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gitにアップしました。
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(全体)https://github.com/masanori-takada/image_recog
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(モデル)cifar10-cnn.ipynb
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モデルの詳細(その他ファイル含め)を、gitにアップしました。
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(全体)https://github.com/masanori-takada/image_recog
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```ここに言語名を入力
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import pickle
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import numpy as np
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from flask import Flask, render_template, request, redirect, url_for
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from keras.models import load_model
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import cv2
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import numpy as np
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import matplotlib.pyplot as plt
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import io
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import tensorflow as tf
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import sys
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ap
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(モデル)cifar10-cnn.ipynb
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# 機械学習モデルの読込
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model = load_model("./data/cnn_model.h5")
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model.load_weights("./data/cnn_weights.h5")
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graph = tf.get_default_graph()
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@app.route("/")
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def index():
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return render_template("index.html")
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@app.route("/result", methods=['POST'])
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def result():
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if request.files["image"]:
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img_file = request.files["image"]
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f = img_file.stream.read()
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bin_data = io.BytesIO(f)
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file_bytes = np.asarray(bytearray(bin_data.read()), dtype=np.uint8)
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img = cv2.imdecode(file_bytes, cv2.IMREAD_COLOR)
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img = cv2.resize(img, (32, 32))
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in_rows = 32
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in_cols = 32
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in_colors = 3
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labels = [
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'airplane',
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'automobile',
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'bird',
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'cat',
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'deer',
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'dog',
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'frog',
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'horse',
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'ship',
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'truck'
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]
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img = img.reshape(-1, in_rows, in_cols,
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in_colors).astype("float32") / 255
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with graph.as_default():
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r = model.predict(img, batch_size=32, verbose=1)
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res = r[0]
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print(res, file=sys.stdout)
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return render_template("result.html", res=res, labels=labels)
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else:
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return redirect(url_for('index'))
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app.run(debug=True)
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```
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### index.html
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```ここに言語名を入力
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<!DOCTYPE html>
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<html>
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<head>
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<title>アプリ</title>
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<link rel="stylesheet" type="text/css" href="../static/css/style.css">
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</head>
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<body class="main">
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<div class="heading">
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<h1>画像認識アプリ Image-Recognition</h1>
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</div>
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<div>
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<form method="post" action="/result" enctype="multipart/form-data">
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<p>
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<input type="file" name="image" accept="image/png, image/jpeg" placeholder="Image Url">
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</p>
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<p>
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<input type="submit" value="Go!">
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</p>
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</form>
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</body>
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</html>
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```
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### result.html
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```ここに言語名を入力
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<!DOCTYPE html>
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<html>
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<head>
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<title>Result</title>le.css
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<link rel="stylesheet" type="text/css" href="../static/css/style.css">
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</head>
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<div class="heading">
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予測結果は...<h1 align="center">{{labels[res.argmax()]}}</h1>
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</div>
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</html>
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```
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tensorflowのエラー。
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```
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Traceback (most recent call last):
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File "/Users/takadasusumuten/opt/anaconda3/bin/flask", line 10, in <module>
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sys.exit(main())
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File "/Users/takadasusumuten/opt/anaconda3/lib/python3.7/site-packages/flask/cli.py", line 966, in main
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cli.main(prog_name="python -m flask" if as_module else None)
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File "/Users/takadasusumuten/opt/anaconda3/lib/python3.7/site-packages/flask/cli.py", line 586, in main
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return super(FlaskGroup, self).main(*args, **kwargs)
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File "/Users/takadasusumuten/opt/anaconda3/lib/python3.7/site-packages/click/core.py", line 717, in main
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rv = self.invoke(ctx)
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File "/Users/takadasusumuten/opt/anaconda3/lib/python3.7/site-packages/click/core.py", line 1137, in invoke
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return _process_result(sub_ctx.command.invoke(sub_ctx))
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File "/Users/takadasusumuten/opt/anaconda3/lib/python3.7/site-packages/click/core.py", line 956, in invoke
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return ctx.invoke(self.callback, **ctx.params)
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File "/Users/takadasusumuten/opt/anaconda3/lib/python3.7/site-packages/click/core.py", line 555, in invoke
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return callback(*args, **kwargs)
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File "/Users/takadasusumuten/opt/anaconda3/lib/python3.7/site-packages/click/decorators.py", line 64, in new_func
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return ctx.invoke(f, obj, *args, **kwargs)
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File "/Users/takadasusumuten/opt/anaconda3/lib/python3.7/site-packages/click/core.py", line 555, in invoke
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return callback(*args, **kwargs)
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File "/Users/takadasusumuten/opt/anaconda3/lib/python3.7/site-packages/flask/cli.py", line 848, in run_command
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app = DispatchingApp(info.load_app, use_eager_loading=eager_loading)
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File "/Users/takadasusumuten/opt/anaconda3/lib/python3.7/site-packages/flask/cli.py", line 305, in __init__
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self._load_unlocked()
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File "/Users/takadasusumuten/opt/anaconda3/lib/python3.7/site-packages/flask/cli.py", line 330, in _load_unlocked
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self._app = rv = self.loader()
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File "/Users/takadasusumuten/opt/anaconda3/lib/python3.7/site-packages/flask/cli.py", line 388, in load_app
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app = locate_app(self, import_name, name)
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File "/Users/takadasusumuten/opt/anaconda3/lib/python3.7/site-packages/flask/cli.py", line 240, in locate_app
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__import__(module_name)
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File "/Users/takadasusumuten/Desktop/python/img_recog/img_recog.py", line 19, in <module>
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graph = tf.get_default_graph()
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AttributeError: module 'tensorflow' has no attribute 'get_default_graph'
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(助けて下さい)tensorflowのエラー
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(助けて下さい)tensorflowのエラー。
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tensorflowのFailedPreconditionError
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flaskとOpenCV
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flaskとOpenCVのエラー
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