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October 5, 2022 09:36
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Very basic REST API for OpenAI gym
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| #!flask/bin/python | |
| import gym | |
| from flask import Flask, Response, jsonify | |
| import datetime | |
| app = Flask(__name__) | |
| envname = 'CartPole-v0' | |
| env = gym.make(envname) | |
| env.reset() | |
| @app.route('/') | |
| def index(): | |
| return "Hello, World!" | |
| @app.route('/monitor/<string:state>', methods=['GET']) | |
| def monitor(state): | |
| if state == 'on': | |
| outdir = '/tmp/' + envname + '-results-' + str(datetime.datetime.now()) | |
| global env | |
| env = gym.make(envname) # an environment needs to be re-created so that the monitor can be started again | |
| env.monitor.start(outdir, force=True) | |
| env.reset() | |
| else: | |
| env.monitor.close() | |
| return jsonify({'monitor': state}) | |
| @app.route('/act/<int:action>', methods=['GET']) | |
| def act(action): | |
| ob, reward, done, _ = env.step(action) | |
| if done: | |
| env.reset() # automatically reset when done | |
| return jsonify({'observation': ob.tolist(), 'reward': reward, 'done': done}) | |
| @app.route('/reset', methods=['GET']) | |
| def reset(): | |
| env.reset() | |
| return jsonify({'reset': True}) | |
| if __name__ == '__main__': | |
| app.run(debug=True) |
Do you know how to deploy a trained Deep Reinforcement model to Flask API and render in browser?
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Hi !
Is this worked?