ml-q-learning
Version:
Library implementing the q-learning algorithm and several exploration algorithms.
93 lines (92 loc) • 3.36 kB
JavaScript
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var __awaiter = (this && this.__awaiter) || function (thisArg, _arguments, P, generator) {
return new (P || (P = Promise))(function (resolve, reject) {
function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }
function rejected(value) { try { step(generator["throw"](value)); } catch (e) { reject(e); } }
function step(result) { result.done ? resolve(result.value) : new P(function (resolve) { resolve(result.value); }).then(fulfilled, rejected); }
step((generator = generator.apply(thisArg, _arguments || [])).next());
});
};
Object.defineProperty(exports, "__esModule", { value: true });
class MapInMemory {
constructor() {
this.map = new Map();
}
size() {
return __awaiter(this, void 0, void 0, function* () {
return this.map.size;
});
}
setState(stateSerialized, actionsStats) {
return __awaiter(this, void 0, void 0, function* () {
this.map.set(stateSerialized, actionsStats);
});
}
setStateBulk(states) {
return __awaiter(this, void 0, void 0, function* () {
states.forEach(([stateSerialized, actionsStats]) => this.setState(stateSerialized, actionsStats));
});
}
hasState(stateSerialized) {
return __awaiter(this, void 0, void 0, function* () {
return this.map.has(stateSerialized);
});
}
getState(stateSerialized) {
return __awaiter(this, void 0, void 0, function* () {
const value = this.map.get(stateSerialized);
if (!value) {
throw new Error(`Missing state ${stateSerialized}`);
}
return value;
});
}
eachState(callback) {
return __awaiter(this, void 0, void 0, function* () {
this.map.forEach((value, key) => callback(key, value));
});
}
setInfo(info) {
return __awaiter(this, void 0, void 0, function* () {
this.trainingInfo = info;
});
}
hasInfo() {
return __awaiter(this, void 0, void 0, function* () {
return this.trainingInfo !== undefined;
});
}
getInfo() {
return __awaiter(this, void 0, void 0, function* () {
if (!this.trainingInfo) {
throw new Error('Trainig info not initialized.');
}
return this.trainingInfo;
});
}
restore(content) {
return __awaiter(this, void 0, void 0, function* () {
for (let index = 0; index < content.Q.length; index++) {
const [stateSerialized, actionsStats] = content.Q[index];
yield this.setState(stateSerialized, actionsStats);
}
if (content.trainingInfo) {
yield this.setInfo(content.trainingInfo);
}
});
}
backup() {
return __awaiter(this, void 0, void 0, function* () {
const info = yield this.getInfo();
const context = {
Q: [],
trainingInfo: info
};
yield this.eachState((stateSerialized, actionsStats) => {
context.Q.push([stateSerialized, actionsStats]);
});
return context;
});
}
}
exports.MapInMemory = MapInMemory;