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How to Fix “Module ‘TensorFlow’ Has No Attribute ‘get_default_graph’”

The error usually comes from calling a TensorFlow 1 graph function at the TensorFlow 2 top level. Choose between the compatibility namespace and a TensorFlow 2 migration based on how your code runs.
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This error usually means code is calling the TensorFlow 1-era function tf.get_default_graph() through TensorFlow 2’s top-level namespace. If the project intentionally uses TensorFlow 1 graph-and-session behavior, change the call to tf.compat.v1.get_default_graph(). For native TensorFlow 2 code, migrate away from default-graph assumptions instead: the compatibility function does not work with eager execution or tf.function. The error alone does not show which route your project needs.

First, find the call and identify how the code runs

  1. Search your project for get_default_graph and locate the failing call. Check which TensorFlow module the code imports as tf.

  2. Inspect the surrounding code for Session, Session.run, direct tf.Graph construction, or other graph-and-session patterns. Their presence suggests the call may be part of a broader TensorFlow 1 migration, not an isolated naming error.

  3. Determine whether the call runs as legacy graph code, inside eager execution, or inside tf.function. TensorFlow says tf.compat.v1.get_default_graph() should not be invoked in eager execution or tf.function (TensorFlow API reference).

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Route 1: Keep the legacy graph code

If the application deliberately relies on TensorFlow 1 graph behavior, change the old top-level lookup:

tf.get_default_graph()

to the compatibility namespace:

tf.compat.v1.get_default_graph()

This corrects the documented function path, but it is not a general fix for eager-mode code. Keep the call out of eager execution and tf.function; otherwise, changing the spelling does not remove the execution-mode conflict (TensorFlow API reference).

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TensorFlow’s tf.compat.v1 module also exposes controls including disable_eager_execution() and disable_v2_behavior() (TensorFlow API reference). These are not automatic remedies: consider them only when the application intentionally needs legacy graph execution, and account for the compatibility API’s limits.

Route 2: Migrate to TensorFlow 2 patterns

If the project is meant to use native TensorFlow 2, remove unnecessary dependence on a global default graph and express graph computation with tf.function where appropriate. TensorFlow recommends tf.function rather than directly using tf.Graph in TensorFlow 2 (TensorFlow Graph API reference).

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When code explicitly constructs a graph, the Graph API documents Graph.as_default() for that deliberate use, while identifying direct graph use as the older approach. Choose that pattern only when the code actually needs an explicit graph; it is not a substitute for adapting ordinary TensorFlow 2 code.

When the error points to a larger migration

If the failing call sits alongside Session, Session.run, or explicit graph construction, inspect those operations too. TensorFlow characterizes tf.compat.v1.Session as a TensorFlow 1 API that does not work with eager execution or tf.function, and recommends rewriting session-based code (TensorFlow Session API reference). Replacing only get_default_graph may therefore leave the underlying execution-mode problem unresolved.

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