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chat_panel::CloseReplyPreview\r\n[2024-03-27T12:07:26+03:00 INFO gpui::platform::windows::platform] use DCompositionWaitForCompositorClock for vsync\r\n[2024-03-27T12:07:26+03:00 ERROR util] crates\\zed\\src\\zed.rs:629: EOF while parsing a value at line 1 column 0\r\n[2024-03-27T12:07:26+03:00 ERROR util] crates\\zed\\src/main.rs:720: Системе не удается найти указанный путь. (os error 3)\r\n[2024-03-27T12:07:26+03:00 INFO db] Opening main db\r\n[2024-03-27T12:07:26+03:00 INFO node_runtime] Node runtime install_if_needed\r\n[2024-03-27T12:07:26+03:00 ERROR util] crates\\workspace\\src/workspace.rs:912: Error in last_window, select_row_bound expected single row result but found none for: SELECT\r\n display,\r\n window_state,\r\n window_x,\r\n window_y,\r\n window_width,\r\n window_height,\r\n fullscreen\r\nFROM\r\n workspaces\r\nWHERE\r\n workspace_location IS NOT NULL\r\nORDER BY\r\n timestamp DESC\r\nLIMIT\r\n 1\r\n[2024-03-27T12:07:26+03:00 INFO blade_graphics::hal::init] Adapter \"NVIDIA GeForce RTX 3050 Ti Laptop GPU\"\r\n[2024-03-27T12:07:26+03:00 INFO blade_graphics::hal::init] Ray tracing is supported\r\n[2024-03-27T12:07:27+03:00 WARN blade_graphics::hal::init] Requested size 1x1 is outside of surface capabilities\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_tile_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position_impl\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position_transformed\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_tile_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_tile_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position_impl\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position_transformed\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_tile_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_tile_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position_impl\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position_transformed\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_tile_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position_impl\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position_transformed\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_tile_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_tile_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position_impl\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position_transformed\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_tile_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position_impl\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position_transformed\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_tile_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position_impl\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position_transformed\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_tile_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_tile_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position_impl\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_device_position_transformed\")\r\n[2024-03-27T12:07:27+03:00 INFO naga::back::spv::writer] Skip function Some(\"to_tile_position\")\r\n[2024-03-27T12:07:27+03:00 INFO blade_graphics::hal::resource] Creating texture 0x2b2528fec20 of size 1024x1024x1 and format R8Unorm, name 'atlas', handle 0\r\n[2024-03-27T12:07:27+03:00 INFO blade_graphics::hal::resource] Creating buffer 0x2b2524762a0 of size 65536, name 'chunk-0', handle 1\r\n[2024-03-27T12:07:27+03:00 INFO blade_graphics::hal::resource] Creating buffer 0x2b252477ba0 of size 4096, name 'chunk-0', handle 2\r\n[2024-03-27T12:07:27+03:00 INFO blade_graphics::hal::resource] Creating buffer 0x2b2524765c0 of size 9184, name 'chunk-1', handle 3\r\n[2024-03-27T12:07:27+03:00 ERROR util] crates\\copilot_ui\\src\\copilot_completion_provider.rs:207: copilot is still starting\r\nerror: process didn't exit successfully: `target\\release\\Zed.exe` (exit code: 0xc0000005, STATUS_ACCESS_VIOLATION)\r\nfish: Job 1, 'RUST_BACKTRACE=full RUST_LOG=in…' terminated by signal SIGSEGV (Address boundary error)\r\n```\r\n\r\n \r\n\r\nRelease Notes:\r\n\r\n- 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/v4","user":{"login":"dependabot[bot]","id":49699333,"node_id":"MDM6Qm90NDk2OTkzMzM=","avatar_url":"https://avatars.githubusercontent.com/in/29110?v=4","gravatar_id":"","url":"https://api.github.com/users/dependabot%5Bbot%5D","html_url":"https://github.com/apps/dependabot","followers_url":"https://api.github.com/users/dependabot%5Bbot%5D/followers","following_url":"https://api.github.com/users/dependabot%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/dependabot%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/dependabot%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/dependabot%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/dependabot%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/dependabot%5Bbot%5D/repos","events_url":"https://api.github.com/users/dependabot%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/dependabot%5Bbot%5D/received_events","type":"Bot","site_admin":false},"body":"Bumps [google.golang.org/grpc](https://github.com/grpc/grpc-go) from 1.28.0 to 1.53.0.\n\nRelease notes
\nSourced from google.golang.org/grpc's releases.
\n\nRelease 1.53.0
\nAPI Changes
\n\n- balancer: support injection of per-call metadata from LB policies (#5853)
\n- resolver: remove deprecated field
resolver.Target.Endpoint
and replace with resolver.Target.Endpoint()
(#5852)\n\n \n
\nNew Features
\n\n- xds/ringhash: introduce
GRPC_RING_HASH_CAP
environment variable to override the maximum ring size. (#5884) \n- rls: propagate headers received in RLS response to backends (#5883)
\n
\nBug Fixes
\n\n- transport: drain client transport when streamID approaches MaxStreamID (#5889)
\n- server: after GracefulStop, ensure connections are closed when final RPC completes (#5968)
\n- server: fix a few issues where grpc server uses RST_STREAM for non-HTTP/2 errors (#5893)
\n- xdsclient: fix race which can happen when multiple load reporting calls are made at the same time. (#5927)
\n- rls: fix a data race involving the LRU cache (#5925)
\n- xds: fix panic involving double close of channel in xDS transport (#5959)
\n- gcp/observability: update method name validation (#5951)
\n
\nDocumentation
\n\n- credentials/oauth: mark
NewOauthAccess
as deprecated (#5882)\n\n \n
\nRelease 1.52.3
\nBug Fixes
\n\n- Fix user-agent version
\n
\nRelease 1.52.2
\nBug Fixes
\n\n- xds: fix panic involving double close of channel in xDS transport (#5959)
\n
\nRelease 1.52.1
\nBug Fixes
\n\n- grpclb: rename grpclbstate package back to state (#5963)
\n
\nRelease 1.52.0
\nNew Features
\n\n- xdsclient: log node ID with verbosity INFO (#5860)
\n- ringhash: impose cap on
max_ring_size
to reduce possibility of OOMs (#5801) \n
\nBehavior Changes
\n\n
\n... (truncated)
\n \n\nCommits
\n\ndba26e1
Change version to 1.53.0 (#5983) \n2a1e934
server: after GracefulStop, ensure connections are closed when final RPC comp... \ne2d69aa
tests: fix spelling of variable (#5966) \na6376c9
xds/resolver: cleanup tests to use real xDS client 3/n (#5953) \nbf8fc46
xds/resolver: cleanup tests to use real xDS client 5/n (#5955) \n3930549
resolver: replace resolver.Target.Endpoint field with Endpoint() method (#5852) \n894816c
grpclb: rename grpclbstate
package back to state
(#5962) \ne5a0237
encoding: fix duplicate compressor names (#5958) \n4adb2a7
xds/resolver: cleanup tests to use real xDS client 2/n (#5952) \n52a8392
gcp/observability: update method name validation (#5951) \n- Additional commits viewable in compare view
\n
\n \n
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[google.golang.org/grpc](https://github.com/grpc/grpc-go) from 1.13.0 to 1.53.0.\n\nRelease notes
\nSourced from google.golang.org/grpc's releases.
\n\nRelease 1.53.0
\nAPI Changes
\n\n- balancer: support injection of per-call metadata from LB policies (#5853)
\n- resolver: remove deprecated field
resolver.Target.Endpoint
and replace with resolver.Target.Endpoint()
(#5852)\n\n \n
\nNew Features
\n\n- xds/ringhash: introduce
GRPC_RING_HASH_CAP
environment variable to override the maximum ring size. (#5884) \n- rls: propagate headers received in RLS response to backends (#5883)
\n
\nBug Fixes
\n\n- transport: drain client transport when streamID approaches MaxStreamID (#5889)
\n- server: after GracefulStop, ensure connections are closed when final RPC completes (#5968)
\n- server: fix a few issues where grpc server uses RST_STREAM for non-HTTP/2 errors (#5893)
\n- xdsclient: fix race which can happen when multiple load reporting calls are made at the same time. (#5927)
\n- rls: fix a data race involving the LRU cache (#5925)
\n- xds: fix panic involving double close of channel in xDS transport (#5959)
\n- gcp/observability: update method name validation (#5951)
\n
\nDocumentation
\n\n- credentials/oauth: mark
NewOauthAccess
as deprecated (#5882)\n\n \n
\nRelease 1.52.3
\nBug Fixes
\n\n- Fix user-agent version
\n
\nRelease 1.52.2
\nBug Fixes
\n\n- xds: fix panic involving double close of channel in xDS transport (#5959)
\n
\nRelease 1.52.1
\nBug Fixes
\n\n- grpclb: rename grpclbstate package back to state (#5963)
\n
\nRelease 1.52.0
\nNew Features
\n\n- xdsclient: log node ID with verbosity INFO (#5860)
\n- ringhash: impose cap on
max_ring_size
to reduce possibility of OOMs (#5801) \n
\nBehavior Changes
\n\n
\n... (truncated)
\n \n\nCommits
\n\ndba26e1
Change version to 1.53.0 (#5983) \n2a1e934
server: after GracefulStop, ensure connections are closed when final RPC comp... \ne2d69aa
tests: fix spelling of variable (#5966) \na6376c9
xds/resolver: cleanup tests to use real xDS client 3/n (#5953) \nbf8fc46
xds/resolver: cleanup tests to use real xDS client 5/n (#5955) \n3930549
resolver: replace resolver.Target.Endpoint field with Endpoint() method (#5852) \n894816c
grpclb: rename grpclbstate
package back to state
(#5962) \ne5a0237
encoding: fix duplicate compressor names (#5958) \n4adb2a7
xds/resolver: cleanup tests to use real xDS client 2/n (#5952) \n52a8392
gcp/observability: update method name validation (#5951) \n- Additional commits viewable in compare view
\n
\n \n
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google.golang.org/grpc from 1.13.0 to 1.53.0","user":{"login":"dependabot[bot]","id":49699333,"node_id":"MDM6Qm90NDk2OTkzMzM=","avatar_url":"https://avatars.githubusercontent.com/in/29110?v=4","gravatar_id":"","url":"https://api.github.com/users/dependabot%5Bbot%5D","html_url":"https://github.com/apps/dependabot","followers_url":"https://api.github.com/users/dependabot%5Bbot%5D/followers","following_url":"https://api.github.com/users/dependabot%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/dependabot%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/dependabot%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/dependabot%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/dependabot%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/dependabot%5Bbot%5D/repos","events_url":"https://api.github.com/users/dependabot%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/dependabot%5Bbot%5D/received_events","type":"Bot","site_admin":false},"body":"Bumps [google.golang.org/grpc](https://github.com/grpc/grpc-go) from 1.13.0 to 1.53.0.\n\nRelease notes
\nSourced from google.golang.org/grpc's releases.
\n\nRelease 1.53.0
\nAPI Changes
\n\n- balancer: support injection of per-call metadata from LB policies (#5853)
\n- resolver: remove deprecated field
resolver.Target.Endpoint
and replace with resolver.Target.Endpoint()
(#5852)\n\n \n
\nNew Features
\n\n- xds/ringhash: introduce
GRPC_RING_HASH_CAP
environment variable to override the maximum ring size. (#5884) \n- rls: propagate headers received in RLS response to backends (#5883)
\n
\nBug Fixes
\n\n- transport: drain client transport when streamID approaches MaxStreamID (#5889)
\n- server: after GracefulStop, ensure connections are closed when final RPC completes (#5968)
\n- server: fix a few issues where grpc server uses RST_STREAM for non-HTTP/2 errors (#5893)
\n- xdsclient: fix race which can happen when multiple load reporting calls are made at the same time. (#5927)
\n- rls: fix a data race involving the LRU cache (#5925)
\n- xds: fix panic involving double close of channel in xDS transport (#5959)
\n- gcp/observability: update method name validation (#5951)
\n
\nDocumentation
\n\n- credentials/oauth: mark
NewOauthAccess
as deprecated (#5882)\n\n \n
\nRelease 1.52.3
\nBug Fixes
\n\n- Fix user-agent version
\n
\nRelease 1.52.2
\nBug Fixes
\n\n- xds: fix panic involving double close of channel in xDS transport (#5959)
\n
\nRelease 1.52.1
\nBug Fixes
\n\n- grpclb: rename grpclbstate package back to state (#5963)
\n
\nRelease 1.52.0
\nNew Features
\n\n- xdsclient: log node ID with verbosity INFO (#5860)
\n- ringhash: impose cap on
max_ring_size
to reduce possibility of OOMs (#5801) \n
\nBehavior Changes
\n\n
\n... (truncated)
\n \n\nCommits
\n\ndba26e1
Change version to 1.53.0 (#5983) \n2a1e934
server: after GracefulStop, ensure connections are closed when final RPC comp... \ne2d69aa
tests: fix spelling of variable (#5966) \na6376c9
xds/resolver: cleanup tests to use real xDS client 3/n (#5953) \nbf8fc46
xds/resolver: cleanup tests to use real xDS client 5/n (#5955) \n3930549
resolver: replace resolver.Target.Endpoint field with Endpoint() method (#5852) \n894816c
grpclb: rename grpclbstate
package back to state
(#5962) \ne5a0237
encoding: fix duplicate compressor names (#5958) \n4adb2a7
xds/resolver: cleanup tests to use real xDS client 2/n (#5952) \n52a8392
gcp/observability: update method name validation (#5951) \n- Additional commits viewable in compare view
\n
\n \n
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You can achieve the same result by closing it manually\n- `@dependabot ignore this major version` will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself)\n- `@dependabot ignore this minor version` will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself)\n- `@dependabot ignore this dependency` will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself)\nYou can disable automated security fix PRs for this repo from the [Security Alerts page](https://github.com/piotrkowalczuk/promgrpc/network/alerts).\n\n 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it a bug, or is it just me doing something wrong? I'm trying to directly plug the [TFRecord](https://www.tensorflow.org/tutorials/load_data/tfrecord) dataset into the model. Bypassing spectral `Dataset` and `Loaders`. I hit a couple of walls but eventually got things semi-working. The training process is starting; however, things fail during backpropagation with error:\r\n\r\n```\r\n2024-02-22 22:00:10.065583: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\r\nTo enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\r\nEpoch 1/10\r\n 99/Unknown - 9s 31ms/step - loss: 8.4752 - sparse_categorical_accuracy: 0.6643\r\n \r\n....\r\n\r\n \r\nFile \"***/train_graph.py\", line 33, in call\r\n\r\nFile \"***/venv/lib/python3.11/site-packages/keras/src/utils/traceback_utils.py\", line 65, in error_handler\r\n\r\nFile \"***/venv/lib/python3.11/site-packages/keras/src/engine/base_layer.py\", line 1149, in __call__\r\n\r\nFile \"***/venv/lib/python3.11/site-packages/keras/src/utils/traceback_utils.py\", line 96, in error_handler\r\n\r\nFile \"***/venv/lib/python3.11/site-packages/spektral/layers/convolutional/gated_graph_conv.py\", line 114, in call\r\n\r\nFile \"***/venv/lib/python3.11/site-packages/spektral/layers/convolutional/gated_graph_conv.py\", line 116, in call\r\n\r\nFile \"***/venv/lib/python3.11/site-packages/spektral/layers/convolutional/message_passing.py\", line 124, in propagate\r\n\r\nFile \"***/venv/lib/python3.11/site-packages/spektral/layers/convolutional/message_passing.py\", line 136, in aggregate\r\n\r\nFile \"***/venv/lib/python3.11/site-packages/spektral/layers/ops/scatter.py\", line 8, in _wrapper_mm_support\r\n\r\nFile \"***/venv/lib/python3.11/site-packages/spektral/layers/ops/scatter.py\", line 45, in scatter_sum\r\n\r\nsegment_ids[32] = 32 is out of range [0, 32)\r\n[[{{node gated_graph_conv/UnsortedSegmentSum}}]] [Op:__inference_predict_function_11953]\r\n```\r\n\r\nI can't explain this in any other way than some dependency incompatibility. \r\n\r\n```\r\nnumpy==1.26.4\r\ntensorflow==2.15.0\r\nkeras==2.15.0\r\n```\r\n\r\n- Python 3.11\r\n- macOS Sanoma 14.2.1 (23C71)\r\n\r\n\r\n```python\r\nimport spektral\r\nimport tensorflow as tf\r\nimport tensorflow.keras as keras\r\nimport graph_dataset\r\nfrom callbacks.confusion_matrix_callback import ConfusionMatrixCallback\r\n\r\n################################################################################\r\n# Config\r\n################################################################################\r\nlearning_rate = 0.05 # Learning rate\r\nepochs = 10 # Number of training epochs\r\nes_patience = 10 # Patience for early stopping\r\nBATCH_SIZE = 1 # GatedGraphConv does not support batching\r\nNUM_CLASSES = 1\r\n\r\n\r\nclass Net(keras.Model):\r\n def __init__(self, **kwargs):\r\n super().__init__(**kwargs)\r\n\r\n self.ggnn = spektral.layers.GatedGraphConv(\r\n 14,\r\n 24,\r\n kernel_initializer=tf.keras.initializers.GlorotUniform(seed=424),\r\n )\r\n\r\n @tf.function\r\n def call(self, inputs, training=None, mask=None):\r\n x, a, i = inputs\r\n\r\n return self.ggnn([x, a])\r\n\r\n\r\ntraining_ds = graph_dataset.load(\r\n \"training_training_graph.tfr\",\r\n batch_size=BATCH_SIZE,\r\n num_classes=NUM_CLASSES,\r\n)\r\nvalidation_ds = graph_dataset.load(\r\n \"training_validation_graph.tfr\",\r\n batch_size=BATCH_SIZE,\r\n num_classes=NUM_CLASSES,\r\n)\r\ntesting_ds = graph_dataset.load(\r\n \"training_testing_graph.tfr\",\r\n batch_size=BATCH_SIZE,\r\n num_classes=NUM_CLASSES,\r\n)\r\n\r\n\r\nmodel = Net()\r\nmodel.compile(\r\n optimizer=keras.optimizers.Adam(learning_rate=learning_rate),\r\n loss=keras.losses.SparseCategoricalCrossentropy(ignore_class=0),\r\n metrics=[keras.metrics.sparse_categorical_accuracy],\r\n)\r\n\r\nhistory = model.fit(\r\n training_ds,\r\n # steps_per_epoch=training_ldr.steps_per_epoch,\r\n epochs=epochs,\r\n validation_data=validation_ds,\r\n # validation_steps=validation_ldr.steps_per_epoch,\r\n callbacks=[\r\n keras.callbacks.EarlyStopping(patience=es_patience, restore_best_weights=True),\r\n ConfusionMatrixCallback(validation_data=validation_ds, num_classes=NUM_CLASSES),\r\n ],\r\n)\r\n\r\nmodel.save(\"saved_model/mdl/2\")\r\n```\r\n\r\n```python\r\nimport tensorflow as tf\r\n\r\n\r\ndef load(filename: str, batch_size: int, num_classes: int) -> tf.data.Dataset:\r\n dataset = _load_dataset(filename, num_classes)\r\n dataset = dataset.take(100) # load fewer for testing\r\n dataset = dataset.shuffle(2048)\r\n dataset = dataset.prefetch(buffer_size=tf.data.AUTOTUNE)\r\n if batch_size > 1:\r\n dataset = dataset.batch(batch_size)\r\n\r\n return dataset\r\n\r\n\r\ndef _load_dataset(filename: str, num_classes: int) -> tf.data.Dataset:\r\n ignore_order = tf.data.Options()\r\n ignore_order.experimental_deterministic = False # disable order, increase speed\r\n raw = tf.data.TFRecordDataset(filename, num_parallel_reads=1)\r\n raw = raw.with_options(ignore_order)\r\n dataset = raw.map(_read_tfrecord(num_classes))\r\n\r\n return dataset\r\n\r\n\r\ndef _read_tfrecord(num_classes: int):\r\n def read(proto):\r\n parsed_features = tf.io.parse_single_example(\r\n serialized=proto,\r\n features=dict(\r\n node_features=tf.io.RaggedFeature(dtype=tf.int64),\r\n node_features_shape=tf.io.FixedLenFeature([2], dtype=tf.int64),\r\n adjacency_matrix=tf.io.VarLenFeature(dtype=tf.int64),\r\n adjacency_matrix_shape=tf.io.FixedLenFeature([2], dtype=tf.int64),\r\n edge_features=tf.io.RaggedFeature(dtype=tf.int64),\r\n edge_features_shape=tf.io.FixedLenFeature([3], dtype=tf.int64),\r\n label=tf.io.RaggedFeature(dtype=tf.int64),\r\n ),\r\n )\r\n\r\n node_features_shape = tf.cast(parsed_features[\"node_features_shape\"], tf.int32)\r\n node_features = tf.reshape(\r\n parsed_features[\"node_features\"], node_features_shape\r\n )\r\n node_features = tf.cast(node_features, tf.float32) # Cast to the required type\r\n\r\n adjacency_matrix_shape = tf.cast(\r\n parsed_features[\"adjacency_matrix_shape\"], tf.int32\r\n )\r\n adjacency_matrix = tf.sparse.reshape(\r\n parsed_features[\"adjacency_matrix\"], adjacency_matrix_shape\r\n )\r\n adjacency_matrix = tf.cast(adjacency_matrix, tf.float32)\r\n\r\n edge_features_shape = tf.cast(parsed_features[\"edge_features_shape\"], tf.int32)\r\n edge_features = tf.reshape(\r\n parsed_features[\"edge_features\"], edge_features_shape\r\n )\r\n edge_features = tf.cast(edge_features, tf.float32)\r\n\r\n label = parsed_features[\"label\"]\r\n label = tf.cast(label, tf.float32)\r\n\r\n return (node_features, adjacency_matrix, edge_features), label\r\n\r\n return read\r\n```","reactions":{"url":"https://api.github.com/repos/danielegrattarola/spektral/issues/448/reactions","total_count":0,"+1":0,"-1":0,"laugh":0,"hooray":0,"confused":0,"heart":0,"rocket":0,"eyes":0},"timeline_url":"https://api.github.com/repos/danielegrattarola/spektral/issues/448/timeline","performed_via_github_app":null,"state_reason":null}},"public":true,"created_at":"2024-02-22T21:13:30Z"},{"id":"35780725118","type":"WatchEvent","actor":{"id":2438924,"login":"piotrkowalczuk","display_login":"piotrkowalczuk","gravatar_id":"","url":"https://api.github.com/users/piotrkowalczuk","avatar_url":"https://avatars.githubusercontent.com/u/2438924?"},"repo":{"id":170067246,"name":"openai/gpt-2","url":"https://api.github.com/repos/openai/gpt-2"},"payload":{"action":"started"},"public":true,"created_at":"2024-02-19T00:01:15Z","org":{"id":14957082,"login":"openai","gravatar_id":"","url":"https://api.github.com/orgs/openai","avatar_url":"https://avatars.githubusercontent.com/u/14957082?"}},{"id":"35780700064","type":"WatchEvent","actor":{"id":2438924,"login":"piotrkowalczuk","display_login":"piotrkowalczuk","gravatar_id":"","url":"https://api.github.com/users/piotrkowalczuk","avatar_url":"https://avatars.githubusercontent.com/u/2438924?"},"repo":{"id":758581331,"name":"karpathy/minbpe","url":"https://api.github.com/repos/karpathy/minbpe"},"payload":{"action":"started"},"public":true,"created_at":"2024-02-18T23:58:39Z"},{"id":"35764421364","type":"WatchEvent","actor":{"id":2438924,"login":"piotrkowalczuk","display_login":"piotrkowalczuk","gravatar_id":"","url":"https://api.github.com/users/piotrkowalczuk","avatar_url":"https://avatars.githubusercontent.com/u/2438924?"},"repo":{"id":120343377,"name":"smacker/go-tree-sitter","url":"https://api.github.com/repos/smacker/go-tree-sitter"},"payload":{"action":"started"},"public":true,"created_at":"2024-02-17T18:06:20Z"},{"id":"35388242394","type":"WatchEvent","actor":{"id":2438924,"login":"piotrkowalczuk","display_login":"piotrkowalczuk","gravatar_id":"","url":"https://api.github.com/users/piotrkowalczuk","avatar_url":"https://avatars.githubusercontent.com/u/2438924?"},"repo":{"id":37184230,"name":"distribworks/dkron","url":"https://api.github.com/repos/distribworks/dkron"},"payload":{"action":"started"},"public":true,"created_at":"2024-02-04T19:17:04Z","org":{"id":33936097,"login":"distribworks","gravatar_id":"","url":"https://api.github.com/orgs/distribworks","avatar_url":"https://avatars.githubusercontent.com/u/33936097?"}},{"id":"34865359647","type":"ReleaseEvent","actor":{"id":2438924,"login":"piotrkowalczuk","display_login":"piotrkowalczuk","gravatar_id":"","url":"https://api.github.com/users/piotrkowalczuk","avatar_url":"https://avatars.githubusercontent.com/u/2438924?"},"repo":{"id":49177693,"name":"piotrkowalczuk/pqt","url":"https://api.github.com/repos/piotrkowalczuk/pqt"},"payload":{"action":"published","release":{"url":"https://api.github.com/repos/piotrkowalczuk/pqt/releases/137237563","assets_url":"https://api.github.com/repos/piotrkowalczuk/pqt/releases/137237563/assets","upload_url":"https://uploads.github.com/repos/piotrkowalczuk/pqt/releases/137237563/assets{?name,label}","html_url":"https://github.com/piotrkowalczuk/pqt/releases/tag/v0.28.0","id":137237563,"author":{"login":"piotrkowalczuk","id":2438924,"node_id":"MDQ6VXNlcjI0Mzg5MjQ=","avatar_url":"https://avatars.githubusercontent.com/u/2438924?v=4","gravatar_id":"","url":"https://api.github.com/users/piotrkowalczuk","html_url":"https://github.com/piotrkowalczuk","followers_url":"https://api.github.com/users/piotrkowalczuk/followers","following_url":"https://api.github.com/users/piotrkowalczuk/following{/other_user}","gists_url":"https://api.github.com/users/piotrkowalczuk/gists{/gist_id}","starred_url":"https://api.github.com/users/piotrkowalczuk/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/piotrkowalczuk/subscriptions","organizations_url":"https://api.github.com/users/piotrkowalczuk/orgs","repos_url":"https://api.github.com/users/piotrkowalczuk/repos","events_url":"https://api.github.com/users/piotrkowalczuk/events{/privacy}","received_events_url":"https://api.github.com/users/piotrkowalczuk/received_events","type":"User","site_admin":false},"node_id":"RE_kwDOAu5kXc4ILhQ7","tag_name":"v0.28.0","target_commitish":"master","name":"Version 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