diff --git a/.gitattributes b/.gitattributes index c7d9f3332a950355d5a77d85000f05e6f45435ea..3fa076007ed129a1a3f024d2f17146ba12fe027d 100644 --- a/.gitattributes +++ b/.gitattributes @@ -32,3 +32,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.zip filter=lfs diff=lfs merge=lfs -text *.zst filter=lfs diff=lfs merge=lfs -text *tfevents* filter=lfs diff=lfs merge=lfs -text +DI-sheep/service/ckpt_best.pth.tar filter=lfs diff=lfs merge=lfs -text +DI-sheep/ui/public/demo.gif filter=lfs diff=lfs merge=lfs -text +DI-sheep/ui/public/sound-disco.mp3 filter=lfs diff=lfs merge=lfs -text diff --git a/DI-sheep/LICENSE b/DI-sheep/LICENSE new file mode 100644 index 0000000000000000000000000000000000000000..afdfe50e72e0e63f3b2bd373e6147a170277ffdc --- /dev/null +++ b/DI-sheep/LICENSE @@ -0,0 +1,202 @@ + + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright 2017 Google Inc. + + 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 + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. diff --git a/DI-sheep/README.md b/DI-sheep/README.md new file mode 100644 index 0000000000000000000000000000000000000000..39dc4440d952fe2cb421218170f104c7dea5bb5e --- /dev/null +++ b/DI-sheep/README.md @@ -0,0 +1,103 @@ +# DI-sheep:深度强化学习 + 羊了个羊 + +当 AI 技术的明珠——深度强化学习,遇到号称“通关率只有0.01%”的游戏“羊了个羊”,会碰撞出哪些奇思妙想呢? + +P.S. 路过记得点个 star ![stars - di-sheep](https://img.shields.io/github/stars/opendilab/di-sheep?style=social) ,持续更新ing。 + +P.S.S. 想了解更多深度强化学习相关知识?快来 [DI-engine](https://github.com/opendilab/DI-engine) 训练自己的智能体。 + +
+ +
+ +# News +- [bilibili] [羊群加不进去?那就来加猫群叭!深度强化学习版的羊了个羊来了](https://www.bilibili.com/video/BV1N24y1o7Lw/?spm_id_from=333.999.0.0) +- [WeChat] [万事开头难?喵小DI玩“羊了个羊”可不难](https://mp.weixin.qq.com/s/4Z3WtkcWRp6x4x60RVELfQ) + +# 使用指南 + +## 算法原理解析 +![disheep drawio](https://user-images.githubusercontent.com/33195032/191955286-7c309e9d-6e35-491f-93b3-b14cd1fe033f.png) + +## 快速上手 + +- 如果想**在线试玩** --> [在线网页(改进中)](https://opendilab.net/sheep) +- 如果想**本地部署/测试** + - 服务端(Python) + ```shell + # 预先安装好 Python3 + cd service + pip install -r requirement.txt + FLASK_APP=app.py flask run # 玩家试玩 + # FLASK_APP=agent_app.py flask run # 玩家 + AI 试玩 + ``` + - 客户端(react) + ```shell + # 预先安装好 node.js 和 react + cd ui + npm run build + npm run preview + ``` + 然后在网页中打开对应链接即可 +- 如果想进行完整的深度强化学习训练 + ```shell + # 预先安装好 Python3 + cd service + pip install -r requirement-train.txt + python3 -u sheep_ppo_main.py + ``` +- 如果想使用定义好的 gym 羊了个羊环境 --> 点个 star 之后直接暴力 CTRL C+V 拿走 `service/sheep_env.py` 尽情魔改 +- 如果想获得训练好的深度强化学习模型 --> 访问 [OpenDILab官网下载链接](https://opendilab.net/download/DI-sheep/) (目前提供了两种试玩模型,但智能体仍有很多进步空间) +- 如果想了解更多深度强化学习相关知识 --> 欢迎参阅 [DI-engine](https://github.com/opendilab/DI-engine) 和[相关文档](https://di-engine-docs.readthedocs.io/zh_CN/latest/) +- 如果想了解未来的更新计划 --> 请参阅[更新计划](#更新计划) +- 如果有其他问题或想法 --> 欢迎 github ISSUE 区讨论,或是贡献 Pull requests + +## 项目结构 +```text +. +├── LICENSE +├── ui --> react 网页前端 +└── service --> Python 核心模块(算法和服务端) + ├── app.py --> flask 服务 app (仅人类操作) + ├── agent_app.py --> flask 服务 app(人类+AI操作) + ├── requirement.txt --> Python 依赖库列表 + ├── sheep_env.py --> gym 格式环境 + ├── sheep_model.py --> 基于 PyTorch 的 Actor-Critic 神经网络模型 + ├── sheep_ppo_main.py --> 基于 DI-engine 的深度强化学习训练主函数 + ├── test_sheep_env.py --> gym 格式环境的单元测试 + └── test_sheep_model.py --> 神经网络模型的单元测试 +``` + + + +# 更新计划 + +## 算法 + +- [ ] 强化学习训练参数调整和算法微调 +- [ ] 提供可供本地试玩的模型权重 +- [ ] 详细的神经网络和强化学习算法设计文档 +- [ ] model-based RL 和 planning 算法 +- [ ] 神经网络压缩(用于部署) + +## 环境 +- [ ] 添加原类型游戏(比如3tiles)中的各种道具 +- [ ] 牌的层数问题如何定义 +- [ ] 结合 JAX 优化环境运行速度 +- [ ] 更多结合 AI 的玩法设计 + + +## 应用 +- [x] 更多自定义主题和 BGM +- [x] 在线网页端部署 +- [x] 样例神经网络权重下载 +- [ ] 更多 AI 训练时的行为分析 +- [ ] 移动端应用(欢迎Android/IOS开发者支持) + + +# 致谢 +- react 前端部分主要参考 https://github.com/StreakingMan/solvable-sheep-game ,请大家也多多支持这个 repo + + +# License +DI-sheep is released under the Apache 2.0 license. diff --git a/DI-sheep/service/agent_app.py b/DI-sheep/service/agent_app.py new file mode 100644 index 0000000000000000000000000000000000000000..397a4960e5b3bec55c0ac35fc5d1f80dc03acefa --- /dev/null +++ b/DI-sheep/service/agent_app.py @@ -0,0 +1,161 @@ +import time +import numpy as np +import torch +from flask import Flask, request, jsonify, make_response +from flask_restplus import Api, Resource, fields +from threading import Thread +from sheep_env import SheepEnv +from sheep_model import SheepModel + +flask_app = Flask(__name__) +app = Api( + app=flask_app, + version="0.0.1", + title="DI-sheep App", + description="Play Sheep with Deep Reinforcement Learning, Powered by OpenDILab" +) + +name_space = app.namespace('DI-sheep', description='DI-sheep APIs') +model = app.model( + 'DI-sheep params', { + 'command': fields.String(required=False, description="Command Field", help="reset, step"), + 'argument': fields.Integer(required=False, description="Argument Field", help="reset->level, step->action"), + } +) +MAX_ENV_NUM = 50 +ENV_TIMEOUT_SECOND = 60 +envs = {} +model = SheepModel(item_obs_size=80, item_num=30, global_obs_size=19) +ckpt = torch.load('ckpt_best.pth.tar', map_location='cpu')['model'] +ckpt = {'item_encoder.encoder' + k.split('item_encoder')[-1] if 'item_encoder' in k else k: v for k, v in ckpt.items()} # compatibility for v1 and v2 model +model.load_state_dict(ckpt) + + +def random_action(obs, env): + action_mask = obs['action_mask'] + action = np.random.choice(len(action_mask), p=action_mask / action_mask.sum()) + return action + + +def env_monitor(): + while True: + cur_time = time.time() + pop_keys = [] + for k, v in envs.items(): + if cur_time - v['update_time'] >= ENV_TIMEOUT_SECOND: + pop_keys.append(k) + for k in pop_keys: + envs.pop(k) + time.sleep(1) + + +app.env_thread = Thread(target=env_monitor, daemon=True) +app.env_thread.start() + + +@name_space.route("/") +class MainClass(Resource): + + def options(self): + response = make_response() + response.headers.add("Access-Control-Allow-Origin", "*") + response.headers.add('Access-Control-Allow-Headers', "*") + response.headers.add('Access-Control-Allow-Methods', "*") + return response + + @app.expect(model) + def post(self): + try: + t_start = time.time() + data = request.json + cmd, arg, uid = data['command'], data['argument'], data['uid'] + ip = request.remote_addr + uid + + if ip not in envs: + if cmd == 'reset': + if len(envs) >= MAX_ENV_NUM: + response = jsonify( + { + "statusCode": 501, + "status": "No enough env resource, please wait a moment", + } + ) + response.headers.add('Access-Control-Allow-Origin', '*') + return response + else: + env = SheepEnv(1, agent=True, max_padding=True) + env.seed(0) + envs[ip] = {'env': env, 'update_time': time.time()} + else: + response = jsonify( + { + "statusCode": 501, + "status": "No response for too long time, please reset the game", + } + ) + response.headers.add('Access-Control-Allow-Origin', '*') + return response + else: + env = envs[ip]['env'] + envs[ip]['update_time'] = time.time() + + if cmd == 'reset': + obs = env.reset(arg) + action = model.compute_action(obs) + # action = random_action(obs, env) + scene = [item.to_json() for item in env.scene if item is not None] + response = jsonify( + { + "statusCode": 200, + "status": "Execution action", + "result": { + "scene": scene, + "max_item_num": env.total_item_num, + "action": action, + } + } + ) + elif cmd == 'step': + obs, _, done, _ = env.step(arg) + action = model.compute_action(obs) + # action = random_action(obs, env) + scene = [item.to_json() for item in env.scene if item is not None] + bucket = [item.to_json() for item in env.bucket] + response = jsonify( + { + "statusCode": 200, + "status": "Execution action", + "result": { + "scene": scene, + "bucket": bucket, + "done": done, + "action": action, + } + } + ) + else: + response = jsonify({ + "statusCode": 500, + "status": "Invalid command: {}".format(cmd), + }) + response.headers.add('Access-Control-Allow-Origin', '*') + return response + print('backend process time: {}'.format(time.time() - t_start)) + print('current env number: {}'.format(len(envs))) + response.headers.add('Access-Control-Allow-Origin', '*') + return response + except Exception as e: + import traceback + print(repr(e)) + print(traceback.format_exc()) + response = jsonify({ + "statusCode": 500, + "status": "Could not execute action", + }) + response.headers.add('Access-Control-Allow-Origin', '*') + return response + +if __name__ == "__main__": + flask_app.run(host='0.0.0.0') + + diff --git a/DI-sheep/service/app.py b/DI-sheep/service/app.py new file mode 100644 index 0000000000000000000000000000000000000000..4ef18e6b99ccb80cb2b0d4b86ff8970367c7ff30 --- /dev/null +++ b/DI-sheep/service/app.py @@ -0,0 +1,142 @@ +import time +from flask import Flask, request, jsonify, make_response +from flask_restplus import Api, Resource, fields +from threading import Thread +from sheep_env import SheepEnv + +flask_app = Flask(__name__) +app = Api( + app=flask_app, + version="0.0.1", + title="DI-sheep App", + description="Play Sheep with Deep Reinforcement Learning, Powered by OpenDILab" +) + +name_space = app.namespace('DI-sheep', description='DI-sheep APIs') +model = app.model( + 'DI-sheep params', { + 'command': fields.String(required=False, description="Command Field", help="reset, step"), + 'argument': fields.Integer(required=False, description="Argument Field", help="reset->level, step->action"), + } +) +MAX_ENV_NUM = 50 +ENV_TIMEOUT_SECOND = 60 +envs = {} + + +def env_monitor(): + while True: + cur_time = time.time() + pop_keys = [] + for k, v in envs.items(): + if cur_time - v['update_time'] >= ENV_TIMEOUT_SECOND: + pop_keys.append(k) + for k in pop_keys: + envs.pop(k) + time.sleep(1) + + +app.env_thread = Thread(target=env_monitor, daemon=True) +app.env_thread.start() + + +@name_space.route("/") +class MainClass(Resource): + + def options(self): + response = make_response() + response.headers.add("Access-Control-Allow-Origin", "*") + response.headers.add('Access-Control-Allow-Headers', "*") + response.headers.add('Access-Control-Allow-Methods', "*") + return response + + @app.expect(model) + def post(self): + try: + t_start = time.time() + data = request.json + cmd, arg, uid = data['command'], data['argument'], data['uid'] + ip = request.remote_addr + ip = str(ip) + str(uid) + + if ip not in envs: + if cmd == 'reset': + if len(envs) >= MAX_ENV_NUM: + response = jsonify( + { + "statusCode": 501, + "status": "No enough env resource, please wait a moment", + } + ) + response.headers.add('Access-Control-Allow-Origin', '*') + return response + else: + env = SheepEnv(1, agent=False) + envs[ip] = {'env': env, 'update_time': time.time()} + else: + response = jsonify( + { + "statusCode": 501, + "status": "No response for too long time, please reset the game", + } + ) + response.headers.add('Access-Control-Allow-Origin', '*') + return response + else: + env = envs[ip]['env'] + envs[ip]['update_time'] = time.time() + if cmd == 'reset': + env.reset(arg) + scene = [item.to_json() for item in env.scene if item is not None] + response = jsonify( + { + "statusCode": 200, + "status": "Execution action", + "result": { + "scene": scene, + "max_item_num": env.total_item_num, + } + } + ) + elif cmd == 'step': + _, _, done, _ = env.step(arg) + scene = [item.to_json() for item in env.scene if item is not None] + bucket = [item.to_json() for item in env.bucket] + response = jsonify( + { + "statusCode": 200, + "status": "Execution action", + "result": { + "scene": scene, + "bucket": bucket, + "done": done, + } + } + ) + else: + response = jsonify({ + "statusCode": 500, + "status": "Invalid command: {}".format(cmd), + }) + response.headers.add('Access-Control-Allow-Origin', '*') + return response + print('backend process time: {}'.format(time.time() - t_start)) + print('current env number: {}'.format(len(envs))) + response.headers.add('Access-Control-Allow-Origin', '*') + return response + except Exception as e: + import traceback + print(repr(e)) + print(traceback.format_exc()) + response = jsonify({ + "statusCode": 500, + "status": "Could not execute action", + }) + response.headers.add('Access-Control-Allow-Origin', '*') + return response + +if __name__ == "__main__": + flask_app.run(host='0.0.0.0') + + + diff --git a/DI-sheep/service/ckpt_best.pth.tar b/DI-sheep/service/ckpt_best.pth.tar new file mode 100644 index 0000000000000000000000000000000000000000..09b6bb91d0a2a2920795e225ee6245bc0499320c --- /dev/null +++ b/DI-sheep/service/ckpt_best.pth.tar @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6fda262054a2d69e44b9a2189c82be0203f412f432a37a7e9ec9b93dd0416e18 +size 3403809 diff --git a/DI-sheep/service/requirement-train.txt b/DI-sheep/service/requirement-train.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad09fe5a687c8acdb6edd9636e7a1398b32cf09d --- /dev/null +++ b/DI-sheep/service/requirement-train.txt @@ -0,0 +1 @@ +DI-engine>=0.4.5 diff --git a/DI-sheep/service/requirement.txt b/DI-sheep/service/requirement.txt new file mode 100644 index 0000000000000000000000000000000000000000..4642d2371ce593ec1aa7c650ee5be9ae815b4ff7 --- /dev/null +++ b/DI-sheep/service/requirement.txt @@ -0,0 +1,8 @@ +flask==1.1.2 +flask-restplus==0.13.0 +werkzeug==0.16.0 +jinja2==3.0.3 +markupsafe==2.0.1 +itsdangerous==2.0.1 +numpy +gym diff --git a/DI-sheep/service/sheep_env.py b/DI-sheep/service/sheep_env.py new file mode 100644 index 0000000000000000000000000000000000000000..2654b41e5d467620da91d20ae9bb8f5cd30c72f3 --- /dev/null +++ b/DI-sheep/service/sheep_env.py @@ -0,0 +1,248 @@ +from typing import Tuple, Optional, Dict +from collections import deque +import copy +import gym +import json +import uuid +import numpy as np + + +class Item: + + def __init__(self, icon, offset, row, column): + self.icon = icon + self.offset = offset + self.row = row + self.column = column + self.uid = str(uuid.uuid4()) + self.x = column * 100 + offset + self.y = row * 100 + offset + self.grid_x = self.x % 25 + self.grid_y = self.y % 25 + self.accessible = 1 + self.visible = 1 + + def __repr__(self) -> str: + return 'icon({})'.format(self.icon) + + def to_json(self): + return json.dumps(self, default=lambda o: o.__dict__ if hasattr(o, '__dict__') else int(o) if isinstance(o,np.int64) else "", sort_keys=True, indent=2) + + +class SheepEnv(gym.Env): + max_level = 10 + R = 10 + icons = [i for i in range(10)] + ranges = [ + [2, 6], + [1, 6], + [1, 7], + [0, 7], + [0, 8], + ] + + def __init__(self, level: int, bucket_length: int = 7, agent: bool = True, max_padding: bool = False) -> None: + self.level = level + assert 1 <= self.level <= self.max_level + self.bucket_length = bucket_length + self.agent = agent + self.max_padding = max_padding + self._make_game() + + def seed(self, seed: int) -> None: + self._seed = seed + np.random.seed(self._seed) + + def _make_game(self) -> None: + # TODO wash scene + self.icon_pool = self.icons[:2 * self.level] + self.offset_pool = [0, 25, 50, 75][:1 + self.level] + self.selected_range = self.ranges[min(4, self.level - 1)] + self.max_item_per_icon = 9 + self.max_level_item_num = len(self.icons) * self.max_item_per_icon + 2 + if self.level >= 10: + self.item_per_icon = 6 + (self.level - 5 + 1) // 2 + # add non-divisible items + self.item_non_div = 2 + else: + self.item_per_icon = 6 + self.item_non_div = 0 + self.total_item_num = len(self.icon_pool) * self.item_per_icon + self.item_non_div + + self.scene = [] + self.bucket = deque(maxlen=self.bucket_length) + + N = self.selected_range[1] - self.selected_range[0] - 1 + for i in range(len(self.icon_pool)): + for j in range(self.item_per_icon): + row = self.selected_range[0] + np.int64(N * np.random.random()) + column = self.selected_range[0] + np.int64(N * np.random.random()) + offset = self.offset_pool[np.int64(np.random.random() * len(self.offset_pool))] + item = Item(self.icon_pool[i], offset, row, column) + self.scene.append(item) + if self.item_non_div > 0: + for icon in np.random.choice(self.icon_pool, size=self.item_non_div, replace=False): + row = self.selected_range[0] + np.int64(N * np.random.random()) + column = self.selected_range[0] + np.int64(N * np.random.random()) + offset = self.offset_pool[np.int64(np.random.random() * len(self.offset_pool))] + item = Item(int(icon), offset, row, column) + self.scene.append(item) + + self.cur_item_num = len(self.scene) + self.reward_3tiles = self.R * 0.5 / (len(self.scene) // 3) + + self._update_visible_accessible() + self._set_space() + + def _update_visible_accessible(self) -> None: + for i in range(self.total_item_num): + covered_items = [] + item1 = self.scene[i] + if item1 is None: + continue + item1.accessible = 1 + for j in range(i + 1, self.total_item_num): + item2 = self.scene[j] + if item2 is None: + continue + if not (item2.x + 100 <= item1.x or item2.x >= item1.x + 100 or item2.y + 100 <= item1.y + or item2.y >= item1.y + 100): + item1.accessible = 0 + if not self.agent: + break + covered_items.append(item2) + if self.agent and len(covered_items) > 0: + flag = np.zeros((2, 2)).astype(np.int64) # core offset 50x50 is visible + core_x, core_y = item1.x + 25, item1.y + 25 + for item in covered_items: + min_x = max(core_x, item.x) + max_x = min(core_x + 50, item.x + 100) + min_y = max(core_y, item.y) + max_y = min(core_y + 50, item.y + 100) + if min_x < max_x or min_y < max_y: + # top left: (max_x, max_y) + # bottom right: (min_x, min_y) + flag[(min_x - core_x) // 25:(max_x - core_x) // 25, + (min_y - core_y) // 25:(max_y - core_y) // 25] = 1 + if flag.sum() == 4: + break + item1.visible = int(flag.sum() < 4) + else: + item1.visible = 1 + + def _execute_action(self, action: int) -> float: + action_item = copy.deepcopy(self.scene[action]) + assert action_item is not None, action + self.scene[action] = None + self.cur_item_num -= 1 + same_items = [] + for i in range(len(self.bucket)): + item = self.bucket[i] + if item.icon == action_item.icon: + same_items.append(item) + + if len(same_items) == 2: + for item in same_items: + self.bucket.remove(item) + return copy.deepcopy(self.reward_3tiles) # necessary deepcopy + else: + self.bucket.append(action_item) + return 0. + + def reset(self, level: Optional[int] = None) -> Dict: + if level is not None: + self.level = level + assert 1 <= self.level <= self.max_level + self._make_game() + self._set_space() + return self._get_obs() + + def close(self) -> None: + pass + + # usually overwritten methods + + def step(self, action: int) -> Tuple: + rew = self._execute_action(action) + self._update_visible_accessible() + + obs = self._get_obs() + if self.cur_item_num == 0: + rew += self.R + done = True + elif len(self.bucket) == self.bucket_length: + rew -= self.R + done = True + else: + done = False + info = {} + return obs, rew, done, info + + def _get_obs(self) -> Dict: + item_obs = np.zeros((self.total_item_num, self.item_size)) + action_mask = np.zeros(self.total_item_num).astype(np.uint8) + + L, N = self.L, self.N + p1, p2, p3 = L + N, L + N + N, L + N + N + 2 + for i in range(len(self.scene)): + item = self.scene[i] + if item is None: + item_obs[i][L - 1] = 1 + else: + item_obs[i][L + item.grid_x] = 1 + item_obs[i][p1 + item.grid_y] = 1 + item_obs[i][p3 + item.visible] = 1 + if item.visible: + item_obs[i][item.icon] = 1 + item_obs[i][p2 + item.accessible] = 1 + else: + item_obs[i][L - 2] = 1 + if item.accessible: + action_mask[i] = 1 + + bucket_obs = np.zeros(3 * len(self.icons)) + bucket_icon_stat = [0 for _ in range(len(self.icons))] + for item in self.bucket: + bucket_icon_stat[item.icon] += 1 + for i in range(len(bucket_icon_stat)): + bucket_obs[i * 3 + bucket_icon_stat[i]] = 1 + + global_obs = np.zeros(self.global_size) + if self.max_padding: + global_obs[self.cur_item_num // self.max_item_per_icon] = 1 + else: + global_obs[self.cur_item_num // self.item_per_icon] = 1 + global_obs[self.global_size - self.bucket_length - 1 + len(self.bucket)] = 1 + + return { + 'item_obs': item_obs, + 'bucket_obs': bucket_obs, + 'global_obs': global_obs, + 'action_mask': action_mask, + } + + def _set_space(self) -> None: + if self.max_padding: + N = self.ranges[-1][1] - self.ranges[-1][0] + # icon + x + y + accessible + visible + L = len(self.icons) + 2 # +2 for not visible and move out + else: + N = self.selected_range[1] - self.selected_range[0] + # icon + x + y + accessible + visible + L = len(self.icon_pool) + 2 # +2 for not visible and move out + self.L, self.N = L, N + self.item_size = L + 4 * N * 2 + 2 + 2 + if self.max_padding: + self.global_size = self.max_level_item_num // self.max_item_per_icon + 1 + self.bucket_length + 1 + else: + self.global_size = self.total_item_num // self.item_per_icon + 1 + self.bucket_length + 1 + self.observation_space = gym.spaces.Dict( + { + 'item_obs': gym.spaces.Box(0, 1, dtype=np.float32, shape=(self.total_item_num, self.item_size)), + 'bucket_obs': gym.spaces.Box(0, 1, dtype=np.float32, shape=(3 * len(self.icons), )), + 'global_obs': gym.spaces.Box(0, 1, dtype=np.float32, shape=(self.global_size, )), + 'action_mask': gym.spaces.Box(0, 1, dtype=np.float32, shape=(self.total_item_num, )) # TODO + } + ) + self.action_space = gym.spaces.Discrete(self.total_item_num) + self.reward_space = gym.spaces.Box(-self.R * 1.5, self.R * 1.5, dtype=np.float32) diff --git a/DI-sheep/service/sheep_model.py b/DI-sheep/service/sheep_model.py new file mode 100644 index 0000000000000000000000000000000000000000..bbf29ba438d74245eb602bdfe2e43218af63397d --- /dev/null +++ b/DI-sheep/service/sheep_model.py @@ -0,0 +1,126 @@ +import torch +import torch.nn as nn +import treetensor.torch as ttorch +from ding.torch_utils import Transformer, MLP, unsqueeze, to_tensor + + +class ItemEncoder(nn.Module): + encoder_type = ['TF', 'MLP', 'two_stage_MLP'] + + def __init__(self, item_obs_size=60, item_num=30, item_encoder_type='TF', hidden_size=64, activation=nn.ReLU()): + super(ItemEncoder, self).__init__() + assert item_encoder_type in self.encoder_type, "not support item encoder type: {}/{}".format(item_encoder_type, self.encoder_type) + self.item_encoder_type = item_encoder_type + self.item_num = item_num + self.hidden_size = hidden_size + + if self.item_encoder_type == 'TF': + self.encoder = Transformer( + item_obs_size, + hidden_dim=2 * hidden_size, + output_dim=hidden_size, + activation=activation + ) + elif self.item_encoder_type == 'MLP': + self.encoder = MLP( + item_obs_size, + hidden_size, + hidden_size, + layer_num=3, + activation=activation + ) + elif self.item_encoder_type == 'two_stage_MLP': + self.trans_len = 16 + self.encoder_1 = MLP( + item_obs_size, + hidden_size, + self.trans_len, + layer_num=3, + activation=activation + ) + self.encoder_2 = MLP( + self.trans_len*self.item_num, + hidden_size, + self.item_num*hidden_size, + layer_num=2, + activation=activation + ) + + def forward(self, item_obs): + if self.item_encoder_type == 'two_stage_MLP': + item_embedding_1 = self.encoder_1(item_obs) # (B, M, L) + item_embedding_2 = torch.reshape(item_embedding_1, [-1, self.trans_len*self.item_num]) + item_embedding = self.encoder_2(item_embedding_2) + item_embedding = torch.reshape(item_embedding, [-1, self.item_num, self.hidden_size]) + else: + item_embedding = self.encoder(item_obs) + return item_embedding + + +class SheepModel(nn.Module): + mode = ['compute_actor', 'compute_critic', 'compute_actor_critic'] + + def __init__(self, item_obs_size=60, item_num=30, item_encoder_type='TF', bucket_obs_size=30, global_obs_size=17, hidden_size=64, activation=nn.ReLU(), ttorch_return=False): + super(SheepModel, self).__init__() + self.item_encoder = ItemEncoder(item_obs_size, item_num, item_encoder_type, hidden_size, activation=activation) + self.bucket_encoder = MLP(bucket_obs_size, hidden_size, hidden_size, layer_num=3, activation=activation) + self.global_encoder = MLP(global_obs_size, hidden_size, hidden_size, layer_num=2, activation=activation) + self.value_head = nn.Sequential( + MLP(hidden_size, hidden_size, hidden_size, layer_num=2, activation=activation), nn.Linear(hidden_size, 1) + ) + self.ttorch_return = ttorch_return + + def compute_actor(self, x): + item_embedding = self.item_encoder(x['item_obs']) + bucket_embedding = self.bucket_encoder(x['bucket_obs']) + global_embedding = self.global_encoder(x['global_obs']) + + key = item_embedding + query = bucket_embedding + global_embedding + query = query.unsqueeze(1) + logit = (key * query).sum(2) + logit.masked_fill_(~x['action_mask'].bool(), value=-1e9) + if self.ttorch_return: + return logit + else: + return {'logit': logit} + + def compute_critic(self, x): + item_embedding = self.item_encoder(x['item_obs']) + bucket_embedding = self.bucket_encoder(x['bucket_obs']) + global_embedding = self.global_encoder(x['global_obs']) + + embedding = item_embedding.mean(1) + bucket_embedding + global_embedding + value = self.value_head(embedding) + if self.ttorch_return: + return value.squeeze(1) + else: + return {'value': value.squeeze(1)} + + def compute_actor_critic(self, x): + item_embedding = self.item_encoder(x['item_obs']) + bucket_embedding = self.bucket_encoder(x['bucket_obs']) + global_embedding = self.global_encoder(x['global_obs']) + + key = item_embedding + query = bucket_embedding + global_embedding + query = query.unsqueeze(1) + logit = (key * query).sum(2) + logit.masked_fill_(~x['action_mask'].bool(), value=-1e9) + + embedding = item_embedding.mean(1) + bucket_embedding + global_embedding + value = self.value_head(embedding) + if self.ttorch_return: + return ttorch.as_tensor({'logit': logit, 'value': value.squeeze(1)}) + else: + return {'logit': logit, 'value': value.squeeze(1)} + + def forward(self, x, mode): + assert mode in self.mode, "not support forward mode: {}/{}".format(mode, self.mode) + return getattr(self, mode)(x) + + def compute_action(self, x): + x = unsqueeze(to_tensor(x)) + with torch.no_grad(): + logit = self.compute_actor(x)['logit'] + return logit.argmax(dim=-1)[0].item() diff --git a/DI-sheep/service/sheep_ppo_level9_main.py b/DI-sheep/service/sheep_ppo_level9_main.py new file mode 100644 index 0000000000000000000000000000000000000000..71b16d2ff8acf2f99cdf2269bc144a0ff7e27551 --- /dev/null +++ b/DI-sheep/service/sheep_ppo_level9_main.py @@ -0,0 +1,123 @@ +import os +from easydict import EasyDict +from tensorboardX import SummaryWriter +from ding.config import compile_config +from ding.envs import create_env_manager, DingEnvWrapper, EvalEpisodeReturnEnv +from ding.policy import PPOPolicy +from ding.worker import BaseLearner, create_serial_collector, InteractionSerialEvaluator +from ding.utils import set_pkg_seed + +from sheep_env import SheepEnv +from sheep_model import SheepModel + +sheep_ppo_config = dict( + exp_name='level9/sheep_ppo_MLP_1M_seed0', + env=dict( + env_id='Sheep-v0', + level=10, + collector_env_num=8, + evaluator_env_num=10, + n_evaluator_episode=10, + # stop_value=15, + stop_value=1e6, # to run fixed env step + ), + policy=dict( + cuda=True, + recompute_adv=True, + action_space='discrete', + model=dict(), + learn=dict( + epoch_per_collect=10, + batch_size=320, + learning_rate=3e-4, + value_weight=0.5, + entropy_weight=0.001, + clip_ratio=0.2, + adv_norm=False, + value_norm=True, + ), + collect=dict( + n_sample=3200, + discount_factor=0.99, + gae_lambda=0.95, + ), + eval=dict(evaluator=dict(eval_freq=500, )), + ), +) +sheep_ppo_config = EasyDict(sheep_ppo_config) +main_config = sheep_ppo_config + +sheep_ppo_create_config = dict( + env=dict( + type='mujoco', + import_names=['dizoo.mujoco.envs.mujoco_env'], + ), + env_manager=dict(type='subprocess'), + policy=dict(type='ppo', ), +) +sheep_ppo_create_config = EasyDict(sheep_ppo_create_config) +create_config = sheep_ppo_create_config + + +def sheep_env_fn(level): + return DingEnvWrapper( + SheepEnv(level), cfg={'env_wrapper': [ + lambda env: EvalEpisodeReturnEnv(env), + ]} + ) + + +def main(input_cfg, seed, max_env_step=int(1e6), max_train_iter=int(1e6)): + cfg, create_cfg = input_cfg + cfg = compile_config(cfg, seed=seed, auto=True, create_cfg=create_cfg) + collector_env = create_env_manager( + cfg.env.manager, [lambda: sheep_env_fn(cfg.env.level) for _ in range(cfg.env.collector_env_num)] + ) + evaluator_env = create_env_manager( + cfg.env.manager, [lambda: sheep_env_fn(cfg.env.level) for _ in range(cfg.env.evaluator_env_num)] + ) + collector_env.seed(cfg.seed, dynamic_seed=False) + evaluator_env.seed(cfg.seed, dynamic_seed=False) + set_pkg_seed(cfg.seed, use_cuda=cfg.policy.cuda) + + obs_space = collector_env._env_ref.observation_space + model = SheepModel( + obs_space['item_obs'].shape[1], + obs_space['item_obs'].shape[0], + 'TF', + obs_space['bucket_obs'].shape[0], + obs_space['global_obs'].shape[0] + ) + policy = PPOPolicy(cfg.policy, model=model, enable_field=['learn', 'collect', 'eval']) + + tb_logger = SummaryWriter(os.path.join('./{}/log/'.format(cfg.exp_name), 'serial')) + learner = BaseLearner(cfg.policy.learn.learner, policy.learn_mode, tb_logger, exp_name=cfg.exp_name) + collector = create_serial_collector( + cfg.policy.collect.collector, + env=collector_env, + policy=policy.collect_mode, + tb_logger=tb_logger, + exp_name=cfg.exp_name + ) + evaluator = InteractionSerialEvaluator( + cfg.policy.eval.evaluator, evaluator_env, policy.eval_mode, tb_logger, exp_name=cfg.exp_name + ) + + learner.call_hook('before_run') + + while True: + if evaluator.should_eval(learner.train_iter): + stop, reward = evaluator.eval(learner.save_checkpoint, learner.train_iter, collector.envstep) + if stop: + break + new_data = collector.collect(train_iter=learner.train_iter) + + learner.train(new_data, collector.envstep) + if collector.envstep >= max_env_step or learner.train_iter >= max_train_iter: + break + + learner.call_hook('after_run') + + +if __name__ == "__main__": + main([main_config, create_config], seed=0) diff --git a/DI-sheep/service/sheep_ppo_main.py b/DI-sheep/service/sheep_ppo_main.py new file mode 100644 index 0000000000000000000000000000000000000000..9704beb1c8fbea5fa9b2264016e1eb633f0150e0 --- /dev/null +++ b/DI-sheep/service/sheep_ppo_main.py @@ -0,0 +1,122 @@ +import os +from easydict import EasyDict +from tensorboardX import SummaryWriter +from ding.config import compile_config +from ding.envs import create_env_manager, DingEnvWrapper, EvalEpisodeReturnEnv +from ding.policy import PPOPolicy +from ding.worker import BaseLearner, create_serial_collector, InteractionSerialEvaluator +from ding.utils import set_pkg_seed + +from sheep_env import SheepEnv +from sheep_model import SheepModel + +sheep_ppo_config = dict( + exp_name='sheep_ppo_seed0', + env=dict( + env_id='Sheep-v0', + level=2, + collector_env_num=8, + evaluator_env_num=10, + n_evaluator_episode=10, + stop_value=15, + ), + policy=dict( + cuda=True, + recompute_adv=True, + action_space='discrete', + model=dict(), + learn=dict( + epoch_per_collect=10, + batch_size=320, + learning_rate=3e-4, + value_weight=0.5, + entropy_weight=0.001, + clip_ratio=0.2, + adv_norm=False, + value_norm=True, + ), + collect=dict( + n_sample=3200, + discount_factor=0.99, + gae_lambda=0.95, + ), + eval=dict(evaluator=dict(eval_freq=500, )), + ), +) +sheep_ppo_config = EasyDict(sheep_ppo_config) +main_config = sheep_ppo_config + +sheep_ppo_create_config = dict( + env=dict( + type='mujoco', + import_names=['dizoo.mujoco.envs.mujoco_env'], + ), + env_manager=dict(type='subprocess'), + policy=dict(type='ppo', ), +) +sheep_ppo_create_config = EasyDict(sheep_ppo_create_config) +create_config = sheep_ppo_create_config + + +def sheep_env_fn(level): + return DingEnvWrapper( + SheepEnv(level), cfg={'env_wrapper': [ + lambda env: EvalEpisodeReturnEnv(env), + ]} + ) + + +def main(input_cfg, seed, max_env_step=int(1e7), max_train_iter=int(1e7)): + cfg, create_cfg = input_cfg + cfg = compile_config(cfg, seed=seed, auto=True, create_cfg=create_cfg) + collector_env = create_env_manager( + cfg.env.manager, [lambda: sheep_env_fn(cfg.env.level) for _ in range(cfg.env.collector_env_num)] + ) + evaluator_env = create_env_manager( + cfg.env.manager, [lambda: sheep_env_fn(cfg.env.level) for _ in range(cfg.env.evaluator_env_num)] + ) + collector_env.seed(cfg.seed, dynamic_seed=False) + evaluator_env.seed(cfg.seed, dynamic_seed=False) + set_pkg_seed(cfg.seed, use_cuda=cfg.policy.cuda) + + obs_space = collector_env._env_ref.observation_space + model = SheepModel( + obs_space['item_obs'].shape[1], + obs_space['item_obs'].shape[0], + 'TF', + obs_space['bucket_obs'].shape[0], + obs_space['global_obs'].shape[0] + ) + policy = PPOPolicy(cfg.policy, model=model, enable_field=['learn', 'collect', 'eval']) + + tb_logger = SummaryWriter(os.path.join('./{}/log/'.format(cfg.exp_name), 'serial')) + learner = BaseLearner(cfg.policy.learn.learner, policy.learn_mode, tb_logger, exp_name=cfg.exp_name) + collector = create_serial_collector( + cfg.policy.collect.collector, + env=collector_env, + policy=policy.collect_mode, + tb_logger=tb_logger, + exp_name=cfg.exp_name + ) + evaluator = InteractionSerialEvaluator( + cfg.policy.eval.evaluator, evaluator_env, policy.eval_mode, tb_logger, exp_name=cfg.exp_name + ) + + learner.call_hook('before_run') + + while True: + if evaluator.should_eval(learner.train_iter): + stop, reward = evaluator.eval(learner.save_checkpoint, learner.train_iter, collector.envstep) + if stop: + break + new_data = collector.collect(train_iter=learner.train_iter) + + learner.train(new_data, collector.envstep) + if collector.envstep >= max_env_step or learner.train_iter >= max_train_iter: + break + + learner.call_hook('after_run') + + +if __name__ == "__main__": + main([main_config, create_config], seed=0) \ No newline at end of file diff --git a/DI-sheep/service/test_sheep_env.py b/DI-sheep/service/test_sheep_env.py new file mode 100644 index 0000000000000000000000000000000000000000..66c66d16e28f82957abbeacb40b1bcef394c0798 --- /dev/null +++ b/DI-sheep/service/test_sheep_env.py @@ -0,0 +1,23 @@ +import pytest +import numpy as np +from sheep_env import SheepEnv + + +@pytest.mark.unittest +def test_naive(): + env = SheepEnv(level=9) + obs = env.reset() + print(env.observation_space) + + while True: + action_mask = obs['action_mask'] + action = np.random.choice(len(action_mask), p=action_mask / action_mask.sum()) + obs, rew, done, info = env.step(action) + print(env.bucket, rew, done) + assert isinstance(obs, dict) + assert set(obs.keys()) == set(['item_obs', 'bucket_obs', 'global_obs', 'action_mask']) + assert np.isscalar(rew) + assert isinstance(done, bool) + assert isinstance(info, dict) + if done: + break diff --git a/DI-sheep/service/test_sheep_model.py b/DI-sheep/service/test_sheep_model.py new file mode 100644 index 0000000000000000000000000000000000000000..40eaf4bf8d632312383aea064b37f8b15b5b5285 --- /dev/null +++ b/DI-sheep/service/test_sheep_model.py @@ -0,0 +1,19 @@ +import pytest +import torch +from sheep_model import SheepModel + + +@pytest.mark.unittest +def test_naive(): + B, M = 3, 30 + model = SheepModel(item_num=30, item_encoder_type='two_stage_MLP') + data = { + 'item_obs': torch.randn(B, M, 60), + 'bucket_obs': torch.randn(B, 30), + 'global_obs': torch.randn(B, 17), + 'action_mask': torch.randint(0, 2, size=(M, )).bool() + } + + output = model.forward(data, mode='compute_actor_critic') + assert output['logit'].shape == (B, M) + assert output['value'].shape == (B, ) diff --git a/DI-sheep/ui/.commitlintrc.cjs b/DI-sheep/ui/.commitlintrc.cjs new file mode 100644 index 0000000000000000000000000000000000000000..eb86589cb4bddb2001e802b779a8509f5d6f60b9 --- /dev/null +++ b/DI-sheep/ui/.commitlintrc.cjs @@ -0,0 +1,9 @@ +/** + * commitlint config + * @ref http://commitlint.js.org/ + * @desc generated at 9/15/2022, 12:52:11 PM by streakingman-cli@1.9.2 + */ + +module.exports = { + extends: ['@commitlint/config-conventional'], +}; diff --git a/DI-sheep/ui/.editorconfig b/DI-sheep/ui/.editorconfig new file mode 100644 index 0000000000000000000000000000000000000000..7a57064d0bd82da8a3636818f88ad596b87e371b --- /dev/null +++ b/DI-sheep/ui/.editorconfig @@ -0,0 +1,15 @@ +# https://editorconfig.org/ +# generated at 9/15/2022, 12:52:15 PM by streakingman-cli@1.9.2 +# 该配置文件是给webstorm使用的 +root = true + +[*] +indent_style = space +indent_size = 4 +end_of_line = lf +charset = utf-8 +trim_trailing_whitespace = true +insert_final_newline = true + +[*.md] +trim_trailing_whitespace = false diff --git a/DI-sheep/ui/.eslintignore b/DI-sheep/ui/.eslintignore new file mode 100644 index 0000000000000000000000000000000000000000..a8d80d3b7a772dd05dcac0584994bc99ca06d852 --- /dev/null +++ b/DI-sheep/ui/.eslintignore @@ -0,0 +1,9 @@ +# generated at 9/15/2022, 12:51:49 PM by streakingman-cli@1.9.2 + +node_modules +dist + +!.eslintrc.js +!.prettierrc.js +!.commitlintrc.js +!.lintstagedrc.js diff --git a/DI-sheep/ui/.eslintrc.cjs b/DI-sheep/ui/.eslintrc.cjs new file mode 100644 index 0000000000000000000000000000000000000000..c25475d0d349d34cb1b370e6738256b5758ee876 --- /dev/null +++ b/DI-sheep/ui/.eslintrc.cjs @@ -0,0 +1,28 @@ +/** + * eslint config + * @ref http://eslint.cn/ + * @desc generated at 9/15/2022, 12:51:49 PM by streakingman-cli@1.9.2 + */ + +module.exports = { + root: true, + parser: '@typescript-eslint/parser', + parserOptions: { + sourceType: 'module', + ecmaVersion: 11, + }, + env: { + es6: true, + node: true, + }, + plugins: ['eslint-plugin-prettier', '@typescript-eslint'], + extends: [ + 'eslint:recommended', + 'plugin:react/recommended', + 'plugin:@typescript-eslint/recommended', + 'plugin:prettier/recommended', + ], + rules: { + 'prettier/prettier': 'error', + }, +}; diff --git a/DI-sheep/ui/.gitignore b/DI-sheep/ui/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..cf7ff2f72ee15f3de472fcf0e28bf41840cfc779 --- /dev/null +++ b/DI-sheep/ui/.gitignore @@ -0,0 +1,24 @@ +# Logs +logs +*.log +npm-debug.log* +yarn-debug.log* +yarn-error.log* +pnpm-debug.log* +lerna-debug.log* + +node_modules +# dist +dist-ssr +*.local + +# Editor directories and files +.vscode/* +!.vscode/extensions.json +.idea +.DS_Store +*.suo +*.ntvs* +*.njsproj +*.sln +*.sw? diff --git a/DI-sheep/ui/.husky/commit-msg b/DI-sheep/ui/.husky/commit-msg new file mode 100755 index 0000000000000000000000000000000000000000..7241764b9e0b44b13fdfcc6bf87671d29fb56cf0 --- /dev/null +++ b/DI-sheep/ui/.husky/commit-msg @@ -0,0 +1,4 @@ +#!/usr/bin/env sh +. "$(dirname -- "$0")/_/husky.sh" + +npx --no-install commitlint --edit diff --git a/DI-sheep/ui/.husky/pre-commit b/DI-sheep/ui/.husky/pre-commit new file mode 100755 index 0000000000000000000000000000000000000000..d24fdfc601b9ffe8ccc3fca5d3b873109dc56c4a --- /dev/null +++ b/DI-sheep/ui/.husky/pre-commit @@ -0,0 +1,4 @@ +#!/usr/bin/env sh +. "$(dirname -- "$0")/_/husky.sh" + +npx lint-staged diff --git a/DI-sheep/ui/.lintstagedrc.cjs b/DI-sheep/ui/.lintstagedrc.cjs new file mode 100644 index 0000000000000000000000000000000000000000..86547443f0777cd44de7569146046ee4c0429175 --- /dev/null +++ b/DI-sheep/ui/.lintstagedrc.cjs @@ -0,0 +1,11 @@ +/** + * lint-staged config + * @ref https://www.npmjs.com/package/lint-staged + * @desc generated at 9/15/2022, 12:52:11 PM by streakingman-cli@1.9.2 + */ + +module.exports = { + '!(dist/**/*)*.{[tj]s,[tj]sx,[cm]js}': ['eslint --fix'], + '!(dist/**/*)*.json': ['prettier --write'], + '!(dist/**/*)*.{css,scss}': ['stylelint --fix'], +}; diff --git a/DI-sheep/ui/.prettierrc.cjs b/DI-sheep/ui/.prettierrc.cjs new file mode 100644 index 0000000000000000000000000000000000000000..f7d06a97f96c65cf94d192c0e66100bebe27814c --- /dev/null +++ b/DI-sheep/ui/.prettierrc.cjs @@ -0,0 +1,12 @@ +/** + * prettier config + * @ref https://prettier.io/ + * @desc generated at 9/15/2022, 12:51:48 PM by streakingman-cli@1.9.2 + */ + +module.exports = { + tabWidth: 4, + singleQuote: true, + htmlWhitespaceSensitivity: 'css', + endOfLine: 'lf' +} diff --git a/DI-sheep/ui/.stylelintrc.cjs b/DI-sheep/ui/.stylelintrc.cjs new file mode 100644 index 0000000000000000000000000000000000000000..16bbc13557d938c9947a0d17bcb6f52ca0a2ccbe --- /dev/null +++ b/DI-sheep/ui/.stylelintrc.cjs @@ -0,0 +1,12 @@ +/** + * stylelint config + * @ref https://stylelint.io/ + * @desc generated at 9/15/2022, 12:51:58 PM by streakingman-cli@1.9.2 + */ + +module.exports = { + extends: [ + 'stylelint-config-standard-scss', + 'stylelint-config-prettier-scss', + ], +}; diff --git a/DI-sheep/ui/.versionrc.cjs b/DI-sheep/ui/.versionrc.cjs new file mode 100644 index 0000000000000000000000000000000000000000..7027a521261d0044892a2c3c4b0ee0e2fcaab53d --- /dev/null +++ b/DI-sheep/ui/.versionrc.cjs @@ -0,0 +1,5 @@ +module.exports = { + scripts: { + postbump: 'yarn build && git add dist/*', + }, +}; diff --git a/DI-sheep/ui/LICENSE.md b/DI-sheep/ui/LICENSE.md new file mode 100644 index 0000000000000000000000000000000000000000..f288702d2fa16d3cdf0035b15a9fcbc552cd88e7 --- /dev/null +++ b/DI-sheep/ui/LICENSE.md @@ -0,0 +1,674 @@ + GNU GENERAL PUBLIC LICENSE + Version 3, 29 June 2007 + + Copyright (C) 2007 Free Software Foundation, Inc. + Everyone is permitted to copy and distribute verbatim copies + of this license document, but changing it is not allowed. + + Preamble + + The GNU General Public License is a free, copyleft license for +software and other kinds of works. + + The licenses for most software and other practical works are designed +to take away your freedom to share and change the works. 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Interpretation of Sections 15 and 16. + + If the disclaimer of warranty and limitation of liability provided +above cannot be given local legal effect according to their terms, +reviewing courts shall apply local law that most closely approximates +an absolute waiver of all civil liability in connection with the +Program, unless a warranty or assumption of liability accompanies a +copy of the Program in return for a fee. + + END OF TERMS AND CONDITIONS + + How to Apply These Terms to Your New Programs + + If you develop a new program, and you want it to be of the greatest +possible use to the public, the best way to achieve this is to make it +free software which everyone can redistribute and change under these terms. + + To do so, attach the following notices to the program. It is safest +to attach them to the start of each source file to most effectively +state the exclusion of warranty; and each file should have at least +the "copyright" line and a pointer to where the full notice is found. + + + Copyright (C) + + This program is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. + + This program is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. + + You should have received a copy of the GNU General Public License + along with this program. If not, see . + +Also add information on how to contact you by electronic and paper mail. + + If the program does terminal interaction, make it output a short +notice like this when it starts in an interactive mode: + + Copyright (C) + This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. + This is free software, and you are welcome to redistribute it + under certain conditions; type `show c' for details. + +The hypothetical commands `show w' and `show c' should show the appropriate +parts of the General Public License. Of course, your program's commands +might be different; for a GUI interface, you would use an "about box". + + You should also get your employer (if you work as a programmer) or school, +if any, to sign a "copyright disclaimer" for the program, if necessary. +For more information on this, and how to apply and follow the GNU GPL, see +. + + The GNU General Public License does not permit incorporating your program +into proprietary programs. If your program is a subroutine library, you +may consider it more useful to permit linking proprietary applications with +the library. If this is what you want to do, use the GNU Lesser General +Public License instead of this License. But first, please read +. diff --git a/DI-sheep/ui/README.md b/DI-sheep/ui/README.md new file mode 100644 index 0000000000000000000000000000000000000000..9e2eb9614bde34e2e7b6238dffa1076af597334e --- /dev/null +++ b/DI-sheep/ui/README.md @@ -0,0 +1,3 @@ +# react 网页前端 + +主要参考 https://github.com/StreakingMan/solvable-sheep-game ,请大家也多多支持这个 repo diff --git a/DI-sheep/ui/index.html b/DI-sheep/ui/index.html new file mode 100644 index 0000000000000000000000000000000000000000..ba7c22afa6d04d54dbabcb34ebc9fdab9d2983d2 --- /dev/null +++ b/DI-sheep/ui/index.html @@ -0,0 +1,31 @@ + + + + + + + + DI-sheep + + + +
+ + + + diff --git a/DI-sheep/ui/package.json b/DI-sheep/ui/package.json new file mode 100644 index 0000000000000000000000000000000000000000..f5c60032a410c18d381c1935e65a7dfe4f0abffd --- /dev/null +++ b/DI-sheep/ui/package.json @@ -0,0 +1,41 @@ +{ + "name": "DI-sheep-ui", + "private": false, + "version": "0.0.1", + "type": "module", + "scripts": { + "dev": "vite", + "build": "tsc && vite build", + "preview": "vite preview", + "prepare": "husky install", + "release:first": "standard-version -- --first-release", + "release": "standard-version --commit-all" + }, + "dependencies": { + "react": "^18.2.0", + "react-dom": "^18.2.0" + }, + "devDependencies": { + "@commitlint/cli": "^17.1.2", + "@commitlint/config-conventional": "^17.1.0", + "@types/react": "^18.0.20", + "@types/react-dom": "^18.0.6", + "@typescript-eslint/eslint-plugin": "^5.37.0", + "@typescript-eslint/parser": "^5.37.0", + "@vitejs/plugin-react": "^2.1.0", + "eslint": "^8.23.1", + "eslint-config-prettier": "^8.5.0", + "eslint-plugin-prettier": "^4.2.1", + "eslint-plugin-react": "^7.31.8", + "husky": "^8.0.1", + "lint-staged": "^13.0.3", + "prettier": "^2.7.1", + "standard-version": "^9.5.0", + "stylelint": "^14.11.0", + "stylelint-config-prettier-scss": "^0.0.1", + "stylelint-config-standard-scss": "^5.0.0", + "typescript": "^4.6.4", + "vite": "^3.1.0" + }, + "license": "SEE LICENSE IN LICENSE.md" +} diff --git a/DI-sheep/ui/preview.png b/DI-sheep/ui/preview.png new file mode 100644 index 0000000000000000000000000000000000000000..99f7e61254558ffdfc985ad6cf697a4736f54406 Binary files /dev/null and b/DI-sheep/ui/preview.png differ diff --git a/DI-sheep/ui/public/demo.gif b/DI-sheep/ui/public/demo.gif new file mode 100644 index 0000000000000000000000000000000000000000..943a19b675cb621f3dfc8cfb4deb0b7aa582235b --- /dev/null +++ b/DI-sheep/ui/public/demo.gif @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:08ccf0d041f155cf2cc9c8fbb3712e7cb5982ac886c8e2277289ba78743175e7 +size 4697925 diff --git a/DI-sheep/ui/public/favicon.ico b/DI-sheep/ui/public/favicon.ico new file mode 100644 index 0000000000000000000000000000000000000000..3ab5292509d3c8ce693266953ba2ea00317f6249 Binary files /dev/null and b/DI-sheep/ui/public/favicon.ico differ diff --git a/DI-sheep/ui/public/github.svg b/DI-sheep/ui/public/github.svg new file mode 100644 index 0000000000000000000000000000000000000000..e75ce135311040a3f7923cc85c468ee24f2b06b8 --- /dev/null +++ b/DI-sheep/ui/public/github.svg @@ -0,0 +1,5 @@ + diff --git a/DI-sheep/ui/public/song_of_kedaya.mp3 b/DI-sheep/ui/public/song_of_kedaya.mp3 new file mode 100644 index 0000000000000000000000000000000000000000..6f6486064ea3638ff266402e9ae1fed2777eaeb4 Binary files /dev/null and b/DI-sheep/ui/public/song_of_kedaya.mp3 differ diff --git a/DI-sheep/ui/public/sound-disco.mp3 b/DI-sheep/ui/public/sound-disco.mp3 new file mode 100644 index 0000000000000000000000000000000000000000..7313de839a22ddac9111a50e1ad8a1c6b942023c --- /dev/null +++ b/DI-sheep/ui/public/sound-disco.mp3 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:62b6f7960a64624890e0c59a9e8a8fb02a95c6449091b98d1fa4817c288f638c +size 8299694 diff --git a/DI-sheep/ui/qrcode.png b/DI-sheep/ui/qrcode.png new file mode 100644 index 0000000000000000000000000000000000000000..038180fc438ca2f4442e122a76a114bea3ae43ad Binary files /dev/null and b/DI-sheep/ui/qrcode.png differ diff --git a/DI-sheep/ui/src/App.css b/DI-sheep/ui/src/App.css new file mode 100644 index 0000000000000000000000000000000000000000..e8cea4e7f87da1022b7e4ea3c4373e7a886c9e29 --- /dev/null +++ b/DI-sheep/ui/src/App.css @@ -0,0 +1,110 @@ +#root { + text-align: center; + width: 100%; + max-width: 500px; + margin: 0 auto; +} + +.app { + width: 100%; + margin: 0 auto; +} + +.scene-container { + width: 100%; + padding-bottom: 100%; + position: relative; + margin: 10% 0; +} + +.scene-inner { + position: absolute; + left: 0; + right: 0; + bottom: 0; + top: 0; + overflow: visible; + font-size: 28px; +} + +.symbol { + width: 12.5%; + padding-bottom: 12.5%; + position: absolute; + transition: 150ms; + left: 0; + top: 0; + border-radius: 8px; +} + +.symbol-inner { + position: absolute; + left: 0; + right: 0; + bottom: 0; + top: 0; + display: flex; + justify-content: center; + align-items: center; + border-radius: 8px; + border: 2px solid #444; + transition: 0.3s; + overflow: hidden; + user-select: none; +} + +.symbol-inner img { + width: 100%; + height: 100%; + object-fit: contain; +} + +.queue-container { + border-radius: 8px; + width: 100%; + padding-bottom: 15%; + border: 2px solid gray; + margin-bottom: 16px; +} + +.flex-container { + display: flex; + gap: 8px; +} + +.flex-center { + justify-content: center; + align-items: center; +} + +.flex-grow { + flex-grow: 1; +} + +.flex-between { + justify-content: space-between; + align-items: center; +} + +.modal { + position: fixed; + width: 100vw; + height: 100vh; + display: flex; + flex-direction: column; + align-items: center; + justify-content: center; + backdrop-filter: blur(10px); + background-color: rgb(255 255 255 / 40%); + top: 0; + left: 0; +} + +.bgm-button { + position: fixed; + left: 0; + top: 0; + padding: 4px; + width: 36px; + height: 36px; +} diff --git a/DI-sheep/ui/src/App.tsx b/DI-sheep/ui/src/App.tsx new file mode 100644 index 0000000000000000000000000000000000000000..f6f89cc566a86cd6e852d0375c9bdab73d1fb07b --- /dev/null +++ b/DI-sheep/ui/src/App.tsx @@ -0,0 +1,449 @@ +import React, { + FC, + MouseEventHandler, + useEffect, + useRef, + useState, +} from 'react'; + +import './App.css'; +import { GithubIcon } from './GithubIcon'; +import { randomString, waitTimeout } from './utils'; +import { defaultTheme } from './themes/default'; +import { Icon, Theme } from './themes/interface'; +import { fishermanTheme } from './themes/fisherman'; +import { diTheme } from './themes/di'; +import { mhlTheme } from './themes/mhl'; +import { yhdTheme } from './themes/yhd'; + +const themes = [defaultTheme, fishermanTheme, diTheme, mhlTheme, yhdTheme]; + +const maxLevel = 10; +const target_url = 'http://localhost:5002/DI-sheep/'; + +interface MySymbol { + id: string; + status: number; // 0->1->2 + isCover: boolean; + isAgentTarget: boolean; + x: number; + y: number; + icon: Icon; +} + +type Scene = MySymbol[]; + +// 8*8 grid with factor 4 (32x32) +const makeScene: (level: number, icons: Icon[], new_scene_data: string[], agent_action: number) => Scene = (level, icons, new_scene_data, agent_action) => { + const curLevel = Math.min(maxLevel, level); + const iconPool = icons.slice(0, 2 * curLevel); + + const scene: Scene = []; + + for (const raw_data of new_scene_data) { + const data = JSON.parse(raw_data); + + const count = scene.length; + scene.push({ + isCover: !data.accessible, + // isCover: !data.visible, // for viz debug + isAgentTarget: count === agent_action, + status: 0, + icon: iconPool[data.icon], + id: data.uid, + x: data.x, + y: data.y, + }); + } + return scene; +}; + + +interface SymbolProps extends MySymbol { + onClick: MouseEventHandler; +} + +const Symbol: FC = ({ x, y, icon, isCover, isAgentTarget, status, onClick }) => { + return ( +
+
+ {typeof icon.content === 'string' ? ( + {icon.content} + ) : ( + icon.content + )} +
+
+ ); +}; + +const uidApp = 'uid' + crypto.randomUUID(); +const App: FC = () => { + const [curTheme, setCurTheme] = useState>(diTheme); + const [level, setLevel] = useState(1); + const [maxItemNum, setMaxItemNum] = useState(0); + const [resItemNum, setResItemNum] = useState(0); + + const [startTime, setStartTime] = useState(0); + const [now, setNow] = useState(0); + const [usedTime, setUsedTime] = useState(0); + const intervalRef = useRef(null); + + const [queue, setQueue] = useState([]); + const [sortedQueue, setSortedQueue] = useState< + Record + >({}); + const [finished, setFinished] = useState(false); + const [tipText, setTipText] = useState(''); + const [animating, setAnimating] = useState(false); + const [expired, setExpired] = useState(false); + const [lastAgentTarget, setLastAgentTarget] = useState(-1); + const [scene, setScene] = useState(makeScene(level, curTheme.icons, [], -1)); // placeholder + + // audio + const soundRefMap = useRef>({}); + + const bgmRef = useRef(null); + const [bgmOn, setBgmOn] = useState(false); + const [once, setOnce] = useState(false); + useEffect(() => { + if (!bgmRef.current) return; + if (bgmOn) { + bgmRef.current.volume = 0.5; + bgmRef.current.play(); + } else { + bgmRef.current?.pause(); + } + }, [bgmOn]); + + // change themes + useEffect(() => { + restart(level); + }, [curTheme]); + + useEffect(() => { + if (finished || queue.length >= 7 || expired) return; + if (startTime && now) setUsedTime(now - startTime); + }, [now]); + const startTimer = () => { + setStartTime(Date.now() - 0); + setNow(Date.now()); + intervalRef.current && clearInterval(intervalRef.current); + intervalRef.current = setInterval(() => { + setNow(Date.now()); + }, 10); + }; + + // sort queue + useEffect(() => { + const cache: Record = {}; + for (const symbol of queue) { + if (cache[symbol.icon.name]) { + cache[symbol.icon.name].push(symbol); + } else { + cache[symbol.icon.name] = [symbol]; + } + } + const temp = []; + for (const symbols of Object.values(cache)) { + temp.push(...symbols); + } + const updateSortedQueue: typeof sortedQueue = {}; + let x = 50; + for (const symbol of temp) { + updateSortedQueue[symbol.id] = x; + x += 100; + } + setSortedQueue(updateSortedQueue); + }, [queue]); + + const update = (new_scene_data: string[]) => { + for (const raw_data of new_scene_data) { + const data = JSON.parse(raw_data); + const find = scene.find((s) => s.id === data.uid); + if (find) { + if (find.status === 0) { + find.isCover = !data.accessible; + } + } + } + if (scene.length > 0) { + scene.slice()[lastAgentTarget].isAgentTarget = false; + } + }; + + // TODO + const pop = () => { + if (!queue.length) return; + const updateQueue = queue.slice(); + const symbol = updateQueue.shift(); + if (!symbol) return; + const find = scene.find((s) => s.id === symbol.id); + if (find) { + setQueue(updateQueue); + find.status = 0; + find.x = 100 * Math.floor(8 * Math.random()); + find.y = 700; + } + }; + + const levelUp = () => { + if (level >= maxLevel) { + return; + } + setFinished(false); + setTipText(''); + setLevel(level + 1); + setQueue([]); + fetch(target_url, + { + headers: { + 'Accept': 'application/json', + 'Content-Type': 'application/json' + }, + method: 'POST', + body: JSON.stringify({command: 'reset', argument: level + 1, uid: uidApp}) + }) + .then(response => response.json()) + .then(response => { + setScene(makeScene(level + 1, curTheme.icons, response.result.scene, response.result.action)); + setLastAgentTarget(response.result.action); + setMaxItemNum(response.result.max_item_num); + setResItemNum(response.result.max_item_num); + setUsedTime(0); + startTimer(); + }); + }; + + const restart = (level: number) => { + setFinished(false); + setExpired(false); + setTipText(''); + setUsedTime(0); // necessary + setQueue([]); + fetch(target_url, + { + headers: { + 'Accept': 'application/json', + 'Content-Type': 'application/json' + }, + method: 'POST', + body: JSON.stringify({command: 'reset', argument: level, uid: uidApp}) + }) + .then(response => response.json()) + .then(response => { + setScene(makeScene(level, curTheme.icons, response.result.scene, response.result.action)); + setLastAgentTarget(response.result.action); + setMaxItemNum(response.result.max_item_num); + setResItemNum(response.result.max_item_num); + setUsedTime(0); + startTimer(); + }); + }; + + const clickSymbol = async (idx: number) => { + // console.time("process"); + if (idx === -1) { + idx = lastAgentTarget; + } + if (finished || animating) return; + if (queue.length >= 7) { + setTipText('挑战失败'); + setFinished(true); + return; + } + + if (!once) { + setBgmOn(true); + setOnce(true); + setUsedTime(0); + startTimer(); + } + + const updateScene = scene.slice(); + const symbol = updateScene[idx]; + if (symbol.isCover || symbol.status !== 0) return; + symbol.status = 1; + + if (soundRefMap.current) { + soundRefMap.current[symbol.icon.clickSound].currentTime = 0; + soundRefMap.current[symbol.icon.clickSound].play(); + } + let status = false; + + fetch(target_url, + { + headers: { + 'Accept': 'application/json', + 'Content-Type': 'application/json' + }, + method: 'POST', + body: JSON.stringify({command: 'step', argument: idx, uid: uidApp}) + }) + .then(response => response.json()) + .then(response => { + setFinished(response.statusCode === 501) + if (response.statusCode != 501) { + update(response.result.scene); + setLastAgentTarget(response.result.action); + updateScene[response.result.action].isAgentTarget = true; + setResItemNum(resItemNum - 1); + } + setExpired(response.statusCode === 501); + status = (response.statusCode === 501); + }); + + let updateQueue = queue.slice(); + updateQueue.push(symbol); + + setQueue(updateQueue); + + setAnimating(true); + // console.timeEnd("process"); + await waitTimeout(150); + + const filterSame = updateQueue.filter((sb) => sb.icon === symbol.icon); + + if (!status && filterSame.length === 3) { + updateQueue = updateQueue.filter((sb) => sb.icon !== symbol.icon); + for (const sb of filterSame) { + const find = updateScene.find((i) => i.id === sb.id); + if (find) { + find.status = 2; + if (soundRefMap.current) { + soundRefMap.current[ + symbol.icon.tripleSound + ].currentTime = 0; + soundRefMap.current[symbol.icon.tripleSound].play(); + } + } + } + } + + if (!status && updateQueue.length >= 7) { + setTipText('挑战失败'); + setFinished(true); + } + + if (!status && (!updateScene.find((s) => s.status === 0))) { + if (level === maxLevel) { + setTipText('全部关卡挑战成功'); + setQueue([]); + setFinished(true); + setAnimating(false); + return; + } + setTipText('本关成功'); + setLevel(level + 1); + setQueue([]); + restart(level + 1); + } else { + setQueue(updateQueue); + } + + setAnimating(false); + }; + + return ( + <> +

DI-sheep: 深度强化学习 + 羊了个羊

+
+ +
+

+ 主题: + +

+

+ 关卡: {level}/{maxLevel} 用时: {(usedTime / 1000).toFixed(2)}秒 总牌数: {maxItemNum} +
+ 1-9关全部可消,第10关会额外设置2张单独的牌 +

+ +
+
+
+ {scene.map((item, idx) => ( + clickSymbol(idx)} + /> + ))} +
+
+
+
+
+ + + + {/**/} +
+

+ 小提示:如果出现橙色背景块,这是 AI 提示的选择哦 +

+ + {finished && ( +
+

{tipText}

+ +
+ )} + + {/*bgm*/} + + + {/*音效*/} + {curTheme.sounds.map((sound) => ( +