machine learning system that operates at large scale and in heterogeneous environments. TensorFlow uses dataflow graphs to represent computation, shared state, and the operations that mutate that state. It maps the nodes of a dataflow graph across many machines in a cluster, and within a machine across multiple computational devices, including multicore CPUs, general purpose GPUs, and custom-designed ASICs known as Tensor Processing Units (TPUs). This architecture gives flexibility to the application...

/*
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 * you may not use this file except in compliance with the License.
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/*
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 * you may not use this file except in compliance with the License.
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/*
 * Copyright 2012-2025 CodeLibs Project and the Others.
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 * you may not use this file except in compliance with the License.
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/*
 * Copyright 2012-2025 CodeLibs Project and the Others.
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 * you may not use this file except in compliance with the License.
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/*
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 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
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/*
 * Copyright 2012-2025 CodeLibs Project and the Others.
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 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
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/*
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/*
 * Copyright (C) 2012 Square, Inc.
 * Copyright (C) 2012 The Android Open Source Project
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/*
 * Copyright (C) 2014 Square, Inc.
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 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
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 * distributed under the License is distributed on an "AS IS" BASIS,