From fec7017c4e86173e309c30679853d0f4fa27cd8d Mon Sep 17 00:00:00 2001 From: Haoran Xia Date: Fri, 24 Jan 2025 15:16:50 +0100 Subject: [PATCH 1/2] added scale_fix and grad_fix fixes in code --- example_basic_usage.ipynb | 120 +++++++++--------------------- hyperbolicTSNE/cost_functions_.py | 12 ++- hyperbolicTSNE/solver_.py | 5 +- 3 files changed, 48 insertions(+), 89 deletions(-) diff --git a/example_basic_usage.ipynb b/example_basic_usage.ipynb index 7e5a4b8..67f4a1e 100644 --- a/example_basic_usage.ipynb +++ b/example_basic_usage.ipynb @@ -20,22 +20,14 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 68, "metadata": { "ExecuteTime": { "end_time": "2023-11-13T15:18:09.224771636Z", "start_time": "2023-11-13T15:18:08.516888492Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Please note that `empty_sequence` uses the KL divergence with Barnes-Hut approximation (angle=0.5) by default.\n" - ] - } - ], + "outputs": [], "source": [ "import os\n", "import traceback\n", @@ -47,16 +39,16 @@ }, { "cell_type": "markdown", - "source": [ - "We assume that there is a top-level folder `datasets` that holds the MNIST data set. Refer to the main readme of the repository for where to find the data sets used in this repository." - ], "metadata": { "collapsed": false - } + }, + "source": [ + "We assume that there is a top-level folder `datasets` that holds the MNIST data set. Refer to the main readme of the repository for where to find the data sets used in this repository." + ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 69, "metadata": { "ExecuteTime": { "end_time": "2023-11-13T15:20:09.564819212Z", @@ -80,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 70, "metadata": { "ExecuteTime": { "end_time": "2023-11-13T15:25:10.788279509Z", @@ -95,6 +87,7 @@ "num_points = 10000 # we use a subset for demonstration purposes, full MNIST has N=70000\n", "perp = 30 # we use a perplexity of 30 in this example\n", "\n", + "\n", "dataX, dataLabels, D, V, _ = load_data(\n", " dataset, \n", " data_home=data_home, \n", @@ -108,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2023-11-13T15:37:10.158602643Z", @@ -121,7 +114,7 @@ "output_type": "stream", "text": [ "Please note that `empty_sequence` uses the KL divergence with Barnes-Hut approximation (angle=0.5) by default.\n", - "config: {'learning_rate_ex': 0.8333333333333334, 'learning_rate_main': 0.8333333333333334, 'exaggeration': 12, 'exaggeration_its': 250, 'gradientDescent_its': 750, 'vanilla': False, 'momentum_ex': 0.5, 'momentum': 0.8, 'exact': False, 'area_split': False, 'n_iter_check': 10, 'size_tol': 0.999}\n" + "config: {'learning_rate_ex': 0.8333333333333334, 'learning_rate_main': 0.8333333333333334, 'exaggeration': 12, 'exaggeration_its': 250, 'gradientDescent_its': 750, 'vanilla': False, 'momentum_ex': 0.5, 'momentum': 0.8, 'exact': False, 'area_split': False, 'n_iter_check': 10, 'size_tol': 0.999, 'grad_scale_fix': False, 'grad_fix': True}\n" ] } ], @@ -131,6 +124,11 @@ "ex_iterations = 250 # The embedder is to execute 250 iterations of early exaggeration, ...\n", "main_iterations = 750 # ... followed by 750 iterations of non-exaggerated gradient descent.\n", "\n", + "# Parameters to set whether to use the scale_fix (inverse metric tensor factor in the gradient descent update step computation)\n", + "# or the correct_grad (the correct gradient formulation where an extra d^H_{ij} factor is added to the gradient computation)\n", + "scale_fix = False\n", + "correct_grad = True\n", + "\n", "opt_config = dict(\n", " learning_rate_ex=learning_rate, # learning rate during exaggeration\n", " learning_rate_main=learning_rate, # learning rate main optimization \n", @@ -143,7 +141,9 @@ " exact=False, # To use the quad tree for acceleration (like Barnes-Hut in the Euclidean setting) or to evaluate the gradient exactly\n", " area_split=False, # To build or not build the polar quad tree based on equal area splitting or - alternatively - on equal length splitting\n", " n_iter_check=10, # Needed for early stopping criterion\n", - " size_tol=0.999 # Size of the embedding to be used as early stopping criterion\n", + " size_tol=0.999, # Size of the embedding to be used as early stopping criterion\n", + " grad_scale_fix=scale_fix, # Use the inverse metric tensor factor in gradient computation \n", + " grad_fix=correct_grad\n", ")\n", "\n", "opt_params = SequentialOptimizer.sequence_poincare(**opt_config)\n", @@ -180,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 72, "metadata": { "ExecuteTime": { "end_time": "2023-11-13T15:37:39.820114839Z", @@ -201,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 73, "metadata": { "ExecuteTime": { "end_time": "2023-11-13T15:38:18.116323976Z", @@ -223,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 74, "metadata": { "ExecuteTime": { "end_time": "2023-11-13T15:40:06.268727695Z", @@ -245,7 +245,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Gradient Descent error: 97.24348 grad_norm: 6.52115e-01: 100%|██████████| 250/250 [00:30<00:00, 8.25it/s]\n" + "Gradient Descent error: 89.50411 grad_norm: 4.25872e-03: 100%|██████████| 250/250 [00:20<00:00, 11.93it/s]\n" ] }, { @@ -260,7 +260,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Gradient Descent error: 4.04533 grad_norm: 1.99173e+05: 39%|███▊ | 289/750 [00:37<00:59, 7.69it/s]" + "Gradient Descent error: 4.26833 grad_norm: 3.17804e+01: 8%|▊ | 59/750 [00:06<01:11, 9.71it/s]" ] }, { @@ -298,7 +298,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 75, "metadata": { "ExecuteTime": { "end_time": "2023-11-13T15:43:29.644001757Z", @@ -308,8 +308,10 @@ "outputs": [ { "data": { - "text/plain": "
", - "image/png": "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" + "image/png": "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", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -320,12 +322,12 @@ "if not os.path.exists(\"results\"):\n", " os.mkdir(\"results\")\n", "fig = plot_poincare(hyperbolicEmbedding, dataLabels)\n", - "fig.savefig(f\"results/{dataset.name}.png\")" + "fig.savefig(f\"results/{dataset.name}_scale_fix:{scale_fix}_correct_grad:{correct_grad}.png\")" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 76, "metadata": { "ExecuteTime": { "end_time": "2023-11-13T15:49:11.530204393Z", @@ -337,67 +339,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "Animation being saved to: results/MNIST_ani.mp4\n" + "Animation being saved to: results/MNIST_ani.gif\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "\n", - "Animating: 0%| | 0/54 [00:00 Date: Tue, 28 Jan 2025 12:32:51 +0100 Subject: [PATCH 2/2] removed grad_fix related code --- example_basic_usage.ipynb | 11 +++++------ hyperbolicTSNE/cost_functions_.py | 4 ++-- 2 files changed, 7 insertions(+), 8 deletions(-) diff --git a/example_basic_usage.ipynb b/example_basic_usage.ipynb index 67f4a1e..8eaff84 100644 --- a/example_basic_usage.ipynb +++ b/example_basic_usage.ipynb @@ -124,10 +124,9 @@ "ex_iterations = 250 # The embedder is to execute 250 iterations of early exaggeration, ...\n", "main_iterations = 750 # ... followed by 750 iterations of non-exaggerated gradient descent.\n", "\n", - "# Parameters to set whether to use the scale_fix (inverse metric tensor factor in the gradient descent update step computation)\n", - "# or the correct_grad (the correct gradient formulation where an extra d^H_{ij} factor is added to the gradient computation)\n", - "scale_fix = False\n", - "correct_grad = True\n", + "# Parameters to set whether to use the scale_fix \n", + "# (inverse metric tensor factor in the gradient descent update step computation)\n", + "scale_fix = True\n", "\n", "opt_config = dict(\n", " learning_rate_ex=learning_rate, # learning rate during exaggeration\n", @@ -143,7 +142,7 @@ " n_iter_check=10, # Needed for early stopping criterion\n", " size_tol=0.999, # Size of the embedding to be used as early stopping criterion\n", " grad_scale_fix=scale_fix, # Use the inverse metric tensor factor in gradient computation \n", - " grad_fix=correct_grad\n", + " grad_fix=False\n", ")\n", "\n", "opt_params = SequentialOptimizer.sequence_poincare(**opt_config)\n", @@ -322,7 +321,7 @@ "if not os.path.exists(\"results\"):\n", " os.mkdir(\"results\")\n", "fig = plot_poincare(hyperbolicEmbedding, dataLabels)\n", - "fig.savefig(f\"results/{dataset.name}_scale_fix:{scale_fix}_correct_grad:{correct_grad}.png\")" + "fig.savefig(f\"results/{dataset.name}_scale_fix:{scale_fix}_correct_grad:{False}.png\")" ] }, { diff --git a/hyperbolicTSNE/cost_functions_.py b/hyperbolicTSNE/cost_functions_.py index 085ec7f..fd8e03d 100644 --- a/hyperbolicTSNE/cost_functions_.py +++ b/hyperbolicTSNE/cost_functions_.py @@ -110,7 +110,7 @@ def exact_tsne(cls): "skip_num_points": 0, "num_threads": _openmp_effective_n_threads(), "verbose": False, - "grad_fix": True, # tells the cost function calculation to use the correct gradient + "grad_fix": False, # tells the cost function calculation to use the correct gradient } } @@ -135,7 +135,7 @@ def bh_tsne(cls, angle=0.5): "degrees_of_freedom": 1, "num_threads": _openmp_effective_n_threads(), "verbose": False, - "grad_fix": True, # tells the cost function calculation to use the correct gradient + "grad_fix": False, # tells the cost function calculation to use the correct gradient } }