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[ImgBot] Optimize images #1

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@imgbot imgbot bot commented Jan 15, 2022

Beep boop. Your images are optimized!

Your image file size has been reduced by 23% 🎉

Details
File Before After Percent reduction
/site/en/tutorials/reinforcement_learning/images/cartpole-v0.gif 56.82kb 9.92kb 82.54%
/site/en/guide/images/sparse_tensor.png 24.79kb 5.93kb 76.07%
/site/en/guide/images/tf_slicing/slice_1d_2.png 18.03kb 5.01kb 72.20%
/site/en/guide/images/tf_slicing/slice_1d_1.png 18.13kb 5.08kb 71.98%
/site/en/guide/images/tf_profiler/memory_breakdown_table.png 140.58kb 44.55kb 68.31%
/site/en/guide/images/tf_profiler/tf_data_graph_selector.png 21.40kb 7.15kb 66.60%
/site/en/guide/images/gpu_perf_analysis/gpu_kernels.png 109.76kb 41.71kb 62.00%
/site/en/guide/images/tf_profiler/tf_data_all_hosts.png 62.83kb 26.37kb 58.03%
/site/en/guide/images/graph_optimization/user_defined_graph.png 23.53kb 10.11kb 57.05%
/site/en/guide/images/new_type_promotion/type_promotion_lattice.png 84.50kb 36.63kb 56.65%
/site/en/guide/images/tf_slicing/slice_2d_1.png 48.67kb 21.19kb 56.47%
/site/en/guide/images/data_performance_analysis/trace_viewer.png 546.40kb 252.37kb 53.81%
/site/en/guide/images/tf_slicing/slice_1d_3.png 18.89kb 8.92kb 52.79%
/site/en/tutorials/generative/images/intro_autoencoder_result.png 101.86kb 49.73kb 51.17%
/site/en/tutorials/generative/images/image_denoise_fmnist_results.png 144.95kb 72.06kb 50.29%
/site/en/guide/images/tf_slicing/gather_1.png 51.96kb 26.60kb 48.80%
/site/en/guide/images/tf_slicing/gather_2.png 57.16kb 29.27kb 48.80%
/site/en/guide/images/tf_slicing/gather_nd_sparse.png 100.48kb 52.77kb 47.48%
/site/en/guide/images/tf_profiler/overview_page.png 313.19kb 179.95kb 42.54%
/site/en/guide/images/tf_profiler/tf_data_graph.png 258.23kb 150.24kb 41.82%
/site/en/guide/images/tf_profiler/input_op_stats.png 240.21kb 146.41kb 39.05%
/site/en/guide/images/tf_profiler/python_tracer.png 260.73kb 160.44kb 38.47%
/site/en/guide/images/data_performance_analysis/get_next_slow.png 445.48kb 275.77kb 38.09%
/site/en/hub/images/spice_color.png 261.35kb 162.23kb 37.93%
/site/en/guide/images/tensorboard_graph.png 253.15kb 159.51kb 36.99%
/site/en/guide/images/tf_profiler/tf_data_summary.png 175.16kb 113.22kb 35.36%
/site/en/guide/images/tf_profiler/memory_timeline_graph.png 213.81kb 138.71kb 35.13%
/site/en/guide/images/data_performance_analysis/async_long_name.png 282.09kb 186.61kb 33.85%
/site/en/hub/images/text_video.gif 1,209.21kb 806.36kb 33.31%
/site/en/tutorials/customization/images/full_network_penguin.png 117.00kb 78.07kb 33.27%
/site/en/tutorials/structured_data/images/raw_window_24h.png 9.08kb 6.07kb 33.14%
/site/en/guide/images/data_performance_analysis/prefetch.png 315.06kb 211.40kb 32.90%
/site/en/guide/images/tf_profiler/trace_viewer.png 212.31kb 142.99kb 32.65%
/site/en/guide/images/data_performance_analysis/get_next_fast.png 342.87kb 231.43kb 32.50%
/site/en/guide/images/data_performance_analysis/map_long_name.png 206.89kb 139.71kb 32.47%
/site/en/guide/migrate/images/tensorboard_TF1.png 104.27kb 70.73kb 32.17%
/site/en/hub/images/image_classification.png 246.05kb 168.27kb 31.61%
/site/en/guide/migrate/images/tensorboard_TF2.png 105.34kb 73.13kb 30.58%
/site/en/guide/images/gpu_perf_analysis/input_pipeline_analyzer.png 230.79kb 160.71kb 30.37%
/site/en/guide/images/tf_profiler/input_pipeline_analyzer.png 235.73kb 164.39kb 30.26%
/site/en/tutorials/structured_data/images/raw_window_1h.png 7.36kb 5.15kb 29.96%
/site/en/hub/images/similarity.png 53.63kb 37.63kb 29.84%
/site/en/tutorials/structured_data/images/raw_window.png 7.38kb 5.19kb 29.64%
/site/en/guide/images/tensor/ragged.png 3.96kb 2.84kb 28.39%
/site/en/guide/images/tf_profiler/tf_stats.png 260.42kb 187.65kb 27.95%
/site/en/tutorials/distribute/images/tensorboard_distributed_training_with_keras.png 108.65kb 78.68kb 27.59%
/site/en/tutorials/images/images/tensorboard_transfer_learning_with_hub.png 120.86kb 87.56kb 27.55%
/site/en/tutorials/quickstart/images/beginner/run_cell_icon.png 11.17kb 8.11kb 27.47%
/site/en/hub/images/super_resolution.png 944.21kb 696.15kb 26.27%
/site/en/guide/images/gpu_perf_analysis/traceview_kernel_gaps.png 20.83kb 15.42kb 25.97%
/site/en/tutorials/generative/images/gan_diagram.png 61.78kb 46.71kb 24.40%
/site/en/tutorials/understanding/images/sngp.png 46.06kb 35.33kb 23.30%
/site/en/tutorials/customization/images/penguins_ds_species.png 1,224.00kb 938.98kb 23.29%
/site/en/tutorials/structured_data/images/residual.png 4.94kb 3.81kb 22.91%
/site/en/tutorials/structured_data/images/narrow_window.png 4.42kb 3.40kb 22.89%
/site/en/guide/images/tf_profiler/memory_timeline_graph_popup.png 291.31kb 228.08kb 21.71%
/site/en/guide/images/tf_profiler/capture_profile.png 34.50kb 27.05kb 21.59%
/site/en/guide/images/gpu_perf_analysis/traceview_host_contention.png 24.33kb 19.12kb 21.39%
/site/en/guide/images/graph_optimization/optimized_graph.png 17.20kb 13.59kb 20.96%
/site/en/guide/images/tensor/matrix.png 2.77kb 2.24kb 19.37%
/site/en/guide/images/new_type_promotion/type_promotion_table.png 280.72kb 227.01kb 19.13%
/site/en/tutorials/structured_data/images/baseline.png 3.60kb 2.91kb 19.07%
/site/en/tutorials/generative/images/gan2.png 213.35kb 172.77kb 19.02%
/site/en/guide/images/gpu_perf_analysis/traceview_gpu_idle.png 56.47kb 46.01kb 18.53%
/site/en/guide/images/data_performance_analysis/example_1_cropped.png 101.54kb 82.74kb 18.51%
/site/en/guide/images/data_performance_analysis/example_2_cropped.png 101.62kb 83.66kb 17.68%
/site/en/guide/images/tensor/sparse.png 1.98kb 1.63kb 17.46%
/site/en/tutorials/generative/images/cycle_loss.png 31.24kb 25.80kb 17.41%
/site/en/guide/images/tf_profiler/gpu_kernel_stats.png 227.01kb 188.05kb 17.16%
/site/en/hub/images/boundless.png 489.86kb 405.81kb 17.16%
/site/en/guide/images/graph_optimization/meta_optimizer_enabled.png 18.03kb 15.09kb 16.26%
/site/en/guide/images/tensor/3-axis_block.png 3.97kb 3.34kb 16.00%
/site/en/tutorials/generative/images/cyclegan_model.png 9.86kb 8.33kb 15.51%
/site/en/tutorials/generative/images/gan1.png 195.62kb 165.46kb 15.42%
/site/en/r1/tutorials/images/images/fine_tuning.png 47.09kb 39.88kb 15.30%
/site/en/tutorials/images/images/fine_tuning.png 47.09kb 39.88kb 15.30%
/site/en/tutorials/generative/images/adversarial_example.png 179.31kb 152.19kb 15.12%
/site/en/tutorials/generative/images/cvae_latent_space.jpg 113.92kb 97.97kb 13.99%
/site/en/guide/images/gpu_perf_analysis/traceview_ideal.png 100.73kb 87.08kb 13.55%
/site/en/guide/images/tensor/reshape-bad4.png 9.26kb 8.01kb 13.54%
/site/en/tutorials/generative/images/kadinsky-turtle.png 488.25kb 422.22kb 13.52%
/site/en/guide/images/data_performance/parallel_map.svg 39.91kb 34.61kb 13.27%
/site/en/guide/images/data_performance/naive.svg 35.04kb 30.40kb 13.23%
/site/en/guide/images/gpu_perf_analysis/tensorflow_stats_page.png 69.34kb 60.21kb 13.18%
/site/en/guide/images/data_performance/cached_dataset.svg 41.90kb 36.41kb 13.10%
/site/en/guide/images/data_performance/prefetched.svg 35.90kb 31.21kb 13.09%
/site/en/guide/images/data_performance/sequential_map.svg 42.31kb 36.85kb 12.89%
/site/en/guide/images/data_performance/parallel_interleave.svg 39.64kb 34.61kb 12.69%
/site/en/tutorials/images/images/before_fine_tuning.png 35.19kb 30.78kb 12.53%
/site/en/r1/tutorials/images/images/before_fine_tuning.png 35.19kb 30.78kb 12.53%
/site/en/guide/images/gpu_perf_analysis/traceview_multi_gpu.png 139.03kb 121.87kb 12.35%
/site/en/guide/images/tf_profiler/pod_viewer.png 73.51kb 64.45kb 12.33%
/site/en/guide/images/data_performance/sequential_interleave.svg 41.54kb 36.43kb 12.29%
/site/en/hub/images/gan_faces.gif 720.86kb 636.24kb 11.74%
/site/en/guide/images/tensor/strings.png 3.74kb 3.31kb 11.45%
/site/en/guide/images/data_performance/vectorized_map.svg 87.16kb 78.09kb 10.40%
/site/en/guide/images/tensor/shape.png 2.86kb 2.58kb 9.80%
/site/en/guide/images/data_performance/scalar_map.svg 109.51kb 99.13kb 9.48%
/site/en/guide/images/tf_profiler/memory_profile_summary.png 178.78kb 162.21kb 9.27%
/site/en/guide/images/gpu_perf_analysis/opp_placement.png 9.35kb 8.49kb 9.21%
/site/en/guide/images/gpu_perf_analysis/overview_page.png 236.18kb 214.75kb 9.07%
/site/en/guide/images/graph_optimization/meta_optimizer_disabled.png 21.12kb 19.42kb 8.04%
/site/en/tutorials/generative/images/kadinsky.jpg 61.58kb 56.90kb 7.59%
/site/en/guide/images/tensor/index2.png 2.37kb 2.19kb 7.49%
/site/en/guide/images/gpu_perf_analysis/performance_summary.png 77.27kb 71.85kb 7.01%
/site/en/hub/images/odml.png 109.26kb 102.13kb 6.53%
/site/en/guide/images/gpu_perf_analysis/traceview_step_gaps.png 34.57kb 32.38kb 6.31%
/site/en/tutorials/generative/images/Green_Sea_Turtle_grazing_seagrass.jpg 28.36kb 26.78kb 5.57%
/site/en/tutorials/load_data/images/csv/Titanic.jpg 158.50kb 150.50kb 5.05%
/site/en/hub/images/bit_blog.jpg 168.86kb 163.48kb 3.19%
/site/en/tutorials/load_data/images/csv/traffic.jpg 91.21kb 89.04kb 2.38%
/site/en/guide/images/gpu_perf_analysis/traceview_excessive_copy.png 32.31kb 31.80kb 1.60%
/site/en/tutorials/generative/images/dogception.png 496.02kb 488.47kb 1.52%
/site/en/tutorials/interpretability/images/IG_fireboat.png 247.28kb 244.37kb 1.18%
/site/en/tutorials/generative/images/horse2zebra_2.png 325.19kb 322.99kb 0.68%
/site/en/tutorials/generative/images/horse2zebra_1.png 350.44kb 348.11kb 0.67%
/site/en/hub/images/colab_logo.svg 0.82kb 0.82kb 0.36%
/site/en/hub/images/stackoverflow_icon.svg 0.71kb 0.71kb 0.14%
/site/en/hub/images/github_icon.svg 1.12kb 1.12kb 0.09%
/site/en/hub/images/action_recognition.gif 1,892.37kb 1,891.62kb 0.04%
Total : 19,715.31kb 15,148.33kb 23.16%

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Theo13111 pushed a commit that referenced this pull request Feb 6, 2022
Suggesting that the "mnist.py" file be renamed to something else like "mnist_setup.py" since the resulting "import mnist" is confusingly in conflict with the mnist package. This threw me off until I re-read the instructions, since I had placed the code in one file which resulted in errors executing mnist.mnist_dataset and mnist.build_and_compile_cnn_model.
Theo13111 pushed a commit that referenced this pull request Jan 21, 2024
Theo13111 pushed a commit that referenced this pull request Nov 12, 2024
Fix serialize_example() example description
Theo13111 pushed a commit that referenced this pull request Nov 12, 2024
…nitialepoch

Update transfer_learning.ipynb  - fix initial_epoch for fine tuning
*Total -- 19,715.31kb -> 15,148.33kb (23.16%)

/site/en/tutorials/reinforcement_learning/images/cartpole-v0.gif -- 56.82kb -> 9.92kb (82.54%)
/site/en/guide/images/sparse_tensor.png -- 24.79kb -> 5.93kb (76.07%)
/site/en/guide/images/tf_slicing/slice_1d_2.png -- 18.03kb -> 5.01kb (72.2%)
/site/en/guide/images/tf_slicing/slice_1d_1.png -- 18.13kb -> 5.08kb (71.98%)
/site/en/guide/images/tf_profiler/memory_breakdown_table.png -- 140.58kb -> 44.55kb (68.31%)
/site/en/guide/images/tf_profiler/tf_data_graph_selector.png -- 21.40kb -> 7.15kb (66.6%)
/site/en/guide/images/gpu_perf_analysis/gpu_kernels.png -- 109.76kb -> 41.71kb (62%)
/site/en/guide/images/tf_profiler/tf_data_all_hosts.png -- 62.83kb -> 26.37kb (58.03%)
/site/en/guide/images/graph_optimization/user_defined_graph.png -- 23.53kb -> 10.11kb (57.05%)
/site/en/guide/images/new_type_promotion/type_promotion_lattice.png -- 84.50kb -> 36.63kb (56.65%)
/site/en/guide/images/tf_slicing/slice_2d_1.png -- 48.67kb -> 21.19kb (56.47%)
/site/en/guide/images/data_performance_analysis/trace_viewer.png -- 546.40kb -> 252.37kb (53.81%)
/site/en/guide/images/tf_slicing/slice_1d_3.png -- 18.89kb -> 8.92kb (52.79%)
/site/en/tutorials/generative/images/intro_autoencoder_result.png -- 101.86kb -> 49.73kb (51.17%)
/site/en/tutorials/generative/images/image_denoise_fmnist_results.png -- 144.95kb -> 72.06kb (50.29%)
/site/en/guide/images/tf_slicing/gather_1.png -- 51.96kb -> 26.60kb (48.8%)
/site/en/guide/images/tf_slicing/gather_2.png -- 57.16kb -> 29.27kb (48.8%)
/site/en/guide/images/tf_slicing/gather_nd_sparse.png -- 100.48kb -> 52.77kb (47.48%)
/site/en/guide/images/tf_profiler/overview_page.png -- 313.19kb -> 179.95kb (42.54%)
/site/en/guide/images/tf_profiler/tf_data_graph.png -- 258.23kb -> 150.24kb (41.82%)
/site/en/guide/images/tf_profiler/input_op_stats.png -- 240.21kb -> 146.41kb (39.05%)
/site/en/guide/images/tf_profiler/python_tracer.png -- 260.73kb -> 160.44kb (38.47%)
/site/en/guide/images/data_performance_analysis/get_next_slow.png -- 445.48kb -> 275.77kb (38.09%)
/site/en/hub/images/spice_color.png -- 261.35kb -> 162.23kb (37.93%)
/site/en/guide/images/tensorboard_graph.png -- 253.15kb -> 159.51kb (36.99%)
/site/en/guide/images/tf_profiler/tf_data_summary.png -- 175.16kb -> 113.22kb (35.36%)
/site/en/guide/images/tf_profiler/memory_timeline_graph.png -- 213.81kb -> 138.71kb (35.13%)
/site/en/guide/images/data_performance_analysis/async_long_name.png -- 282.09kb -> 186.61kb (33.85%)
/site/en/hub/images/text_video.gif -- 1,209.21kb -> 806.36kb (33.31%)
/site/en/tutorials/customization/images/full_network_penguin.png -- 117.00kb -> 78.07kb (33.27%)
/site/en/tutorials/structured_data/images/raw_window_24h.png -- 9.08kb -> 6.07kb (33.14%)
/site/en/guide/images/data_performance_analysis/prefetch.png -- 315.06kb -> 211.40kb (32.9%)
/site/en/guide/images/tf_profiler/trace_viewer.png -- 212.31kb -> 142.99kb (32.65%)
/site/en/guide/images/data_performance_analysis/get_next_fast.png -- 342.87kb -> 231.43kb (32.5%)
/site/en/guide/images/data_performance_analysis/map_long_name.png -- 206.89kb -> 139.71kb (32.47%)
/site/en/guide/migrate/images/tensorboard_TF1.png -- 104.27kb -> 70.73kb (32.17%)
/site/en/hub/images/image_classification.png -- 246.05kb -> 168.27kb (31.61%)
/site/en/guide/migrate/images/tensorboard_TF2.png -- 105.34kb -> 73.13kb (30.58%)
/site/en/guide/images/gpu_perf_analysis/input_pipeline_analyzer.png -- 230.79kb -> 160.71kb (30.37%)
/site/en/guide/images/tf_profiler/input_pipeline_analyzer.png -- 235.73kb -> 164.39kb (30.26%)
/site/en/tutorials/structured_data/images/raw_window_1h.png -- 7.36kb -> 5.15kb (29.96%)
/site/en/hub/images/similarity.png -- 53.63kb -> 37.63kb (29.84%)
/site/en/tutorials/structured_data/images/raw_window.png -- 7.38kb -> 5.19kb (29.64%)
/site/en/guide/images/tensor/ragged.png -- 3.96kb -> 2.84kb (28.39%)
/site/en/guide/images/tf_profiler/tf_stats.png -- 260.42kb -> 187.65kb (27.95%)
/site/en/tutorials/distribute/images/tensorboard_distributed_training_with_keras.png -- 108.65kb -> 78.68kb (27.59%)
/site/en/tutorials/images/images/tensorboard_transfer_learning_with_hub.png -- 120.86kb -> 87.56kb (27.55%)
/site/en/tutorials/quickstart/images/beginner/run_cell_icon.png -- 11.17kb -> 8.11kb (27.47%)
/site/en/hub/images/super_resolution.png -- 944.21kb -> 696.15kb (26.27%)
/site/en/guide/images/gpu_perf_analysis/traceview_kernel_gaps.png -- 20.83kb -> 15.42kb (25.97%)
/site/en/tutorials/generative/images/gan_diagram.png -- 61.78kb -> 46.71kb (24.4%)
/site/en/tutorials/understanding/images/sngp.png -- 46.06kb -> 35.33kb (23.3%)
/site/en/tutorials/customization/images/penguins_ds_species.png -- 1,224.00kb -> 938.98kb (23.29%)
/site/en/tutorials/structured_data/images/residual.png -- 4.94kb -> 3.81kb (22.91%)
/site/en/tutorials/structured_data/images/narrow_window.png -- 4.42kb -> 3.40kb (22.89%)
/site/en/guide/images/tf_profiler/memory_timeline_graph_popup.png -- 291.31kb -> 228.08kb (21.71%)
/site/en/guide/images/tf_profiler/capture_profile.png -- 34.50kb -> 27.05kb (21.59%)
/site/en/guide/images/gpu_perf_analysis/traceview_host_contention.png -- 24.33kb -> 19.12kb (21.39%)
/site/en/guide/images/graph_optimization/optimized_graph.png -- 17.20kb -> 13.59kb (20.96%)
/site/en/guide/images/tensor/matrix.png -- 2.77kb -> 2.24kb (19.37%)
/site/en/guide/images/new_type_promotion/type_promotion_table.png -- 280.72kb -> 227.01kb (19.13%)
/site/en/tutorials/structured_data/images/baseline.png -- 3.60kb -> 2.91kb (19.07%)
/site/en/tutorials/generative/images/gan2.png -- 213.35kb -> 172.77kb (19.02%)
/site/en/guide/images/gpu_perf_analysis/traceview_gpu_idle.png -- 56.47kb -> 46.01kb (18.53%)
/site/en/guide/images/data_performance_analysis/example_1_cropped.png -- 101.54kb -> 82.74kb (18.51%)
/site/en/guide/images/data_performance_analysis/example_2_cropped.png -- 101.62kb -> 83.66kb (17.68%)
/site/en/guide/images/tensor/sparse.png -- 1.98kb -> 1.63kb (17.46%)
/site/en/tutorials/generative/images/cycle_loss.png -- 31.24kb -> 25.80kb (17.41%)
/site/en/guide/images/tf_profiler/gpu_kernel_stats.png -- 227.01kb -> 188.05kb (17.16%)
/site/en/hub/images/boundless.png -- 489.86kb -> 405.81kb (17.16%)
/site/en/guide/images/graph_optimization/meta_optimizer_enabled.png -- 18.03kb -> 15.09kb (16.26%)
/site/en/guide/images/tensor/3-axis_block.png -- 3.97kb -> 3.34kb (16%)
/site/en/tutorials/generative/images/cyclegan_model.png -- 9.86kb -> 8.33kb (15.51%)
/site/en/tutorials/generative/images/gan1.png -- 195.62kb -> 165.46kb (15.42%)
/site/en/r1/tutorials/images/images/fine_tuning.png -- 47.09kb -> 39.88kb (15.3%)
/site/en/tutorials/images/images/fine_tuning.png -- 47.09kb -> 39.88kb (15.3%)
/site/en/tutorials/generative/images/adversarial_example.png -- 179.31kb -> 152.19kb (15.12%)
/site/en/tutorials/generative/images/cvae_latent_space.jpg -- 113.92kb -> 97.97kb (13.99%)
/site/en/guide/images/gpu_perf_analysis/traceview_ideal.png -- 100.73kb -> 87.08kb (13.55%)
/site/en/guide/images/tensor/reshape-bad4.png -- 9.26kb -> 8.01kb (13.54%)
/site/en/tutorials/generative/images/kadinsky-turtle.png -- 488.25kb -> 422.22kb (13.52%)
/site/en/guide/images/data_performance/parallel_map.svg -- 39.91kb -> 34.61kb (13.27%)
/site/en/guide/images/data_performance/naive.svg -- 35.04kb -> 30.40kb (13.23%)
/site/en/guide/images/gpu_perf_analysis/tensorflow_stats_page.png -- 69.34kb -> 60.21kb (13.18%)
/site/en/guide/images/data_performance/cached_dataset.svg -- 41.90kb -> 36.41kb (13.1%)
/site/en/guide/images/data_performance/prefetched.svg -- 35.90kb -> 31.21kb (13.09%)
/site/en/guide/images/data_performance/sequential_map.svg -- 42.31kb -> 36.85kb (12.89%)
/site/en/guide/images/data_performance/parallel_interleave.svg -- 39.64kb -> 34.61kb (12.69%)
/site/en/tutorials/images/images/before_fine_tuning.png -- 35.19kb -> 30.78kb (12.53%)
/site/en/r1/tutorials/images/images/before_fine_tuning.png -- 35.19kb -> 30.78kb (12.53%)
/site/en/guide/images/gpu_perf_analysis/traceview_multi_gpu.png -- 139.03kb -> 121.87kb (12.35%)
/site/en/guide/images/tf_profiler/pod_viewer.png -- 73.51kb -> 64.45kb (12.33%)
/site/en/guide/images/data_performance/sequential_interleave.svg -- 41.54kb -> 36.43kb (12.29%)
/site/en/hub/images/gan_faces.gif -- 720.86kb -> 636.24kb (11.74%)
/site/en/guide/images/tensor/strings.png -- 3.74kb -> 3.31kb (11.45%)
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Signed-off-by: ImgBotApp <[email protected]>
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