diff --git a/README.md b/README.md index 2133963..29d057d 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,9 @@ +

+ + + +

+ # Deep survival analysis made easy [![Python](https://img.shields.io/pypi/pyversions/torchsurv?label=Python)](https://pypi.org/project/torchsurv/) @@ -51,13 +57,11 @@ cindex.p_value(method="noether", alternative="two_sided") cindex.compare(cindexB) ``` - ## Installation and dependencies - First, install the package using either [PyPI]([https://pypi.org/](https://pypi.org/project/torchsurv/)) or [Conda]([https://anaconda.org/anaconda/conda](https://anaconda.org/conda-forge/torchsurv)) -- Using conda (`recommended`) +- Using conda (**recommended**) ```bash conda install conda-forge::torchsurv ``` diff --git a/docs/notebooks/introduction.ipynb b/docs/notebooks/introduction.ipynb index 56e3496..bdfb74d 100644 --- a/docs/notebooks/introduction.ipynb +++ b/docs/notebooks/introduction.ipynb @@ -14,7 +14,7 @@ "\n", "### Dependencies\n", "\n", - "To run this notebooks, dependencies must be installed. the recommanded method is to use our developpment conda environment (`preffered`). Instruction can be found [here](https://opensource.nibr.com/torchsurv/devnotes.html#set-up-a-development-environment-via-conda) to install all optional dependancies. The other method is to install only required packages using the command line below:" + "To run this notebook, dependencies must be installed. the recommended method is to use our developpment conda environment (**preffered**). Instruction can be found [here](https://opensource.nibr.com/torchsurv/devnotes.html#set-up-a-development-environment-via-conda) to install all optional dependancies. The other method is to install only required packages using the command line below:" ] }, { @@ -74,11 +74,26 @@ "execution_count": 4, "id": "d7a98ea2-100f-43ef-8c45-c786ddcd313e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CUDA-enabled GPU/TPU is available.\n" + ] + } + ], "source": [ "# Constant parameters accross models\n", + "# Detect available accelerator; Downgrade batch size if only CPU available\n", + "if any([torch.cuda.is_available(), torch.backends.mps.is_available()]):\n", + " print(\"CUDA-enabled GPU/TPU is available.\")\n", + " BATCH_SIZE = 128 # batch size for training\n", + "else:\n", + " print(\"No CUDA-enabled GPU found, using CPU.\")\n", + " BATCH_SIZE = 32 # batch size for training\n", + "\n", "EPOCHS = 100\n", - "BATCH_SIZE = 32\n", "LEARNING_RATE = 1e-2" ] }, @@ -458,10 +473,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "x (shape) = torch.Size([32, 9])\n", + "x (shape) = torch.Size([128, 9])\n", "num_features = 9\n", - "event = torch.Size([32])\n", - "time = torch.Size([32])\n" + "event = torch.Size([128])\n", + "time = torch.Size([128])\n" ] } ], @@ -537,16 +552,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 000, Training loss: 32.23\n", - "Epoch: 010, Training loss: 31.02\n", - "Epoch: 020, Training loss: 30.72\n", - "Epoch: 030, Training loss: 31.32\n", - "Epoch: 040, Training loss: 29.89\n", - "Epoch: 050, Training loss: 29.30\n", - "Epoch: 060, Training loss: 29.29\n", - "Epoch: 070, Training loss: 29.44\n", - "Epoch: 080, Training loss: 29.39\n", - "Epoch: 090, Training loss: 29.29\n" + "Epoch: 000, Training loss: 12.75\n", + "Epoch: 010, Training loss: 12.02\n", + "Epoch: 020, Training loss: 11.79\n", + "Epoch: 030, Training loss: 11.84\n", + "Epoch: 040, Training loss: 11.61\n", + "Epoch: 050, Training loss: 11.61\n", + "Epoch: 060, Training loss: 11.46\n", + "Epoch: 070, Training loss: 11.57\n", + "Epoch: 080, Training loss: 11.56\n", + "Epoch: 090, Training loss: 11.20\n" ] } ], @@ -601,7 +616,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -644,6 +659,7 @@ "metadata": {}, "outputs": [], "source": [ + "cox_model.eval()\n", "with torch.no_grad():\n", " # test event and test time of length n\n", " x, (event, time) = next(iter(dataloader_test))\n", @@ -669,8 +685,8 @@ "output_type": "stream", "text": [ "Cox model performance:\n", - "Concordance-index = 0.6416283845901489\n", - "Confidence interval = tensor([0.5211, 0.7622])\n" + "Concordance-index = 0.6610040068626404\n", + "Confidence interval = tensor([0.5505, 0.7716])\n" ] } ], @@ -700,7 +716,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "p-value = 0.010644853115081787\n" + "p-value = 0.002155780792236328\n" ] } ], @@ -727,8 +743,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "AUC 5-yr = tensor([0.6786])\n", - "AUC 5-yr (conf int.) = tensor([0.6175, 0.7396])\n" + "AUC 5-yr = tensor([0.6954])\n", + "AUC 5-yr (conf int.) = tensor([0.6360, 0.7548])\n" ] } ], @@ -835,16 +851,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 000, Training loss: 2529.45\n", - "Epoch: 010, Training loss: 64.03\n", - "Epoch: 020, Training loss: 63.95\n", - "Epoch: 030, Training loss: 62.77\n", - "Epoch: 040, Training loss: 59.76\n", - "Epoch: 050, Training loss: 55.16\n", - "Epoch: 060, Training loss: 53.85\n", - "Epoch: 070, Training loss: 52.80\n", - "Epoch: 080, Training loss: 53.30\n", - "Epoch: 090, Training loss: 50.78\n" + "Epoch: 000, Training loss: 4903.93\n", + "Epoch: 010, Training loss: 20.11\n", + "Epoch: 020, Training loss: 19.83\n", + "Epoch: 030, Training loss: 19.17\n", + "Epoch: 040, Training loss: 17.98\n", + "Epoch: 050, Training loss: 18.01\n", + "Epoch: 060, Training loss: 18.66\n", + "Epoch: 070, Training loss: 17.93\n", + "Epoch: 080, Training loss: 18.28\n", + "Epoch: 090, Training loss: 17.48\n" ] } ], @@ -898,7 +914,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -940,8 +956,7 @@ "metadata": {}, "outputs": [], "source": [ - "torch.manual_seed(42)\n", - "\n", + "weibull_model.eval()\n", "with torch.no_grad():\n", " # event and time of length n\n", " x, (event, time) = next(iter(dataloader_test))\n", @@ -973,9 +988,9 @@ "output_type": "stream", "text": [ "Weibull model performance:\n", - "Concordance-index = 0.5403757691383362\n", - "Confidence interval = tensor([0.4183, 0.6625])\n", - "p-value = 0.25841784477233887\n" + "Concordance-index = 0.4752066135406494\n", + "Confidence interval = tensor([0.3505, 0.5999])\n", + "p-value = 0.6516208648681641\n" ] } ], @@ -1008,9 +1023,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "AUC 5-yr = tensor([0.5750])\n", - "AUC 5-yr (conf int.) = tensor([0.5175, 0.6325])\n", - "AUC 5-yr (p value) = tensor([0.0053])\n" + "AUC 5-yr = tensor([0.5116])\n", + "AUC 5-yr (conf int.) = tensor([0.4587, 0.5645])\n", + "AUC 5-yr (p value) = tensor([0.3335])\n" ] } ], @@ -1045,10 +1060,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "Brier score = tensor([0.1046, 0.1075, 0.1186, 0.1287, 0.1352])\n", - "Brier score (conf int.) = tensor([[0.0881, 0.0906, 0.1001, 0.1088, 0.1144],\n", - " [0.1210, 0.1243, 0.1371, 0.1486, 0.1560]])\n", - "Integrated Brier score = 0.19823341071605682\n" + "Brier score = tensor([0.4384, 0.4445, 0.4472, 0.4525, 0.4509])\n", + "Brier score (conf int.) = tensor([[0.4324, 0.4372, 0.4391, 0.4433, 0.4411],\n", + " [0.4444, 0.4517, 0.4553, 0.4617, 0.4607]])\n", + "Integrated Brier score = 0.24550026655197144\n" ] } ], @@ -1081,7 +1096,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Brier score (p-val) = tensor([0.5990, 0.8410, 0.5030, 0.5320, 0.1500])\n" + "Brier score (p-val) = tensor([0.0190, 0.1500, 0.4940, 0.5490, 0.4680])\n" ] } ], @@ -1121,9 +1136,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Cox cindex = 0.6416283845901489\n", - "Weibull cindex = 0.5403757691383362\n", - "p-value = 0.10621202737092972\n" + "Cox cindex = 0.6610040068626404\n", + "Weibull cindex = 0.4752066135406494\n", + "p-value = 0.018631745129823685\n" ] } ], @@ -1153,9 +1168,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Cox 5-yr AUC = tensor([0.6786])\n", - "Weibull 5-yr AUC = tensor([0.5750])\n", - "p-value = tensor([0.0043])\n" + "Cox 5-yr AUC = tensor([0.6954])\n", + "Weibull 5-yr AUC = tensor([0.5116])\n", + "p-value = tensor([1.5964e-05])\n" ] } ], @@ -1168,7 +1183,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "torchsurv_env", "language": "python", "name": "python3" }, diff --git a/docs/notebooks/momentum.ipynb b/docs/notebooks/momentum.ipynb index cfd0fe6..d7d8082 100644 --- a/docs/notebooks/momentum.ipynb +++ b/docs/notebooks/momentum.ipynb @@ -11,7 +11,7 @@ "\n", "### Dependencies\n", "\n", - "To run this notebooks, dependencies must be installed. the recommended method is to use our development conda environment (`preferred`). Instruction can be found [here](https://opensource.nibr.com/torchsurv/devnotes.html#set-up-a-development-environment-via-conda) to install all optional dependencies. The other method is to install only required packages using the command line below:\n" + "To run this notebooks, dependencies must be installed. the recommended method is to use our development conda environment (**preferred**). Instruction can be found [here](https://opensource.nibr.com/torchsurv/devnotes.html#set-up-a-development-environment-via-conda) to install all optional dependencies. The other method is to install only required packages using the command line below:\n" ] }, { @@ -104,11 +104,34 @@ { "cell_type": "code", "execution_count": 6, + "id": "ebaf967b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CUDA-enabled GPU/TPU is available.\n" + ] + } + ], + "source": [ + "# Detect available accelerator; Downgrade batch size if only CPU available\n", + "if any([torch.cuda.is_available(), torch.backends.mps.is_available()]):\n", + " print(\"CUDA-enabled GPU/TPU is available.\")\n", + " BATCH_SIZE = 500 # batch size for training\n", + "else:\n", + " print(\"No CUDA-enabled GPU found, using CPU.\")\n", + " BATCH_SIZE = 50 # batch size for training" + ] + }, + { + "cell_type": "code", + "execution_count": 7, "id": "794004c5-588c-4590-ae96-c6d9e52109ff", "metadata": {}, "outputs": [], "source": [ - "BATCH_SIZE = 500 # batch size for training\n", "EPOCHS = 2 # number of epochs to train\n", "FAST_DEV_RUN = None # Quick prototype, set to None for full training" ] @@ -135,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "4abbc6b0", "metadata": {}, "outputs": [], @@ -153,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "ebf5caff", "metadata": {}, "outputs": [ @@ -201,7 +224,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "c216fa33-de09-4be2-82cc-83cb73db3a42", "metadata": {}, "outputs": [], @@ -217,7 +240,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "8056a675-fbce-4f4b-86c0-ab7dd924e4b1", "metadata": {}, "outputs": [ @@ -255,7 +278,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "1e7a2c7e-a1ef-42fa-ba74-1d33a1dcf2f3", "metadata": {}, "outputs": [], @@ -266,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "3f577acf-a821-41a4-8544-318617755d1e", "metadata": {}, "outputs": [ @@ -296,7 +319,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "430079cc-4fad-4da2-8ea5-aa904c41ec0e", "metadata": {}, "outputs": [ @@ -319,21 +342,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1: 100%|██████████| 11/11 [01:02<00:00, 0.18it/s, loss_step=218.0, val_loss_step=282.0, cindex_step=0.652, val_loss_epoch=287.0, cindex_epoch=0.665, loss_epoch=228.0]" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "`Trainer.fit` stopped: `max_epochs=2` reached.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1: 100%|██████████| 11/11 [01:02<00:00, 0.18it/s, loss_step=218.0, val_loss_step=282.0, cindex_step=0.652, val_loss_epoch=287.0, cindex_epoch=0.665, loss_epoch=228.0]\n" + "Epoch 0: 0%| | 0/11 [00:00 torch.tensor cindex_se = self._concordance_index_se() # get p-value - if cindex_se > 0: + if cindex_se >= 0: p = torch.distributions.normal.Normal(0, 1).cdf( (self.cindex - null_value) / cindex_se )