From ca98ada3fb9ef3611e149b1104aeeaa5ab281087 Mon Sep 17 00:00:00 2001 From: beckynevin Date: Fri, 2 Feb 2024 07:50:34 -0700 Subject: [PATCH] updating text in evaluate generative and rerunning with new names of imports also adding pyarrow and reinstalling poetry --- notebooks/evaluate_SBI_generative.ipynb | 179 +++++------------------- poetry.lock | 50 ++++++- pyproject.toml | 1 + 3 files changed, 85 insertions(+), 145 deletions(-) diff --git a/notebooks/evaluate_SBI_generative.ipynb b/notebooks/evaluate_SBI_generative.ipynb index 5c34ef3..a28dcc9 100644 --- a/notebooks/evaluate_SBI_generative.ipynb +++ b/notebooks/evaluate_SBI_generative.ipynb @@ -5,8 +5,12 @@ "id": "a17f8eeb-e16e-49ed-878f-c1419f7da98f", "metadata": {}, "source": [ - "# Diagnosing the quality of the posterior generated from training SBI\n", - "This notebook demonstrates the approach for running this code in the case of SBI being run on the fly, where the {$\\theta$,$x$} pairs are generated during the training and again to create the validation set." + "# Diagnosing the quality of the posterior generated from SBI\n", + "This notebook demonstrates the approach for running this code in the case of SBI being run on the fly, where the {$\\theta$,$x$} pairs are generated during the training and again to create the validation set.\n", + "\n", + "This is the use case of SBI presented in mackelab's documentation, where the simulator and prior are passed to the SBI training loop. \n", + "\n", + "The other option (that our group uses most of the time) is to train and diagnose SBI using a pre-saved training and test dataset of the {$\\theta$,$x$} pairs. The notebook example for this is `evaluate_SBI_static.ipynb`." ] }, { @@ -28,17 +32,17 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "id": "09aea2db-d63b-461e-a03e-0e02106fd2ce", "metadata": {}, "outputs": [], "source": [ - "from src.scripts import evaluate, io" + "from scripts import evaluate, io" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "id": "edb1bcaa-0929-47a3-9798-adb19a3fa843", "metadata": {}, "outputs": [ @@ -59,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "id": "396f95c0-9e4a-4d90-8eca-56ae1f9fe42e", "metadata": {}, "outputs": [], @@ -96,13 +100,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "id": "89f17859-6f33-4555-86fd-29824f0a4afc", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -127,14 +131,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "id": "ede9ef23-5039-4664-9a00-48b05b5b334e", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "91088933452a438f9b5fc05235f2b1a7", + "model_id": "a2477994bf234a6f9e8e0c8d7c6a01f4", "version_major": 2, "version_minor": 0 }, @@ -148,16 +152,16 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 9, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -187,22 +191,22 @@ "metadata": {}, "source": [ "# Evaluate posterior by running all-in-one helper function\n", - "`run_all_sbc`" + "`run_all_sbc` from the `Diagnose_generative` class." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "id": "435d60e6-6c05-45a3-8728-dd6d68079f1d", "metadata": {}, "outputs": [], "source": [ - "diagnose_model = evaluate.Diagnose_on_the_fly_data_generation()" + "diagnose_model = evaluate.Diagnose_generative()" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "id": "39b69de7-52a4-4b04-a143-57c7342e4764", "metadata": {}, "outputs": [], @@ -217,14 +221,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 9, "id": "26f6478a-adc7-4d3a-9bf1-44524068d50a", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4d2c6b6e6b2d4c959b50c16b3605acaf", + "model_id": "6d554e2f56cb4fca887cb113eec595e6", "version_major": 2, "version_minor": 0 }, @@ -239,12 +243,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'ks_pvals': tensor([7.0944e-06, 5.5272e-09]), 'c2st_ranks': tensor([0.5755, 0.6030]), 'c2st_dap': tensor([0.4750, 0.5095])}\n" + "{'ks_pvals': tensor([8.8201e-30, 1.4518e-27]), 'c2st_ranks': tensor([0.6605, 0.6235]), 'c2st_dap': tensor([0.4765, 0.5110])}\n" ] }, { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -293,12 +297,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling from the posterior for each obs: 100%|████████████████████████| 1000/1000 [00:12<00:00, 80.87obs/s]\n" + "Sampling from the posterior for each obs: 100%|████████████████████████| 1000/1000 [00:13<00:00, 73.38obs/s]\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -333,90 +337,10 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "8d70f7c2-9d56-4b70-8865-c68d7a6664a9", "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e4ff624f9fe34ed68572588ab2d7ed31", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Running 1000 sbc samples.: 0%| | 0/1000 [00:00 Tuple[matplotlib.figure.Figure, matplotlib.axes._axes.Axes]\n", - " Plot simulation-based calibration ranks as empirical CDFs or histograms.\n", - " \n", - " Additional options can be passed via the kwargs argument, see _sbc_rank_plot.\n", - " \n", - " Args:\n", - " ranks: Tensor of ranks to be plotted shape (num_sbc_runs, num_parameters), or\n", - " list of Tensors when comparing several sets of ranks, e.g., set of ranks\n", - " obtained from different methods.\n", - " num_bins: number of bins used for binning the ranks, default is\n", - " num_sbc_runs / 20.\n", - " plot_type: type of SBC plot, histograms (\"hist\") or empirical cdfs (\"cdf\").\n", - " parameter_labels: list of labels for each parameter dimension.\n", - " ranks_labels: list of labels for each set of ranks.\n", - " colors: list of colors for each parameter dimension, or each set of ranks.\n", - " \n", - " Returns:\n", - " fig, ax: figure and axis objects.\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Sampling from the posterior for each obs: 100%|████████████████████████| 1000/1000 [00:12<00:00, 78.84obs/s]\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "labels_list = ['$m$','$b$']\n", "colorlist = ['#9C92A3','#0F5257']\n", @@ -445,7 +369,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "f55dcde4-9593-47ba-a703-802b69cca222", "metadata": {}, "outputs": [], @@ -455,35 +379,10 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "cfa48dad-26fd-4b08-bae9-86e152719370", "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "fdf94091792c4acfac754e0f6f5128e2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Running 1000 sbc samples.: 0%| | 0/1000 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "num_sbc_runs = 1_000\n", "num_posterior_samples = 1_000\n", @@ -503,18 +402,10 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "feb1f057-a17a-4baa-ab00-7f375e89acbe", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'ks_pvals': tensor([5.1542e-06, 1.6429e-09]), 'c2st_ranks': tensor([0.6015, 0.5855]), 'c2st_dap': tensor([0.5180, 0.4985])}\n" - ] - } - ], + "outputs": [], "source": [ "stats = diagnose_model.sbc_statistics(ranks,\n", " thetas,\n", diff --git a/poetry.lock b/poetry.lock index 0cfcdfa..6b3d1ce 100644 --- a/poetry.lock +++ b/poetry.lock @@ -2692,6 +2692,54 @@ files = [ [package.extras] tests = ["pytest"] +[[package]] +name = "pyarrow" +version = "15.0.0" +description = "Python library for Apache Arrow" +optional = false +python-versions = ">=3.8" +files = [ + {file = "pyarrow-15.0.0-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:0a524532fd6dd482edaa563b686d754c70417c2f72742a8c990b322d4c03a15d"}, + {file = "pyarrow-15.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = 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