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add-pluto (#92)
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@SSahas
SSahas authored Nov 9, 2023
1 parent c4f96c3 commit b38850c
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36 changes: 24 additions & 12 deletions hub/examples/image_retraining/label_image.py
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Original file line number Diff line number Diff line change
@@ -1,10 +1,13 @@
import tensorflow as tf, sys
import tensorflow as tf
import sys
from subprocess import Popen
import os
import wikipedia
from yaml import load, SafeLoader

# returns celestial_object and labels_and_scores


def get_labels(image_data, cwd):
# Loads label file, strips off carriage return
label_lines = [
Expand All @@ -20,19 +23,22 @@ def get_labels(image_data, cwd):
# Feed the image_data as input to the graph and get first prediction
with tf.compat.v1.Session() as sess:
softmax_tensor = sess.graph.get_tensor_by_name("final_result:0")
predictions = sess.run(softmax_tensor, {"DecodeJpeg/contents:0": image_data})
predictions = sess.run(
softmax_tensor, {"DecodeJpeg/contents:0": image_data})
# Sort to show labels of first prediction in order of confidence
top_k = predictions[0].argsort()[-len(predictions[0]) :][::-1]
top_k = predictions[0].argsort()[-len(predictions[0]):][::-1]
labels_and_scores = [
(label_lines[node_id], predictions[0][node_id]) for node_id in top_k
]

# Get the predicted celestial object after classification
celestial_object = label_lines[top_k[0]]
return celestial_object, labels_and_scores

# return title, statistics and summary
def wiki(celestial_object,cwd):


def wiki(celestial_object, cwd):
ans = celestial_object
with open(os.path.join(cwd, "display_info.yml"), "r") as stream:
all_display_statistics = load(stream, Loader=SafeLoader)
Expand All @@ -42,8 +48,10 @@ def wiki(celestial_object,cwd):
title = None
summary = None
if ans in ["spiral", "elliptical"]:
title = ("Classified Celestial Object is {} Galaxy : ".format(ans.capitalize()))
summary = (wikipedia.WikipediaPage(title="{} galaxy".format(ans)).summary)
title = ("Classified Celestial Object is {} Galaxy : ".format(
ans.capitalize()))
summary = (wikipedia.WikipediaPage(
title="{} galaxy".format(ans)).summary)
elif ans in [
"mercury",
"venus",
Expand All @@ -53,15 +61,19 @@ def wiki(celestial_object,cwd):
"saturn",
"uranus",
"neptune",
"pluto"
]:
title = ("Classified Celestial Object is {} Planet : ".format(ans.capitalize()))
title = ("Classified Celestial Object is {} Planet : ".format(
ans.capitalize()))
statistics = req_statistics.items()
summary = (wikipedia.WikipediaPage(title="{} (planet)".format(ans)).summary)
summary = (wikipedia.WikipediaPage(
title="{} (planet)".format(ans)).summary)
elif ans == "moon":
statistics = req_statistics.items()
summary = (wikipedia.WikipediaPage(title="{}".format(ans)).summary)
title = ("Classified Celestial Object is the {} : ".format(ans.capitalize()))
return title,statistics,summary
title = ("Classified Celestial Object is the {} : ".format(
ans.capitalize()))
return title, statistics, summary


if __name__ == "__main__":
Expand All @@ -83,7 +95,7 @@ def wiki(celestial_object,cwd):

# Summary
# Popen(["python", "wiki.py"])
title,statistics,summary = wiki(celestial_object,os.getcwd())
title, statistics, summary = wiki(celestial_object, os.getcwd())
print("--------------------------------------------------------")
print(title)
print("-------------------------------------------------------- \n")
Expand Down
112 changes: 112 additions & 0 deletions hub/examples/image_retraining/report.txt
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@@ -0,0 +1,112 @@
TensorFlow 2.0 Upgrade Script
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Detected 0 issues that require attention
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Detailed log follows:

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Processing file 'retrain.py'
outputting to 'retrain.py'
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205:4: INFO: Renamed 'tf.logging.fatal' to 'tf.compat.v1.logging.fatal'
208:4: INFO: Renamed 'tf.logging.fatal' to 'tf.compat.v1.logging.fatal'
211:4: INFO: Renamed 'tf.logging.fatal' to 'tf.compat.v1.logging.fatal'
247:7: INFO: Renamed 'tf.Session' to 'tf.compat.v1.Session'
251:18: INFO: Renamed 'tf.GraphDef' to 'tf.compat.v1.GraphDef'
354:4: INFO: Renamed 'tf.logging.fatal' to 'tf.compat.v1.logging.fatal'
550:6: INFO: Renamed 'tf.logging.fatal' to 'tf.compat.v1.logging.fatal'
639:14: INFO: Renamed 'tf.placeholder' to 'tf.compat.v1.placeholder'
646:23: INFO: Renamed 'tf.random_uniform' to 'tf.random.uniform'
654:21: INFO: Changed tf.image.resize_bilinear call to tf.image.resize(..., method=tf.image.ResizeMethod.BILINEAR).
656:24: INFO: Renamed keyword argument for tf.squeeze from squeeze_dims to axis
657:18: INFO: Renamed 'tf.random_crop' to 'tf.image.random_crop'
666:21: INFO: Renamed 'tf.random_uniform' to 'tf.random.uniform'
676:7: INFO: `name` passed to `name_scope`. Because you may be re-entering an existing scope, it is not safe to convert automatically, the v2 name_scope does not support re-entering scopes by name.

676:7: INFO: Renamed 'tf.name_scope' to 'tf.compat.v1.name_scope'
677:11: INFO: Added keywords to args of function 'tf.reduce_mean'
678:4: INFO: tf.summary.scalar requires manual check. The TF 1.x summary API cannot be automatically migrated to TF 2.0, so symbols have been converted to tf.compat.v1.summary.* and must be migrated manually. Typical usage will only require changes to the summary writing logic, not to individual calls like scalar(). For examples of the new summary API, see the Effective TF 2.0 migration document or check the TF 2.0 TensorBoard tutorials.
678:4: INFO: Renamed 'tf.summary.scalar' to 'tf.compat.v1.summary.scalar'
679:9: INFO: `name` passed to `name_scope`. Because you may be re-entering an existing scope, it is not safe to convert automatically, the v2 name_scope does not support re-entering scopes by name.

679:9: INFO: Renamed 'tf.name_scope' to 'tf.compat.v1.name_scope'
680:23: INFO: Added keywords to args of function 'tf.reduce_mean'
681:4: INFO: tf.summary.scalar requires manual check. The TF 1.x summary API cannot be automatically migrated to TF 2.0, so symbols have been converted to tf.compat.v1.summary.* and must be migrated manually. Typical usage will only require changes to the summary writing logic, not to individual calls like scalar(). For examples of the new summary API, see the Effective TF 2.0 migration document or check the TF 2.0 TensorBoard tutorials.
681:4: INFO: Renamed 'tf.summary.scalar' to 'tf.compat.v1.summary.scalar'
682:4: INFO: tf.summary.scalar requires manual check. The TF 1.x summary API cannot be automatically migrated to TF 2.0, so symbols have been converted to tf.compat.v1.summary.* and must be migrated manually. Typical usage will only require changes to the summary writing logic, not to individual calls like scalar(). For examples of the new summary API, see the Effective TF 2.0 migration document or check the TF 2.0 TensorBoard tutorials.
682:4: INFO: Renamed 'tf.summary.scalar' to 'tf.compat.v1.summary.scalar'
682:29: INFO: Added keywords to args of function 'tf.reduce_max'
683:4: INFO: tf.summary.scalar requires manual check. The TF 1.x summary API cannot be automatically migrated to TF 2.0, so symbols have been converted to tf.compat.v1.summary.* and must be migrated manually. Typical usage will only require changes to the summary writing logic, not to individual calls like scalar(). For examples of the new summary API, see the Effective TF 2.0 migration document or check the TF 2.0 TensorBoard tutorials.
683:4: INFO: Renamed 'tf.summary.scalar' to 'tf.compat.v1.summary.scalar'
683:29: INFO: Added keywords to args of function 'tf.reduce_min'
684:4: INFO: tf.summary.histogram requires manual check. The TF 1.x summary API cannot be automatically migrated to TF 2.0, so symbols have been converted to tf.compat.v1.summary.* and must be migrated manually. Typical usage will only require changes to the summary writing logic, not to individual calls like scalar(). For examples of the new summary API, see the Effective TF 2.0 migration document or check the TF 2.0 TensorBoard tutorials.
684:4: INFO: Renamed 'tf.summary.histogram' to 'tf.compat.v1.summary.histogram'
707:7: INFO: `name` passed to `name_scope`. Because you may be re-entering an existing scope, it is not safe to convert automatically, the v2 name_scope does not support re-entering scopes by name.

707:7: INFO: Renamed 'tf.name_scope' to 'tf.compat.v1.name_scope'
708:23: INFO: Renamed 'tf.placeholder_with_default' to 'tf.compat.v1.placeholder_with_default'
712:25: INFO: Renamed 'tf.placeholder' to 'tf.compat.v1.placeholder'
719:7: INFO: `name` passed to `name_scope`. Because you may be re-entering an existing scope, it is not safe to convert automatically, the v2 name_scope does not support re-entering scopes by name.

719:7: INFO: Renamed 'tf.name_scope' to 'tf.compat.v1.name_scope'
720:9: INFO: `name` passed to `name_scope`. Because you may be re-entering an existing scope, it is not safe to convert automatically, the v2 name_scope does not support re-entering scopes by name.

720:9: INFO: Renamed 'tf.name_scope' to 'tf.compat.v1.name_scope'
721:34: INFO: Renamed 'tf.truncated_normal' to 'tf.random.truncated_normal'
723:9: INFO: `name` passed to `name_scope`. Because you may be re-entering an existing scope, it is not safe to convert automatically, the v2 name_scope does not support re-entering scopes by name.

723:9: INFO: Renamed 'tf.name_scope' to 'tf.compat.v1.name_scope'
726:9: INFO: `name` passed to `name_scope`. Because you may be re-entering an existing scope, it is not safe to convert automatically, the v2 name_scope does not support re-entering scopes by name.

726:9: INFO: Renamed 'tf.name_scope' to 'tf.compat.v1.name_scope'
728:6: INFO: tf.summary.histogram requires manual check. The TF 1.x summary API cannot be automatically migrated to TF 2.0, so symbols have been converted to tf.compat.v1.summary.* and must be migrated manually. Typical usage will only require changes to the summary writing logic, not to individual calls like scalar(). For examples of the new summary API, see the Effective TF 2.0 migration document or check the TF 2.0 TensorBoard tutorials.
728:6: INFO: Renamed 'tf.summary.histogram' to 'tf.compat.v1.summary.histogram'
731:2: INFO: tf.summary.histogram requires manual check. The TF 1.x summary API cannot be automatically migrated to TF 2.0, so symbols have been converted to tf.compat.v1.summary.* and must be migrated manually. Typical usage will only require changes to the summary writing logic, not to individual calls like scalar(). For examples of the new summary API, see the Effective TF 2.0 migration document or check the TF 2.0 TensorBoard tutorials.
731:2: INFO: Renamed 'tf.summary.histogram' to 'tf.compat.v1.summary.histogram'
733:7: INFO: `name` passed to `name_scope`. Because you may be re-entering an existing scope, it is not safe to convert automatically, the v2 name_scope does not support re-entering scopes by name.

733:7: INFO: Renamed 'tf.name_scope' to 'tf.compat.v1.name_scope'
734:20: INFO: Changing labels arg of tf.nn.softmax_cross_entropy_with_logits to tf.stop_gradient(labels). Please check this transformation.

736:9: INFO: `name` passed to `name_scope`. Because you may be re-entering an existing scope, it is not safe to convert automatically, the v2 name_scope does not support re-entering scopes by name.

736:9: INFO: Renamed 'tf.name_scope' to 'tf.compat.v1.name_scope'
737:27: INFO: Added keywords to args of function 'tf.reduce_mean'
738:2: INFO: tf.summary.scalar requires manual check. The TF 1.x summary API cannot be automatically migrated to TF 2.0, so symbols have been converted to tf.compat.v1.summary.* and must be migrated manually. Typical usage will only require changes to the summary writing logic, not to individual calls like scalar(). For examples of the new summary API, see the Effective TF 2.0 migration document or check the TF 2.0 TensorBoard tutorials.
738:2: INFO: Renamed 'tf.summary.scalar' to 'tf.compat.v1.summary.scalar'
740:7: INFO: `name` passed to `name_scope`. Because you may be re-entering an existing scope, it is not safe to convert automatically, the v2 name_scope does not support re-entering scopes by name.

740:7: INFO: Renamed 'tf.name_scope' to 'tf.compat.v1.name_scope'
741:17: INFO: Renamed 'tf.train.GradientDescentOptimizer' to 'tf.compat.v1.train.GradientDescentOptimizer'
759:7: INFO: `name` passed to `name_scope`. Because you may be re-entering an existing scope, it is not safe to convert automatically, the v2 name_scope does not support re-entering scopes by name.

759:7: INFO: Renamed 'tf.name_scope' to 'tf.compat.v1.name_scope'
760:9: INFO: `name` passed to `name_scope`. Because you may be re-entering an existing scope, it is not safe to convert automatically, the v2 name_scope does not support re-entering scopes by name.

760:9: INFO: Renamed 'tf.name_scope' to 'tf.compat.v1.name_scope'
761:19: INFO: Added keywords to args of function 'tf.argmax'
763:22: INFO: Added keywords to args of function 'tf.argmax'
764:9: INFO: `name` passed to `name_scope`. Because you may be re-entering an existing scope, it is not safe to convert automatically, the v2 name_scope does not support re-entering scopes by name.

764:9: INFO: Renamed 'tf.name_scope' to 'tf.compat.v1.name_scope'
765:24: INFO: Added keywords to args of function 'tf.reduce_mean'
766:2: INFO: tf.summary.scalar requires manual check. The TF 1.x summary API cannot be automatically migrated to TF 2.0, so symbols have been converted to tf.compat.v1.summary.* and must be migrated manually. Typical usage will only require changes to the summary writing logic, not to individual calls like scalar(). For examples of the new summary API, see the Effective TF 2.0 migration document or check the TF 2.0 TensorBoard tutorials.
766:2: INFO: Renamed 'tf.summary.scalar' to 'tf.compat.v1.summary.scalar'
772:5: INFO: Renamed 'tf.gfile.Exists' to 'tf.io.gfile.exists'
773:4: INFO: Renamed 'tf.gfile.DeleteRecursively' to 'tf.io.gfile.rmtree'
774:2: INFO: Renamed 'tf.gfile.MakeDirs' to 'tf.io.gfile.makedirs'
797:9: INFO: Renamed 'tf.Session' to 'tf.compat.v1.Session'
821:11: INFO: tf.summary.merge_all requires manual check. The TF 1.x summary API cannot be automatically migrated to TF 2.0, so symbols have been converted to tf.compat.v1.summary.* and must be migrated manually. Typical usage will only require changes to the summary writing logic, not to individual calls like scalar(). For examples of the new summary API, see the Effective TF 2.0 migration document or check the TF 2.0 TensorBoard tutorials.
821:11: INFO: Renamed 'tf.summary.merge_all' to 'tf.compat.v1.summary.merge_all'
822:17: INFO: tf.summary.FileWriter requires manual check. The TF 1.x summary API cannot be automatically migrated to TF 2.0, so symbols have been converted to tf.compat.v1.summary.* and must be migrated manually. Typical usage will only require changes to the summary writing logic, not to individual calls like scalar(). For examples of the new summary API, see the Effective TF 2.0 migration document or check the TF 2.0 TensorBoard tutorials.
822:17: INFO: Renamed 'tf.summary.FileWriter' to 'tf.compat.v1.summary.FileWriter'
824:22: INFO: tf.summary.FileWriter requires manual check. The TF 1.x summary API cannot be automatically migrated to TF 2.0, so symbols have been converted to tf.compat.v1.summary.* and must be migrated manually. Typical usage will only require changes to the summary writing logic, not to individual calls like scalar(). For examples of the new summary API, see the Effective TF 2.0 migration document or check the TF 2.0 TensorBoard tutorials.
824:22: INFO: Renamed 'tf.summary.FileWriter' to 'tf.compat.v1.summary.FileWriter'
827:9: INFO: Renamed 'tf.global_variables_initializer' to 'tf.compat.v1.global_variables_initializer'
1062:2: INFO: Renamed 'tf.app.run' to 'tf.compat.v1.app.run'
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