commit 4cdae5d45dfb652479e5e61e700d8975d9b31e84 parent a0aadfab646133808bf200df2eaa53b9c6107739 Author: MTRNord <mtrnord1@gmail.com> Date: Sun, 25 Sep 2022 02:19:31 +0200 Try smaller max_length and remove checkpoints Diffstat:
409 files changed, 50 insertions(+), 44 deletions(-)
diff --git a/.gitignore b/.gitignore @@ -0,0 +1 @@ +./training_checkpoints +\ No newline at end of file diff --git a/logs/scalars/20220925-021300/train/events.out.tfevents.1664064781.DESKTOP-GS9C68O.1913.0.v2 b/logs/scalars/20220925-021300/train/events.out.tfevents.1664064781.DESKTOP-GS9C68O.1913.0.v2 Binary files differ. diff --git a/logs/scalars/20220925-021300/validation/events.out.tfevents.1664064783.DESKTOP-GS9C68O.1913.1.v2 b/logs/scalars/20220925-021300/validation/events.out.tfevents.1664064783.DESKTOP-GS9C68O.1913.1.v2 Binary files differ. diff --git a/models/spam_keras_1664065030.5260375/keras_metadata.pb b/models/spam_keras_1664065030.5260375/keras_metadata.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e5569033e37d964172dadd5c83bd03f35d43b710e2e3479b6fe1278b6e4c06df +size 12489 diff --git a/models/spam_keras_1664065030.5260375/saved_model.pb b/models/spam_keras_1664065030.5260375/saved_model.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c05b7a78fd1b5c3b1f0a8fc21a7af1d2cd899c866091556d6bf914780545aba0 +size 143705 diff --git a/models/spam_keras_1664065030.5260375/variables/variables.data-00000-of-00001 b/models/spam_keras_1664065030.5260375/variables/variables.data-00000-of-00001 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:52d64934d717e1ec73d4ebe4e2f2e882953a9f6bc9e91bec8492164315e096ae +size 124444 diff --git a/models/spam_keras_1664065030.5260375/variables/variables.index b/models/spam_keras_1664065030.5260375/variables/variables.index @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:14be61f8599f90146fbfc0297d1e097bcd6fdffabe5ef078c9d4a0815ce58c4b +size 1636 diff --git a/spam-keras.ipynb b/spam-keras.ipynb @@ -17,12 +17,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "2022-09-25 02:08:00.750536: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", + "2022-09-25 02:12:57.754830: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", - "2022-09-25 02:08:00.910339: E tensorflow/stream_executor/cuda/cuda_blas.cc:2981] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", - "2022-09-25 02:08:01.476857: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory\n", - "2022-09-25 02:08:01.476965: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory\n", - "2022-09-25 02:08:01.476972: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n" + "2022-09-25 02:12:57.911046: E tensorflow/stream_executor/cuda/cuda_blas.cc:2981] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", + "2022-09-25 02:12:58.471798: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory\n", + "2022-09-25 02:12:58.471922: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory\n", + "2022-09-25 02:12:58.471930: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n" ] } ], @@ -85,7 +85,7 @@ "source": [ "vocab_size = 600\n", "embedding_dim = 16\n", - "max_length = 100\n", + "max_length = 70\n", "trunc_type = 'post'\n", "padding_type = 'post'\n", "oov_tok = \"<OOV>\"\n", @@ -115,14 +115,6 @@ "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-09-25 02:08:02.693840: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:966] could not open file to read NUMA node: /sys/bus/pci/devices/0000:09:00.0/numa_node\n", - "Your kernel may have been built without NUMA support.\n" - ] - }, - { "name": "stdout", "output_type": "stream", "text": [ @@ -130,9 +122,9 @@ "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", - " embedding (Embedding) (None, 100, 16) 9600 \n", + " embedding (Embedding) (None, 70, 16) 9600 \n", " \n", - " dropout (Dropout) (None, 100, 16) 0 \n", + " dropout (Dropout) (None, 70, 16) 0 \n", " \n", " global_average_pooling1d (G (None, 16) 0 \n", " lobalAveragePooling1D) \n", @@ -156,26 +148,28 @@ "name": "stderr", "output_type": "stream", "text": [ - "2022-09-25 02:08:02.722523: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:966] could not open file to read NUMA node: /sys/bus/pci/devices/0000:09:00.0/numa_node\n", + "2022-09-25 02:12:59.779036: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:966] could not open file to read NUMA node: /sys/bus/pci/devices/0000:09:00.0/numa_node\n", + "Your kernel may have been built without NUMA support.\n", + "2022-09-25 02:12:59.820332: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:966] could not open file to read NUMA node: /sys/bus/pci/devices/0000:09:00.0/numa_node\n", "Your kernel may have been built without NUMA support.\n", - "2022-09-25 02:08:02.722576: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:966] could not open file to read NUMA node: /sys/bus/pci/devices/0000:09:00.0/numa_node\n", + "2022-09-25 02:12:59.820421: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:966] could not open file to read NUMA node: /sys/bus/pci/devices/0000:09:00.0/numa_node\n", "Your kernel may have been built without NUMA support.\n", - "2022-09-25 02:08:02.723826: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", + "2022-09-25 02:12:59.821746: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", - "2022-09-25 02:08:02.724230: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:966] could not open file to read NUMA node: /sys/bus/pci/devices/0000:09:00.0/numa_node\n", + "2022-09-25 02:12:59.823061: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:966] could not open file to read NUMA node: /sys/bus/pci/devices/0000:09:00.0/numa_node\n", "Your kernel may have been built without NUMA support.\n", - "2022-09-25 02:08:02.724278: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:966] could not open file to read NUMA node: /sys/bus/pci/devices/0000:09:00.0/numa_node\n", + "2022-09-25 02:12:59.823218: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:966] could not open file to read NUMA node: /sys/bus/pci/devices/0000:09:00.0/numa_node\n", "Your kernel may have been built without NUMA support.\n", - "2022-09-25 02:08:02.724328: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:966] could not open file to read NUMA node: /sys/bus/pci/devices/0000:09:00.0/numa_node\n", + "2022-09-25 02:12:59.823453: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:966] could not open file to read NUMA node: /sys/bus/pci/devices/0000:09:00.0/numa_node\n", "Your kernel may have been built without NUMA support.\n", - "2022-09-25 02:08:03.262801: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:966] could not open file to read NUMA node: /sys/bus/pci/devices/0000:09:00.0/numa_node\n", + "2022-09-25 02:13:00.488835: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:966] could not open file to read NUMA node: /sys/bus/pci/devices/0000:09:00.0/numa_node\n", "Your kernel may have been built without NUMA support.\n", - "2022-09-25 02:08:03.262875: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:966] could not open file to read NUMA node: /sys/bus/pci/devices/0000:09:00.0/numa_node\n", + "2022-09-25 02:13:00.488922: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:966] could not open file to read NUMA node: /sys/bus/pci/devices/0000:09:00.0/numa_node\n", "Your kernel may have been built without NUMA support.\n", - "2022-09-25 02:08:03.262883: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1700] Could not identify NUMA node of platform GPU id 0, defaulting to 0. Your kernel may not have been built with NUMA support.\n", - "2022-09-25 02:08:03.262934: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:966] could not open file to read NUMA node: /sys/bus/pci/devices/0000:09:00.0/numa_node\n", + "2022-09-25 02:13:00.488929: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1700] Could not identify NUMA node of platform GPU id 0, defaulting to 0. Your kernel may not have been built with NUMA support.\n", + "2022-09-25 02:13:00.488992: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:966] could not open file to read NUMA node: /sys/bus/pci/devices/0000:09:00.0/numa_node\n", "Your kernel may have been built without NUMA support.\n", - "2022-09-25 02:08:03.262971: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1616] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 5904 MB memory: -> device: 0, name: NVIDIA GeForce RTX 2080 SUPER, pci bus id: 0000:09:00.0, compute capability: 7.5\n" + "2022-09-25 02:13:00.489040: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1616] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 5904 MB memory: -> device: 0, name: NVIDIA GeForce RTX 2080 SUPER, pci bus id: 0000:09:00.0, compute capability: 7.5\n" ] } ], @@ -229,7 +223,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Average test loss: 0.060539308656007054\n" + "Average test loss: 0.06312644314020872\n" ] } ], @@ -257,12 +251,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "INFO:tensorflow:Assets written to: ./models/spam_keras_1664064732.8198986/assets\n" + "INFO:tensorflow:Assets written to: ./models/spam_keras_1664065030.5260375/assets\n" ] }, { "data": { - "image/png": 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", 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"text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -296,49 +290,49 @@ "output_type": "stream", "text": [ "['Greg, can you call me back once you get this?', 'Congrats on your new iPhone! Click here to claim your prize...', 'Really like that new photo of you', 'Did you hear the news today? Terrible what has happened...', 'Attend this free COVID webinar today: Book your session now...', 'Are you coming to the party tonight?', 'Your parcel has gone missing', 'Do not forget to bring friends!', 'You have won a million dollars! Fill out your bank details here...', 'Looking forward to seeing you again', 'oh wow https://github.com/MGCodesandStats/tensorflow-nlp/blob/master/spam%20detection%20tensorflow%20v2.ipynb works really good on spam detection. Guess I go with that as the base model then lol :D']\n", - "1/1 [==============================] - 0s 90ms/step\n", + "1/1 [==============================] - 0s 63ms/step\n", "Greg, can you call me back once you get this?\n", - "[0.00112012]\n", + "[1.3981993e-07]\n", "\n", "\n", "Congrats on your new iPhone! Click here to claim your prize...\n", - "[0.9996164]\n", + "[0.9567402]\n", "\n", "\n", "Really like that new photo of you\n", - "[0.00250836]\n", + "[2.2730525e-05]\n", "\n", "\n", "Did you hear the news today? Terrible what has happened...\n", - "[0.00375976]\n", + "[6.766815e-05]\n", "\n", "\n", "Attend this free COVID webinar today: Book your session now...\n", - "[0.01864257]\n", + "[0.00327049]\n", "\n", "\n", "Are you coming to the party tonight?\n", - "[0.00014163]\n", + "[1.1324869e-08]\n", "\n", "\n", "Your parcel has gone missing\n", - "[0.00128989]\n", + "[1.4760855e-05]\n", "\n", "\n", "Do not forget to bring friends!\n", - "[0.00017783]\n", + "[2.1756257e-09]\n", "\n", "\n", "You have won a million dollars! Fill out your bank details here...\n", - "[0.32974535]\n", + "[0.00144691]\n", "\n", "\n", "Looking forward to seeing you again\n", - "[0.00872668]\n", + "[5.9962156e-05]\n", "\n", "\n", "oh wow https://github.com/MGCodesandStats/tensorflow-nlp/blob/master/spam%20detection%20tensorflow%20v2.ipynb works really good on spam detection. Guess I go with that as the base model then lol :D\n", - "[0.00037122]\n", + "[1.214179e-09]\n", "\n", "\n" ] diff --git a/training_checkpoints/checkpoint b/training_checkpoints/checkpoint @@ -1,2 +0,0 @@ -model_checkpoint_path: "ckpt_200" -all_model_checkpoint_paths: "ckpt_200" diff --git a/training_checkpoints/ckpt_1.data-00000-of-00001 b/training_checkpoints/ckpt_1.data-00000-of-00001 Binary files differ. diff --git a/training_checkpoints/ckpt_1.index b/training_checkpoints/ckpt_1.index Binary files differ. diff --git a/training_checkpoints/ckpt_10.data-00000-of-00001 b/training_checkpoints/ckpt_10.data-00000-of-00001 Binary files differ. diff --git a/training_checkpoints/ckpt_10.index b/training_checkpoints/ckpt_10.index Binary files differ. diff --git a/training_checkpoints/ckpt_100.data-00000-of-00001 b/training_checkpoints/ckpt_100.data-00000-of-00001 Binary files differ. diff --git a/training_checkpoints/ckpt_100.index b/training_checkpoints/ckpt_100.index Binary files differ. 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