libfm

最新推荐文章于 2024-08-10 07:20:45 发布

Mercy_liu

最新推荐文章于 2024-08-10 07:20:45 发布

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本文链接：https://blog.youkuaiyun.com/wsliuliwalala/article/details/84938061

dump model：

//libfm-1.42.src/src/fm_core/fm_model.h
void dump_model();

void fm_model::dump_model() {
    std::ofstream ofile;
    ofile.open("./model");
    for (uint i = 0; i < w.dim; i++) {
        ofile << i << " " << w.get(i) << std::endl;
    }
    for (uint i = 0; i < v.dim2; i++) {
        ofile << i;
        for (uint j = 0; j < v.dim1; j++ ) {
            ofile << " " << v.get(j, i);
        }
        ofile << std::endl;
    }
    ofile.close();
}


//libfm-1.42.src/src/libfm/libfm.cpp
//after  fml->learn(train, test);

fml->fm->dump_model();

常用训练命令：

Stochastic Gradient Descent (SGD)

./libFM -task r -train train.libfm -test -test.libfm -dim ’1,1,8’ -iter 1000 -method sgd -learn_rate 0.01 -regular ’0,0,0.01’ -init_stdev 0.1

Alternating Least Squares (ALS)

./libFM -task r -train ml1m-train.libfm -test ml1m-test.libfm -dim ’1,1,8’ -iter 1000 -method als -regular ’0,0,10’ -init_stdev 0.1

Markov Chain Monte Carlo (MCMC)

/libFM -task r -train ml1m-train.libfm -test ml1m-test.libfm -dim ’1,1,8’ -iter 1000 -method mcmc -init_stdev 0.1

参考：https://www.aliyun.com/zixun/wenji/1294029.html?spm=5176.100040.1.18.50eb3379rnL7xW

https://blog.youkuaiyun.com/chloezhao/article/details/53462411