, train/num_steps=2001, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2333,7 +2395,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 80%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████��████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍ | 24/30 [00:42<00:10, 1.68s/it, test/blurry_pixcorr=0, test/loss=3.02, test/loss_clip_total=3.02, test/loss_prior=0, test/num_steps=48, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.188, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.0909, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0909, train/loss_prior=0, train/lr=3.27e-6, train/num_steps=240, train/recon_cossim=0, train/recon_mse=0]" + " 80%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊ | 24/30 [02:42<00:40, 6.74s/it, test/blurry_pixcorr=0, test/loss=3.92, test/loss_clip_total=3.92, test/loss_prior=0, test/num_steps=144, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0486, test/test_fwd_pct_correct=0.0556, train/blurry_pixcorr=0, train/bwd_pct_correct=1, train/fwd_pct_correct=1, train/loss=0.00104, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.00104, train/loss_prior=0, train/lr=3.27e-5, train/num_steps=2088, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2347,7 +2409,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 83%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████��███████████████████████████████████████████████████████████████████████████████████████████████████▎ | 25/30 [00:44<00:08, 1.69s/it, test/blurry_pixcorr=0, test/loss=3.02, test/loss_clip_total=3.02, test/loss_prior=0, test/num_steps=50, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.208, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.0991, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.0991, train/loss_prior=0, train/lr=2.3e-6, train/num_steps=250, train/recon_cossim=0, train/recon_mse=0]" + " 83%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊ | 25/30 [02:48<00:33, 6.74s/it, test/blurry_pixcorr=0, test/loss=3.93, test/loss_clip_total=3.93, test/loss_prior=0, test/num_steps=150, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0417, test/test_fwd_pct_correct=0.0556, train/blurry_pixcorr=0, train/bwd_pct_correct=1, train/fwd_pct_correct=1, train/loss=0.00114, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.00114, train/loss_prior=0, train/lr=2.3e-5, train/num_steps=2175, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2361,7 +2423,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 87%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▎ | 26/30 [00:45<00:06, 1.71s/it, test/blurry_pixcorr=0, test/loss=3.02, test/loss_clip_total=3.02, test/loss_prior=0, test/num_steps=52, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.229, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.107, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.107, train/loss_prior=0, train/lr=1.49e-6, train/num_steps=260, train/recon_cossim=0, train/recon_mse=0]" + " 87%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏ | 26/30 [02:55<00:26, 6.74s/it, test/blurry_pixcorr=0, test/loss=3.94, test/loss_clip_total=3.94, test/loss_prior=0, test/num_steps=156, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0417, test/test_fwd_pct_correct=0.0556, train/blurry_pixcorr=0, train/bwd_pct_correct=1, train/fwd_pct_correct=1, train/loss=0.00157, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.00157, train/loss_prior=0, train/lr=1.49e-5, train/num_steps=2262, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2375,7 +2437,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 90%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌ | 27/30 [00:47<00:05, 1.70s/it, test/blurry_pixcorr=0, test/loss=3.02, test/loss_clip_total=3.02, test/loss_prior=0, test/num_steps=54, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.229, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.113, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.113, train/loss_prior=0, train/lr=8.43e-7, train/num_steps=270, train/recon_cossim=0, train/recon_mse=0]" + " 90%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍ | 27/30 [03:02<00:20, 6.73s/it, test/blurry_pixcorr=0, test/loss=3.95, test/loss_clip_total=3.95, test/loss_prior=0, test/num_steps=162, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0417, test/test_fwd_pct_correct=0.0556, train/blurry_pixcorr=0, train/bwd_pct_correct=1, train/fwd_pct_correct=1, train/loss=0.00153, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.00153, train/loss_prior=0, train/lr=8.43e-6, train/num_steps=2349, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2389,7 +2451,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 93%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▋ | 28/30 [00:49<00:03, 1.69s/it, test/blurry_pixcorr=0, test/loss=3.02, test/loss_clip_total=3.02, test/loss_prior=0, test/num_steps=56, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.229, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.118, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.118, train/loss_prior=0, train/lr=3.77e-7, train/num_steps=280, train/recon_cossim=0, train/recon_mse=0]" + " 93%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌ | 28/30 [03:09<00:13, 6.72s/it, test/blurry_pixcorr=0, test/loss=3.95, test/loss_clip_total=3.95, test/loss_prior=0, test/num_steps=168, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0417, test/test_fwd_pct_correct=0.0556, train/blurry_pixcorr=0, train/bwd_pct_correct=1, train/fwd_pct_correct=1, train/loss=0.00159, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.00159, train/loss_prior=0, train/lr=3.77e-6, train/num_steps=2436, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2403,7 +2465,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 97%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊ | 29/30 [00:50<00:01, 1.69s/it, test/blurry_pixcorr=0, test/loss=3.02, test/loss_clip_total=3.02, test/loss_prior=0, test/num_steps=58, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.229, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.122, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.122, train/loss_prior=0, train/lr=9.55e-8, train/num_steps=290, train/recon_cossim=0, train/recon_mse=0]" + " 97%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊ | 29/30 [03:15<00:06, 6.74s/it, test/blurry_pixcorr=0, test/loss=3.95, test/loss_clip_total=3.95, test/loss_prior=0, test/num_steps=174, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0417, test/test_fwd_pct_correct=0.0556, train/blurry_pixcorr=0, train/bwd_pct_correct=1, train/fwd_pct_correct=1, train/loss=0.00164, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.00164, train/loss_prior=0, train/lr=9.55e-7, train/num_steps=2523, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2417,7 +2479,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 30/30 [00:52<00:00, 1.76s/it, test/blurry_pixcorr=0, test/loss=3.02, test/loss_clip_total=3.02, test/loss_prior=0, test/num_steps=60, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.229, test/test_fwd_pct_correct=0.0625, train/blurry_pixcorr=0, train/bwd_pct_correct=0.975, train/fwd_pct_correct=0.975, train/loss=0.123, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.123, train/loss_prior=0, train/lr=1.2e-9, train/num_steps=300, train/recon_cossim=0, train/recon_mse=0]" + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 30/30 [03:22<00:00, 6.75s/it, test/blurry_pixcorr=0, test/loss=3.95, test/loss_clip_total=3.95, test/loss_prior=0, test/num_steps=180, test/recon_cossim=0, test/recon_mse=0, test/test_bwd_pct_correct=0.0417, test/test_fwd_pct_correct=0.0556, train/blurry_pixcorr=0, train/bwd_pct_correct=1, train/fwd_pct_correct=1, train/loss=0.00178, train/loss_blurry_cont_total=0, train/loss_blurry_total=0, train/loss_clip_total=0.00178, train/loss_prior=0, train/lr=1.2e-8, train/num_steps=2610, train/recon_cossim=0, train/recon_mse=0]" ] }, { @@ -2469,7 +2531,7 @@ " test_loss_prior_total = 0.\n", "\n", " blurry_pixcorr = 0.\n", - " test_blurry_pixcorr = 0. # needs >.456 to beat low-level subj01 results in mindeye v1\n", + " test_blurry_pixcorr = 0. \n", "\n", " # you now have voxel_iters and image_iters with num_iterations_per_epoch batches each\n", " for train_i, behav in enumerate(train_dl): \n", @@ -2588,17 +2650,17 @@ " with torch.no_grad(), torch.cuda.amp.autocast(dtype=data_type): \n", " for test_i, behav in enumerate(test_dl): \n", " behav = behav[0]\n", - " # assert len(behav) == num_test\n", "\n", " loss=0.\n", - " \n", - " image = images[behav.long().cpu()].to(device)\n", - " voxel = vox[behav.long().cpu()]\n", - " # voxel = (voxel - train_mean) / train_std\n", + "\n", + " if behav.ndim==2:\n", + " image = images[behav[:,0].long().cpu()].to(device)\n", + " voxel = vox[behav.long().cpu()].mean(1)\n", + " else:\n", + " image = images[behav.long().cpu()].to(device)\n", + " voxel = vox[behav.long().cpu()]\n", + " \n", " voxel = torch.Tensor(voxel).unsqueeze(1).to(device)\n", - " \n", - " if use_image_aug: \n", - " image = img_augment(image)\n", "\n", " clip_target = clip_img_embedder(image.float())\n", " \n", @@ -2729,24 +2791,6 @@ "if ckpt_saving:\n", " save_ckpt(f'last')" ] - }, - { - "cell_type": "code", - "execution_count": 41, - "id": "5702acf6-45fe-44f5-8842-c0e2d4d8e8ce", - "metadata": {}, - "outputs": [], - "source": [ - "# test/recon_mse=0, test/test_bwd_pct_correct=0.25, test/test_fwd_pct_correct=0.188" - ] - }, - { - "cell_type": "markdown", - "id": "23a54acc-1dce-4de4-9d5f-d0582f5097c5", - "metadata": {}, - "source": [ - "**To tell if the model is working I'm looking at test_bwd/fwd_pct_correct and seeing if that is doing better than chance (1/batch_size)**" - ] } ], "metadata": {