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We also recommend that a\n file or class name and description of purpose be included on the\n same \"printed page\" as the copyright notice for easier\n identification within third-party archives.\n\n Copyright [yyyy] [name of copyright owner]\n\n Licensed under the Apache License, Version 2.0 (the \"License\");\n you may not use this file except in compliance with the License.\n You may obtain a copy of the License at\n\n http://www.apache.org/licenses/LICENSE-2.0\n\n Unless required by applicable law or agreed to in writing, software\n distributed under the License is distributed on an \"AS IS\" BASIS,\n WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n See the License for the specific language governing permissions and\n limitations under the License.\n" }, { "path": "README.md", "content": "# DynamicTriad\nThis project implements the DynamicTriad algorithm proposed in [1], which is a node embedding algorithm for undirected dynamic graphs.\n\n## Quick Links\n\n- [Building and Testing](#building-and-testing)\n- [Usage](#usage)\n- [Performance](#performance)\n- [Reference](#reference)\n\n## Building and Testing\n\nThis project is implemented primarily in Python 2.7, with some c/c++ extensions written for time efficiency. \n\nThough the program falls back to pure Python implementation if c/c++ extensions fail to build, we **DISCOURAGE** you from using these code because they might have not been actively maintained and properly tested.\n\nThe c/c++ code is **ONLY** compiled and tested with standard GNU gcc/g++ compilers (with c++11 and OpenMP support), and other compilers are explicitly disabled in our build scripts. If you have to use another compiler, modifications on build scripts are required.\n\n### Dependencies\n\n- [Boost.Python](https://www.boost.org/doc/libs/release/libs/python/). Version 1.54.0 has been tested. You can find instructions to install from source [here](http://www.boost.org/doc/libs/1_65_1/libs/python/doc/html/building/installing_boost_python_on_your_.html). \n- [CMake](https://cmake.org).\nVersion >= 2.8 required. You can find installation instructions [here](https://cmake.org/install/).\n- [Eigen 3](https://eigen.tuxfamily.org/).\nVersion 3.2.8 has been tested, and later versions are expected to be compatible. You can find installation instructions [here](https://eigen.tuxfamily.org/dox/GettingStarted.html).\n- [Python 2.7](https://www.python.org).\nVersion 2.7.13 has been tested. Note that Python development headers are required to build the c/c++ extensions.\n- [graph-tool](https://graph-tool.skewed.de).\nVersion 2.18 has been tested. You can find installation instructions [here](https://git.skewed.de/count0/graph-tool/wikis/installation-instructions).\n- [TensorFlow](https://www.tensorflow.org). Version 1.1.0 has been tested. You can find installation instructions [here](https://www.tensorflow.org/install/). Note that the GPU support is **ENCOURAGED** as it greatly boosts training efficiency.\n- [Other Python modules](https://pypi.python.org). Some other Python module dependencies are listed in ```requirements.txt```, which can be easily installed with pip:\n ```\n pip install -r requirements.txt\n ```\n\nAlthough not necessarily mentioned in all the installation instruction links above, you can find most of the libraries in the package repository of a regular Linux distribution.\n\n### Building the Project\n\nBefore building the project, we recommend switching the working directory to the project root directory. Assume the project root is at ````, then run command\n```\ncd \n```\nNote that we assume ```` as your working directory in all the commands presented in the rest of this documentation.\n\nA building script ```build.sh``` is available in the root directory of this project, simplifying the building process to executing a single command\n```\nbash build.sh\n```\nBefore running the actual building commands, the script requires you to configure some of the environment variables. You can either use the default values or specify your custom installation paths for certain libraries. For example,\n```\nPYTHON_LIBRARY? (default: /usr/lib64/libpython2.7.so.1.0, use a space ' ' to leave it empty) \nPYTHON_INCLUDE_DIR? (default: /usr/include/python2.7, use a space ' ' to leave it empty) \nEIGEN3_INCLUDE_DIR? (default: /usr/include, use a space ' ' to leave it empty) \nBOOST_ROOT? (default: , use a space ' ' to leave it empty) ~/boost_1_54_1\n```\nIf everything goes well, the ```build.sh``` script will automate the building process and create all necessary binaries.\n\nNote that the project also contains some Cython modules, however, they will be automatically built as soon as the module is imported if the environment is ready.\n\n### Testing the Project\n\nA test script ```scripts/test.py``` is available, run\n```\npython scripts/test.py\n```\nto see if everything is fine with building.\n\n## Usage\n\nGiven a sequence of undirected graphs, each for a time step, this program can be used to compute a real-valued vector for each vertex at each time step.\n\n### Input Format \n\nThe input is expected to be a directory containing ``N`` input files named ``0, 1, 2...``, where `N` is the length of the graph sequence. Each file contains an adjacency list of the corresponding graph, and the adjacency list consists of multiple lines, each in the format:\n```\n [ [ ...] ] \n```\nwhere ``x_node_name`` can be any ascii string without white space characters in it, and ``weight`` are float or integer values. The line describes edges from ``from_node_name`` to ``to_node_name1`` and ``to_node_name2`` with weight ``weight1`` and ``weight2`` respectively.\n\nNote that:\n\n- The graph is expected to be undirected, however, it should be presented in a **directed format**. That is, if there is an edge (u, v, w), its reciprocal edge (v, u, w) must also exists in the adjacency list.\n- The vertex set should be same for all graphs, if a vertex is missing in a certain graph, simply present it as an isolated vertex. \n- If a vertex has no outbound vertices, you should write a line with only the ``from_node_name``, instead of ignoring this vertex.\n- If the graph is unweighted, place a ``1.0`` for all ``weight`` placeholders, rather than ignoring all weights in the adjacency list.\n- Loopback edges (u, u, w) will be ignored when the adjacency list is loaded.\n\n### Output Format\n\nThe program outputs to a directory creating ``N`` files named ``0.out, 1.out, 2.out, ...``, each corresponds to an input file (time step). Each output file contains ``V`` lines, where ``V`` is the number of vertices in each graph. And each line is in format:\n```\n ... \n```\nwhere ```` is the name of the vertex defined in the input files, which is followed by ``K`` real values, i.e. the ``K``-length embedding vector for vertex ```` at the corresponding time step. \n\n### Main Script\n\nNow that the input data is ready, the main script will be called to compute dynamic vertex embeddings. Following the assumption that the current working directory is ````, the help information of the main script can be obtain by executing command\n```\npython . -h\n \nusage: . [-h] [-I NITERS] -d DATAFILE [-b BATCHSIZE] -n NSTEPS\n [-K EMBDIM] [-l STEPSIZE] [-s STEPSTRIDE] -o OUTDIR\n [--cachefn CACHEFN] [--lr LR] [--beta BETA [BETA ...]]\n [--negdup NEGDUP] [--validation VALIDATION]\n\noptional arguments:\n -h, --help show this help message and exit\n -I NITERS, --niters NITERS\n number of optimization iterations (default: 10)\n -d DATAFILE, --datafile DATAFILE\n input directory name (default: None)\n -b BATCHSIZE, --batchsize BATCHSIZE\n batchsize for training (default: 5000)\n -n NSTEPS, --nsteps NSTEPS\n number of time steps (default: None)\n -K EMBDIM, --embdim EMBDIM\n number of embedding dimensions (default: 48)\n -l STEPSIZE, --stepsize STEPSIZE\n size of of a time steps (default: 1)\n -s STEPSTRIDE, --stepstride STEPSTRIDE\n interval between two time steps (default: 1)\n -o OUTDIR, --outdir OUTDIR\n output directory name (default: None)\n --cachefn CACHEFN prefix for data cache files (default: None)\n --lr LR initial learning rate (default: 0.1)\n --beta-smooth BETA_SMOOTH\n coefficients for smooth component (default: 0.1)\n --beta-triad BETA_TRIAD\n coefficients for triad component (default: 0.1)\n --negdup NEGDUP neg/pos ratio during sampling (default: 1)\n --validation VALIDATION\n link_prediction, link_reconstruction, node_classify,\n node_predict, none (default: link_reconstruction)\n```\n\nSome of the arguments may require extra explanation:\n\n- ``--beta-smooth/--beta-triad``, two hyper parameters used in the model, see reference [1] for details about the hyper parameters of DynamicTriad. Empirically, the hyper parameters need to be tuned in order to achieve the best performance, and the best choice depends on the task and the stability of the target dynamic network.\n- ``-l/--stepsize`` and ``-s/--stepstride``, see [Time Model](#time-model) for details.\n- ``--cachefn``, sometimes you find that the data preprocessing becomes intolerably time consuming (see [Time Model](#time-model)), and a solution is to specify ``--cachefn`` so that the program creates or uses a cache file of the preprocessed data. The cache file consists of two parts -- a file named ``<--cachefile>.cache`` as well as a file named ``<--cachefile>.cache.args``. If you have changed your configuration for preprocessing, remove ``<--cachefile>.cache.args`` and the cache will be regenerated.\n- ``--validation``, the four tasks available for validation are as defined in [1], please refer to the paper for details.\n\n### Demo\n\nWe include a toy data set in the ``data`` directory, namely ``data/academic_toy.pickle``, which is a subset of ``Academic`` data set in [1] stored using Python pickle module. See [Data Sets](#data-sets) for more details.\n\nA demo script is available as ``scripts/demo.sh``, which primarily does three things:\n\n- Call ``scripts/academic2adjlist.py`` to convert the toy data to the input format described in [Input Format](#input-format).\n- Call the main script to compute the vertex embeddings and save them to ``output`` directory.\n- Call ``scripts/stdtest.py`` to experiment on standard tasks described in paper [1].\n\nIn the demo script, you can find an example for the standard usage of the main script, as well as hints for the usage of the other two scripts, if you are interested in them. \n\nTo run the demo, execute command\n```\nbash scripts/demo.sh\n```\n\n### Time Model\n\nTL;DR: If you would like the main script to treat your graphs exactly as they are specified in your input files, please leave the arguments ``-l`` and ``-s`` to their default values.\n\nFor flexibility, a part of the data preprocessing functionalities are included into our main script. Specifically, if we call each graph file in the input directory a **unit graph**, our main script provides interfaces to create the graph for each time step out of these unit graphs.\n\nBefore describing this preprocessing step, we shall first define a **time step**. According to our assumption, a time step consists of ```` consecutive unit graphs, where ```` is a constant value shared across all time steps. There are `` - 1`` unit graphs between the leading unit graphs of two adjacent time steps, where ```` is also a constant value. For example, we set ``=4`` and ``=2`` in our demo script, as a result, the time steps are:\n```\ntime step #1: unit graph 0 -- unit graph 3\ntime step #2: unit graph 2 -- unit graph 5\ntime step #3: unit graph 4 -- unit graph 7\n...\n```\n\nOnce ```` and ```` are given, each time step now corresponds to a subsequence of unit graphs, and the graph for this time step is created by merging these unit graphs, i.e. by summing up weights for the same edge.\n\nNote that if you set both ```` and ```` to 1, the graphs will be used as is specified in the input directory. If the merging operation is found very time expensive, specifying a ``<--cachefile>`` avoids re-merging everytime you run the script, as long as the data configuration is kept unchanged.\n\n## Evaluation\n\n### Data Sets\n\nOne out of the three data sets reported in [1] -- the Academic Data Set -- was made public by [AMiner](https://www.aminer.cn/citation), which consists of information about papers published in a recent few decades. We keep only those papers published between 1980 and 2015 (included), and we remove from the data those researchers with less than 15 publications in total and conferences with less than 20 participants in total, so that the resulting dynamic network becomes more stable. \n\nIn this data set, labels are extracted for each researcher indicating the research fields he/she focuses on. We manually specify a set of representing conferences for each research field, and try to find out for a researcher in which field he/she publishes most of his/her work, given a certain time step.\n\nA toy data is included in this project as ``data/academic_toy.pickle``, which was originally the ``ACM-Citation-network V8`` data set from AMiner, and was preprocessed as we describe above, with the only difference that the vertices are further sampled to a limited size of 2000. And our full preprocessing result can be downloaded [here](https://drive.google.com/file/d/1AF5soBDb2AbAhCNKUeYa_om6IcldEU83/view?usp=sharing).\n\n__Update__: For those who are interested in the academic dataset and wish to avoid the bothering building process, the dataset in clean format is released [here](https://drive.google.com/file/d/1vzvVhZ-FIY3iY3nBQlW77GRfJO0o_Ugg/view?usp=sharing) (Please cite the [original publisher](https://www.aminer.cn/citation) of the data if you wish use the dataset). See readme.txt in the package for detailed information, and feel free to contact me if there are anything wrong or unclarified in the data.\n\n### Performance\n\nAs reported in [1], the performance of DynamicTriad on Academic Data Set with embedding dimension set to 48 is:\n\n| F1-score on Academic | Vertex Classification | Link Reconstruction | C.Link Reconstruction |\n|----------------------------|-----------------------|---------------------|------------------------|\n| [DeepWalk](https://github.com/phanein/deepwalk) | 0.630 | 0.694 | 0.702 |\n| [node2vec]( https://github.com/aditya-grover/node2vec) | 0.359 | 0.574 | 0.611 |\n| [Temporal Network Embedding](https://github.com/linhongseba/Temporal-Network-Embedding) | 0.625 | 0.974 | 0.899 |\n| DynamicTriad | **0.704** | **0.985** | **0.925** |\n\n| F1-score on Academic | Vertex Prediction | Link Prediction | C.Link Prediction |\n|----------------------------|-----------------------|---------------------|------------------------|\n| [DeepWalk](https://github.com/phanein/deepwalk) | 0.591 | 0.612 | 0.674 |\n| [node2vec]( https://github.com/aditya-grover/node2vec) | 0.355 | 0.548 | 0.617 |\n| [Temporal Network Embedding](https://github.com/linhongseba/Temporal-Network-Embedding) | 0.596 | 0.772 | 0.889 |\n| DynamicTriad | **0.671** | **0.836** | **0.924** |\n\nPlease refer to [1] for more information about our experiments, where you can find the definition of tasks, the experimental settings, the description of unpublished data sets and the full results of our experiments.\n\n## Reference\n\n[1] Zhou, L; Yang, Y; Ren, X; Wu, F and Zhuang, Y, 2018, Dynamic Network Embedding by Modelling Triadic Closure Process, In AAAI, 2018 \n\n```\n@inproceedings{zhou2018dynamic,\n title = \"{Dynamic Network Embedding by Modelling Triadic Closure Process}\", \n author = {{Zhou}, L. and {Yang}, Y. and {Ren}, X. and {Wu}, F. and {Zhuang}, Y.}, \n booktitle={AAAI},\n year = 2018, \n} \n```\n" }, { "path": "__main__.py", "content": "from __future__ import print_function\n\nfrom core import main\n\nmain()\n" }, { "path": "build.sh", "content": "pushd () {\n command pushd \"$@\" > /dev/null\n}\n\npopd () {\n command popd \"$@\" > /dev/null\n}\n\nset -e\n\nfiledir=$(dirname $(readlink -f $0))\necho entering $filedir\npushd $filedir\n\nask() {\n local ret\n echo -n \"$1 (default: $2, use a space ' ' to leave it empty) \" 1>&2\n read ret\n if [ -z \"$ret\" ]; then\n ret=$2\n elif [ \"$ret\" == \" \" ]; then\n ret=\"\"\n fi\n echo $ret\n}\n\necho \"You may need to specify some environments before building\"\n\npylib=$(python -c \"from distutils.sysconfig import get_config_var; print('{}/{}'.format(get_config_var('LIBDIR'), get_config_var('INSTSONAME')))\")\npylib=$(ask \"PYTHON_LIBRARY?\" $pylib)\nexport PYTHON_LIBRARY=$pylib\n\npyinc=$(python -c \"from distutils.sysconfig import get_config_var; print(get_config_var('INCLUDEPY'))\")\npyinc=$(ask \"PYTHON_INCLUDE_DIR?\" $pyinc)\nexport PYTHON_INCLUDE_DIR=$pyinc\n\neigeninc=$(ask \"EIGEN3_INCLUDE_DIR?\" /usr/include)\nexport EIGEN3_INCLUDE_DIR=$eigeninc\n\nboostroot=$(ask \"BOOST_ROOT?\" \"\")\nexport BOOST_ROOT=$boostroot\n\nboost_pylib=$(ask \"name for boost_python library? (useful when boost_python cannot be detected by cmake)\" \"boost_python\")\nexport BOOST_PYTHON_LIBNAME=$boost_pylib\n\necho building mygraph module ...\nrm -rf core/mygraph-build\nmkdir -p core/mygraph-build\npushd core/mygraph-build\ncmake ../graph\nmake && ln -sf mygraph-build/mygraph.so ../mygraph.so \npopd\n\necho building c extensions for dynamic triad ...\npushd core/algorithm\nrm -rf build && mkdir build && cd build\ncmake ..\nmake && make install\npopd\n\npopd\n" }, { "path": "core/__init__.py", "content": "from __future__ import print_function\n\nfrom os import sys, path\nsys.path.append(path.dirname(path.dirname(path.abspath(__file__))))\n\n\ndef main():\n import sys\n from six.moves import cPickle\n import argparse\n import importlib\n import time\n from os.path import isfile\n import dataset.dataset_utils as du\n import algorithm.embutils as eu\n\n # random.seed(977) # for reproducability\n parser = argparse.ArgumentParser(formatter_class=argparse.ArgumentDefaultsHelpFormatter)\n parser.add_argument('-I', '--niters', type=int, help=\"number of optimization iterations\", default=10)\n parser.add_argument('-m', '--starttime', type=str, help=argparse.SUPPRESS, default=0)\n parser.add_argument('-d', '--datafile', type=str, required=True, help='input directory name')\n parser.add_argument('-b', '--batchsize', type=int, help=\"batchsize for training\", default=5000)\n parser.add_argument('-n', '--nsteps', type=int, help=\"number of time steps\", required=True)\n parser.add_argument('-K', '--embdim', type=int, help=\"number of embedding dimensions\", default=48)\n parser.add_argument('-l', '--stepsize', type=int, help=\"size of of a time steps\", default=1)\n parser.add_argument('-s', '--stepstride', type=int, help=\"interval between two time steps\", default=1)\n parser.add_argument('-o', '--outdir', type=str, required=True, help=\"output directory name\")\n parser.add_argument('--cachefn', type=str, help=\"prefix for data cache files\", default=None)\n parser.add_argument('--lr', type=float, help=\"initial learning rate\", default=0.1)\n parser.add_argument('--beta-smooth', type=float, default=0.1, help=\"coefficients for smooth component\")\n parser.add_argument('--beta-triad', type=float, default=0.1, help=\"coefficients for triad component\")\n parser.add_argument('--negdup', type=int, help=\"neg/pos ratio during sampling\", default=1)\n parser.add_argument('--datasetmod', type=str, help=argparse.SUPPRESS, default='core.dataset.adjlist',\n # help='module name for dataset loading',\n )\n # parser.add_argument('--dataname', type=str, default=None, help='name for the current data file')\n parser.add_argument('--validation', type=str, default='link_reconstruction',\n help=', '.join(list(sorted(set(du.TestSampler.tasks) & set(eu.Validator.tasks)))))\n args = parser.parse_args()\n args.beta = [args.beta_smooth, args.beta_triad]\n # some fixed arguments in published code\n args.pretrain_size = args.nsteps\n args.trainmod = 'core.algorithm.dynamic_triad'\n args.sampling_args = {}\n\n if args.validation not in du.TestSampler.tasks:\n raise NotImplementedError(\"Validation task {} not supported in TestSampler\".format(args.validation))\n if args.validation not in eu.Validator.tasks:\n raise NotImplementedError(\"Validation task {} not supported in Validator\".format(args.validation))\n\n print(\"running with options: \", args.__dict__)\n\n def load_trainmod(modname):\n mod = importlib.import_module(modname)\n return getattr(mod, 'Model')\n\n def load_datamod(modname):\n mod = importlib.import_module(modname)\n return getattr(mod, 'Dataset')\n\n def load_or_update_cache(ds, cachefn):\n if cachefn is None:\n return\n cachefn += '.cache' \n if isfile(cachefn + '.args'):\n args = cPickle.load(open(cachefn + '.args', 'r'))\n try:\n ds.load_cache(args, lambda: cPickle.load(open(cachefn, 'r')))\n print(\"Data loaded from cache file {}\".format(cachefn))\n return\n except (ValueError, EOFError) as e:\n print(\"Failed to load cache file {}: {}\".format(cachefn, e.message))\n\n # update cache\n print(\"updating cache file for prefix {}\".format(cachefn))\n ar, args = ds.cache()\n cPickle.dump(args, open(cachefn + '.args', 'w'))\n cPickle.dump(ar, open(cachefn, 'w'))\n print(\"cache file {} updated\".format(cachefn))\n\n def export(vertices, data, outdir):\n for i in range(len(data)):\n assert len(vertices) == len(data[i]), (len(vertices), len(data[i]))\n fn = \"{}/{}.out\".format(outdir, i)\n fh = open(fn, 'w')\n for j in range(len(vertices)):\n print(\"{} {}\".format(vertices[j], ' '.join([\"{:.3f}\".format(d) for d in data[i][j]])), file=fh)\n fh.close()\n\n TrainModel = load_trainmod(args.trainmod)\n Dataset = load_datamod(args.datasetmod)\n\n ds = Dataset(args.datafile, args.starttime, args.nsteps, stepsize=args.stepsize, stepstride=args.stepstride)\n load_or_update_cache(ds, args.cachefn)\n # dsargs = {'datafile': args.datafile, 'starttime': args.starttime, 'nsteps': args.nsteps,\n # 'stepsize': args.stepsize, 'stepstride': args.stepstride, 'datasetmod': args.datasetmod}\n tm = TrainModel(ds, pretrain_size=args.pretrain_size, embdim=args.embdim, beta=args.beta,\n lr=args.lr, batchsize=args.batchsize, sampling_args=args.sampling_args)\n\n edgecnt = [g.num_edges() for g in ds.gtgraphs]\n k_edgecnt = sum(edgecnt[:args.pretrain_size])\n print(\"{} edges in pretraining graphs\".format(k_edgecnt))\n\n if args.pretrain_size > 0:\n initstep = ds.time2step(args.starttime)\n tm.pretrain_begin(initstep, initstep + args.pretrain_size)\n\n print(\"generating validation set\")\n validargs = tm.dataset.sample_test_data(args.validation, initstep, initstep + args.pretrain_size, size=10000)\n #print(validargs)\n print(\"{} validation samples generated\".format(len(validargs[0])))\n\n max_val, max_idx, maxmodel = -1, 0, None\n\n # for early stopping\n start_time = time.time()\n scores = []\n for i in range(args.niters):\n tm.pretrain_begin_iteration()\n\n epoch_loss = 0\n for batidx, bat in enumerate(tm.batches(args.batchsize)):\n inputs = tm.make_pretrain_input(bat)\n l = tm.pretrain['lossfunc'](inputs)\n if isinstance(l, (list, tuple)):\n l = l[0]\n epoch_loss += l\n print(\"\\repoch {}: {:.0%} completed, cur loss: {:.3f}\".format(i, float(batidx * args.batchsize)\n / tm.sample_size(), l.flat[0]), end='')\n sys.stdout.flush()\n tm.pretrain_end_iteration()\n\n print(\" training completed, total loss {}\".format(epoch_loss), end='')\n\n # without validation, the model exists only after I iterations\n if args.validation != 'none':\n val_score = tm.validate(args.validation, *validargs)\n\n if val_score > max_val:\n max_val = val_score\n max_idx = i\n maxmodel = tm.save_model()\n print(\", validation score {:.3f}\".format(val_score))\n else:\n max_idx, max_val = i, epoch_loss\n # maxmodel is not saved here in order to save time\n print(\"\")\n\n # checkpoint disabled\n # if i % 5 == 0:\n # lastmodel = tm.save_model()\n # if args.validation == 'none':\n # maxmodel = lastmodel\n #\n # tm.restore_model(maxmodel) # restore parameters while preserving other info\n # cPickle.dump([tm.archive(), dsargs, lastmodel], open(args.outdir, 'w'))\n # tm.restore_model(lastmodel)\n\n if args.validation != 'none':\n scores.append(val_score)\n if max_val > 0 and i - max_idx > 5:\n break\n\n print(\"best validation score at itr {}: {}\".format(max_idx, max_val))\n print(\"{} seconds elapsed for pretraining\".format(time.time() - start_time))\n #lastmodel = tm.save_model() # for debug\n print(\"saving output to {}\".format(args.outdir))\n tm.restore_model(maxmodel)\n tm.pretrain_end()\n export(tm.dataset.mygraphs['any'].vertices(), tm.export(), args.outdir)\n\n # online training disabled\n startstep = tm.dataset.time2step(args.starttime)\n for y in range(startstep + args.pretrain_size, startstep + args.nsteps):\n raise NotImplementedError()\n" }, { "path": "core/algorithm/CMakeLists.txt", "content": "cmake_minimum_required(VERSION 2.8)\n\nproject(algorithm)\n#set(CMAKE_PREFIX_PATH ${LD_LIBRARY_PATH})\n\n# use local find_packages\nset(CMAKE_MODULE_PATH ${CMAKE_MODULE_PATH} \"${CMAKE_SOURCE_DIR}/cmake/\")\n\nif(NOT CMAKE_BUILD_TYPE)\n set(CMAKE_BUILD_TYPE \"RELEASE\")\n #set(CMAKE_BUILD_TYPE \"DEBUG\")\n #set(CMAKE_BUILD_TYPE \"RELWITHDEBINFO\")\n #set(CMAKE_BUILD_TYPE \"MINSIZEREL\")\nendif()\n\nif(CMAKE_COMPILER_IS_GNUCXX)\n set(CMAKE_CXX_FLAGS_DEBUG \"${CMAKE_CXX_FLAGS_DEBUG} -Wall -DDEBUG -g\")\n set(CMAKE_CXX_FLAGS \"${CMAKE_CXX_FLAGS} -O2\")\nelse()\n MESSAGE(FATAL_ERROR \"CMakeLists.txt has not been tested/written for your compiler.\")\nendif()\n\nadd_library(dynamic_triad SHARED dynamic_triad_cimpl.cpp)\nset_target_properties(dynamic_triad PROPERTIES PREFIX \"\" OUTPUT_NAME \"dynamic_triad_cimpl\")\n\n#add_library(dynamic_triad_extfeat SHARED dynamic_triad_extfeat_cimpl.cpp)\n#set_target_properties(dynamic_triad_extfeat PROPERTIES PREFIX \"\" OUTPUT_NAME \"dynamic_triad_extfeat_cimpl\")\n#add_library(resolve_pyapi SHARED resolve.cpp resolve_pywrapper.cpp)\n#add_library(logfile_capi SHARED logfile_capi.cpp logfile.cpp)\n#add_library(unitfeat_pyapi SHARED unit_feat_pywrapper.cpp)\n#add_executable(test_logfile logfile.cpp test_logfile.cpp)\n#set_target_properties(resolve_pyapi PROPERTIES PREFIX \"\" OUTPUT_NAME \"cresolve\")\n#set_target_properties(unitfeat_pyapi PROPERTIES PREFIX \"\" OUTPUT_NAME \"cunitfeat\")\n\n#add_library(gounitfeat STATIC IMPORTED)\n#set_target_properties(gounitfeat PROPERTIES\n# IMPORTED_LOCATION ${CMAKE_BINARY_DIR}/libgounitfeat.a)\n\n#include_directories(${CMAKE_BINARY_DIR} ${CMAKE_SOURCE_DIR})\n#link_directories(${CMAKE_BINARY_DIR})\n#target_link_libraries(unitfeat_pyapi gounitfeat logfile_capi)\n\n#if(CMAKE_STATIC_GLIB_PATH)\n# find_package(Glibc 3.14 REQUIRED PATH ${CMAKE_STATIC_GLIBC_PATH}\n# NO_SYSTEM_ENVIRONMENT_PATH)\n# target_link_libraries(cppimpl ${GLIBC_LIBRARIES})\n# target_link_libraries(mygraph ${GLIBC_LIBRARIES})\n# set_target_properties(cppimpl mygraph PROPERTIES LINK_SEARCH_START_STATIC 1)\n# set_target_properties(cppimpl mygraph PROPERTIES LINK_SEARCH_END_STATIC 1)\n#endif()\n\n# we MUST find python before boost_python,\n# because boost python somehow sets PYTHON_EXECUTABLE in a wrong manner\n# and find_package(python) will not reset this variable once it exists\n# as a result, find_package(python) is broken due to wrong path\n\n# assume the project main directory is ..\ninclude_directories(${CMAKE_SOURCE_DIR}/..)\n\n# respect user environment if the following variables are set\nif((NOT \"$ENV{PYTHON_LIBRARY}\" STREQUAL \"\") AND (NOT\n \"$ENV{PYTHON_INCLUDE_DIR}\" STREQUAL \"\"))\n message(\"Using custom python path $ENV{PYTHON_LIBRARY} and $ENV{PYTHON_INCLUDE_DIR}\")\n set(PYTHON_LIBRARY $ENV{PYTHON_LIBRARY})\n set(PYTHON_INCLUDE_DIR $ENV{PYTHON_INCLUDE_DIR})\nendif()\n\nset(Python_ADDITIONAL_VERSIONS 2.7)\nfind_package(PythonLibs 2.7 REQUIRED)\ninclude_directories(${PYTHON_INCLUDE_DIRS})\nlink_directories(${PYTHON_LIBRARIES})\ntarget_link_libraries(dynamic_triad python2.7)\n#target_link_libraries(dynamic_triad_extfeat python2.7)\n\n# pythoninterp required by findnumpy\nfind_package(PythonInterp 2.7 REQUIRED)\nfind_package(NumPy 1.10 REQUIRED)\nif(NOT ${PYTHON_NUMPY_FOUND})\n message(FATAL_ERROR \"Cannot find numpy headers\")\nendif()\ninclude_directories(${PYTHON_NUMPY_INCLUDE_DIR})\n\nif(\"$ENV{EIGEN3_INCLUDE_DIR}\" STREQUAL \"\")\n message(WARNING \"EIGEN3_INCLUDE_DIR not set, trying to find eigen headers in standard directories\")\nelse()\n message(\"Using eigen path $ENV{EIGEN3_INCLUDE_DIR}\")\n include_directories(\"$ENV{EIGEN3_INCLUDE_DIR}\")\nendif()\n\nfind_package(Boost 1.54.0)\nif(Boost_FOUND)\n include_directories(\"${Boost_INCLUDE_DIRS}\")\n set(Boost_USE_STATIC_LIBS OFF)\n set(Boost_USE_MULTITHREADED ON)\n set(Boost_USE_STATIC_RUNTIME OFF)\n find_package(Boost 1.54.0 COMPONENTS python)\n if(NOT Boost_FOUND)\n if(NOT \"$ENV{BOOST_PYTHON_LIBNAME}\" STREQUAL \"\")\n message(\"boost_python not detected by cmake, trying custom lib name\n $ENV{BOOST_PYTHON_LIBNAME}\")\n else()\n message(FATAL_ERROR \"boost_python not detected by cmake, try setting\n environment variable $BOOST_PYTHON_LIBNAME for custom library name\")\n endif()\n set (Boost_LIBRARIES \"${Boost_LIBRARIES}-l boost_python-2.7\")\n endif()\nELSEIF(NOT Boost_FOUND)\n MESSAGE(FATAL_ERROR \"Unable to find correct Boost version. Did you set BOOST_ROOT?\")\nENDIF()\ntarget_link_libraries(dynamic_triad ${Boost_LIBRARIES})\n#target_link_libraries(dynamic_triad_extfeat ${Boost_LIBRARIES})\n\nFIND_PACKAGE(OpenMP REQUIRED)\nif(OPENMP_FOUND)\n message(\"OPENMP FOUND\")\n set(CMAKE_C_FLAGS \"${CMAKE_C_FLAGS} ${OpenMP_C_FLAGS}\")\n set(CMAKE_CXX_FLAGS \"${CMAKE_CXX_FLAGS} ${OpenMP_CXX_FLAGS}\")\n set(CMAKE_EXE_LINKER_FLAGS \"${CMAKE_EXE_LINKER_FLAGS} ${OpenMP_EXE_LINKER_FLAGS}\")\nendif()\n\nset_property(TARGET dynamic_triad PROPERTY CXX_STANDARD 11)\nset_property(TARGET dynamic_triad PROPERTY CXX_STANDARD_REQUIRED ON)\n\ninstall(TARGETS dynamic_triad DESTINATION ${CMAKE_SOURCE_DIR} LIBRARY)\n" }, { "path": "core/algorithm/__init__.py", "content": "" }, { "path": "core/algorithm/boost_python_omp.h", "content": "#ifndef OMP_UTILS_H\n#define OMP_UTILS_H\n\n#include \n#include \n\n#define OMP_INIT_FOR(sz, deg) \\\n do { \\\n int __omp_step_size = int(ceil(float(sz) / deg) + 0.5f); \\\n int __omp_deg = deg; \\\n int __omp_sz = sz;\n\n#define OMP_BEGIN_FOR(lbvar, ubvar) \\\n for(int __omp_par = 0; __omp_par < __omp_deg; __omp_par++) { \\\n int lbvar = __omp_par * __omp_step_size; \\\n int ubvar = (__omp_par + 1) * __omp_step_size; \\\n ubvar = (ubvar > __omp_sz ? __omp_sz : ubvar); \\\n lbvar = (lbvar > __omp_sz ? __omp_sz : lbvar);\n\n#define OMP_END_FOR() \\\n } \\\n } while(0);\n\n\nclass GILRelease {\n public:\n inline GILRelease() { m_thread_state = PyEval_SaveThread(); }\n inline ~GILRelease() { PyEval_RestoreThread(m_thread_state); m_thread_state = NULL; }\n private:\n PyThreadState* m_thread_state;\n};\n\nstruct GILAcquire{\n GILAcquire() {\n state = PyGILState_Ensure();\n }\n\n ~GILAcquire() {\n PyGILState_Release(state);\n }\nprivate:\n PyGILState_STATE state;\n};\n\n#endif // OMP_UTILS_H\n" }, { "path": "core/algorithm/cmake/FindNumPy.cmake", "content": "# Find the native numpy includes\n# This module defines\n# PYTHON_NUMPY_INCLUDE_DIR, where to find numpy/arrayobject.h, etc.\n# PYTHON_NUMPY_FOUND, If false, do not try to use numpy headers.\nif (NOT PYTHON_NUMPY_INCLUDE_DIR)\n exec_program (\"${PYTHON_EXECUTABLE}\"\n ARGS \"-c\" \"\\\"import numpy; print(numpy.get_include())\\\"\"\n OUTPUT_VARIABLE PYTHON_NUMPY_INCLUDE_DIR\n RETURN_VALUE NUMPY_NOT_FOUND)\n if (PYTHON_NUMPY_INCLUDE_DIR MATCHES \"Traceback\")\n # Did not successfully include numpy\n set(PYTHON_NUMPY_FOUND FALSE)\n else (PYTHON_NUMPY_INCLUDE_DIR MATCHES \"Traceback\")\n # successful\n set (PYTHON_NUMPY_FOUND TRUE)\n set (PYTHON_NUMPY_INCLUDE_DIR ${PYTHON_NUMPY_INCLUDE_DIR} CACHE PATH \"Numpy include path\")\n endif (PYTHON_NUMPY_INCLUDE_DIR MATCHES \"Traceback\")\n if (PYTHON_NUMPY_FOUND)\n if (NOT NUMPY_FIND_QUIETLY)\n message (STATUS \"Numpy headers found\")\n endif (NOT NUMPY_FIND_QUIETLY)\n else (PYTHON_NUMPY_FOUND)\n if (NUMPY_FIND_REQUIRED)\n message (FATAL_ERROR \"Numpy headers missing\")\n endif (NUMPY_FIND_REQUIRED)\n endif (PYTHON_NUMPY_FOUND)\n mark_as_advanced (PYTHON_NUMPY_INCLUDE_DIR)\nendif (NOT PYTHON_NUMPY_INCLUDE_DIR)\n\n" }, { "path": "core/algorithm/dynamic_triad.py", "content": "from __future__ import print_function\nfrom __future__ import print_function\n\nimport keras.backend as K\nfrom core.kerasext import keras_backend_patches\nfrom keras import optimizers, constraints\nimport numpy as np\nimport math\nimport warnings\nimport sys\nfrom .samplers.pos_neg_tri import Sampler\ntry:\n from sklearn.model_selection import cross_val_score, KFold, StratifiedKFold\nexcept ImportError:\n from sklearn.cross_validation import cross_val_score, KFold, StratifiedKFold\nfrom core import utils\nfrom core import gconfig as gconf\nfrom .embutils import TrainFlow, WithData, Validator\n\ntry:\n import dynamic_triad_cimpl as cimpl\nexcept ImportError:\n warnings.warn(\"dynamic_triad_cimpl.so not found, falling back to python implementation\")\n cimpl = None\n\n\nclass Model(Sampler, TrainFlow, WithData, Validator):\n def __init__(self, ds, pretrain_size=10, embdim=16, beta=None,\n lr=0.1, batchsize=None, sampling_args=None):\n if beta is None:\n beta = [0.1, 0.1]\n if sampling_args is None:\n sampling_args = {}\n\n self.__dataset = ds\n\n TrainFlow.__init__(self, embdim=embdim, beta=beta, trainmod=self.name, datasetmod=ds.name)\n Sampler.__init__(self, **sampling_args)\n\n self.pretrain_size = pretrain_size\n self.lr = lr\n self.batchsize = batchsize\n\n self.__pretrain = None\n self.__online = None\n\n @property\n def name(self):\n return \"dynamic_triad\"\n\n @property\n def dataset(self):\n return self.__dataset\n\n @property\n def pretrain(self):\n if self.__pretrain is not None:\n return self.__pretrain\n lf, pr, vs, cache = self.make_pretrain()\n self.__pretrain = {'lossfunc': lf, 'predfunc': pr, 'vars': vs, 'cache': cache}\n return self.__pretrain\n\n @property\n def online(self):\n if self.__online is not None:\n return self.__online\n lf, pr, vs, cache = self.make_online()\n self.__online = {'lossfunc': lf, 'predfunc': pr, 'vars': vs, 'cache': cache}\n return self.__online\n\n def verbose(self, inputs):\n comp = self.pretrain['cache']['debug']\n return comp(inputs)\n\n # the current implementation of x function is (j - i) + (k - i)\n def make_pretrain(self):\n embedding = K.variable(\n np.random.uniform(0, 1, (self.pretrain_size, self.dataset.nsize, self.flowargs['embdim'])))\n theta = K.variable(np.random.uniform(0, 1, (self.flowargs['embdim'] + 1, )))\n data = K.placeholder(ndim=2, dtype='int32') # (batchsize, 5), [k, from_pos, to_pos, from_neg, to_neg]\n weight = K.placeholder(ndim=1, dtype='float32') # (batchsize, )\n triag_int = K.placeholder(ndim=2, dtype='int32') # (batchsize, 4), [k, from, to1, to2]\n triag_float = K.placeholder(ndim=2, dtype='float32') # (batchsize, 3), [coef, w1, w2]\n pred_data = K.placeholder(ndim=2, dtype='int32') # (batchsize, 2) [timestep, nodeid]\n\n if K._BACKEND == 'theano':\n # (batchsize, nsize, d) => (batchsize, nsize)\n pred = embedding[pred_data[:, 0] - 1, pred_data[:, 1]][:, None, :] - embedding[pred_data[:, 0] - 1]\n pred = -K.sum(K.square(pred), axis=-1) # the closer the more probable\n\n # (batchsize, d) => (batchsize, )\n dist_pos = embedding[data[:, 0], data[:, 1]] - embedding[data[:, 0], data[:, 2]]\n dist_pos = K.sum(dist_pos * dist_pos, axis=-1)\n dist_neg = embedding[data[:, 0], data[:, 3]] - embedding[data[:, 0], data[:, 4]]\n dist_neg = K.sum(dist_neg * dist_neg, axis=-1)\n else:\n pred_tm = K.slice(pred_data, [0, 0], [-1, 1]) - 1\n node_idx = K.concatenate((pred_tm, K.slice(data, [0, 1], [-1, 1])), axis=1)\n pred = K.expand_dims(K.gather_nd(embedding, node_idx), 1) - K.gather(embedding, K.squeeze(pred_tm, 1))\n pred = -K.sum(K.square(pred), axis=-1)\n\n tm = K.slice(data, [0, 0], [-1, 1])\n posedge1 = K.concatenate((tm, K.slice(data, [0, 1], [-1, 1])), axis=1)\n posedge2 = K.concatenate((tm, K.slice(data, [0, 2], [-1, 1])), axis=1)\n negedge1 = K.concatenate((tm, K.slice(data, [0, 3], [-1, 1])), axis=1)\n negedge2 = K.concatenate((tm, K.slice(data, [0, 4], [-1, 1])), axis=1)\n dist_pos = K.gather_nd(embedding, posedge1) - K.gather_nd(embedding, posedge2)\n dist_pos = K.sum(dist_pos * dist_pos, axis=-1)\n dist_neg = K.gather_nd(embedding, negedge1) - K.gather_nd(embedding, negedge2)\n dist_neg = K.sum(dist_neg * dist_neg, axis=-1)\n\n margin = 1\n lprox = K.maximum(dist_pos - dist_neg + margin, 0) * weight\n\n # (1, )\n lprox = K.mean(lprox)\n\n # lsmooth\n lsmooth = embedding[1:] - embedding[:-1] # (k - 1, nsize, d)\n lsmooth = K.sum(K.square(lsmooth), axis=-1) # (k - 1, nsize)\n lsmooth = K.mean(lsmooth)\n\n # ltriag\n if K._BACKEND == 'theano':\n e1 = embedding[triag_int[:, 0], triag_int[:, 1]] - embedding[triag_int[:, 0], triag_int[:, 2]] # (batchsize_t, d)\n e2 = embedding[triag_int[:, 0], triag_int[:, 1]] - embedding[triag_int[:, 0], triag_int[:, 3]]\n x = e1 * triag_float[:, 1, None] + e2 * triag_float[:, 2, None]\n iprod = K.dot(x, K.expand_dims(theta[:-1], axis=1)) + theta[-1] # (batchsize_d, )\n iprod = K.clip(iprod, -50, 50) # for numerical stability\n logprob = K.log(1 + K.exp(-iprod))\n ltriag = K.mean(triag_float[:, 0] * iprod + logprob)\n else:\n tm = K.slice(triag_int, [0, 0], [-1, 1])\n nc = K.concatenate((tm, K.slice(triag_int, [0, 1], [-1, 1])), axis=1)\n n1 = K.concatenate((tm, K.slice(triag_int, [0, 2], [-1, 1])), axis=1)\n n2 = K.concatenate((tm, K.slice(triag_int, [0, 3], [-1, 1])), axis=1)\n \n e1 = K.gather_nd(embedding, nc) - K.gather_nd(embedding, n1)\n e2 = K.gather_nd(embedding, nc) - K.gather_nd(embedding, n2)\n\n w1 = K.slice(triag_float, [0, 1], [-1, 1])\n w2 = K.slice(triag_float, [0, 2], [-1, 1])\n\n x = e1 * w1 + e2 * w2\n iprod = K.dot(x, K.expand_dims(theta[:-1], axis=1)) + theta[-1] # (batchsize_d, )\n # logprob = K.log(1 + K.exp(-iprod))\n logprob = -K.log_softmax(K.concatenate((iprod, K.zeros_like(iprod)), axis=1), axis=1)\n logprob = K.slice(logprob, [0, 0], [-1, 1]) # discard results for appended zero line\n logprob = K.clip(logprob, -50, 50) # if the softmax if too small\n\n coef = K.slice(triag_float, [0, 0], [-1, 1])\n ltriag = K.mean(coef * iprod + logprob)\n\n loss = lprox + self.flowargs['beta'][0] * lsmooth + self.flowargs['beta'][1] * ltriag\n\n opt = optimizers.get({'class_name': 'Adagrad', 'config': {'lr': self.lr}})\n cstr = {embedding: constraints.get({'class_name': 'maxnorm', 'config': {'max_value': 1, 'axis': 2}}),\n theta: constraints.get({'class_name': 'unitnorm', 'config': {'axis': 0}})}\n upd = opt.get_updates([embedding, theta], cstr, loss)\n lf = K.function([data, weight, triag_int, triag_float], [loss], updates=upd)\n pf = K.function([pred_data], [pred])\n \n if gconf.debug:\n debug = K.function([data, weight, triag_int, triag_float],\n [lprox, lsmooth * self.flowargs['beta'][0], ltriag * self.flowargs['beta'][1],\n K.mean(triag_float[:, 0]) * self.flowargs['beta'][1],\n K.mean(iprod) * self.flowargs['beta'][1],\n K.mean(logprob) * self.flowargs['beta'][1]])\n return lf, pf, [embedding, theta], {'debug': debug}\n else:\n return lf, pf, [embedding, theta], {}\n\n def make_online(self):\n embedding = K.variable(np.random.uniform(0, 1, (self.dataset.nsize, self.flowargs['embdim'])))\n prevemb = K.placeholder(ndim=2, dtype='float32') # (nsize, d)\n data = K.placeholder(ndim=2, dtype='int32') # (batchsize, 5), [k, from_pos, to_pos, from_neg, to_neg]\n weight = K.placeholder(ndim=1, dtype='float32') # (batchsize, )\n\n if K._BACKEND == 'theano':\n # (batchsize, d) => (batchsize, )\n # data[:, 0] should be always 0, so we simply ignore it\n # note, when you want to use it, that according to data generation procedure, the actual data[:, 0] is not 0\n dist_pos = embedding[data[:, 1]] - embedding[data[:, 2]]\n dist_pos = K.sum(dist_pos * dist_pos, axis=-1)\n dist_neg = embedding[data[:, 3]] - embedding[data[:, 4]]\n dist_neg = K.sum(dist_neg * dist_neg, axis=-1)\n else:\n dist_pos = K.gather(embedding, K.squeeze(K.slice(data, [0, 1], [-1, 1]), axis=1)) - \\\n K.gather(embedding, K.squeeze(K.slice(data, [0, 2], [-1, 1]), axis=1))\n dist_pos = K.sum(dist_pos * dist_pos, axis=-1)\n dist_neg = K.gather(embedding, K.squeeze(K.slice(data, [0, 3], [-1, 1]), axis=1)) - \\\n K.gather(embedding, K.squeeze(K.slice(data, [0, 4], [-1, 1]), axis=1))\n dist_neg = K.sum(dist_neg * dist_neg, axis=-1)\n\n # (batchsize, )\n margin = 1\n lprox = K.maximum(margin + dist_pos - dist_neg, 0) * weight\n\n # (1, )\n lprox = K.mean(lprox)\n\n # lsmooth\n lsmooth = embedding - prevemb # (nsize, d)\n lsmooth = K.sum(K.square(lsmooth), axis=-1) # (nsize)\n lsmooth = K.mean(lsmooth)\n\n loss = lprox + self.flowargs['beta'][0] * lsmooth\n\n opt = optimizers.get({'class_name': 'Adagrad', 'config': {'lr': self.lr}})\n cstr = {embedding: constraints.get({'class_name': 'maxnorm', 'config': {'max_value': 1, 'axis': 1}})}\n upd = opt.get_updates([embedding], cstr, loss)\n lf = K.function([data, weight, prevemb], [loss], updates=upd)\n\n return lf, None, [embedding], {}\n\n def save_model(self, copy=True):\n if self.cur_train_begin < self.init_train_begin + self.pretrain_size < self.cur_train_end:\n raise RuntimeError(\"current training process crosses the boarder of pretraining???\")\n # load from keras resources\n if self.cur_train_end <= self.init_train_begin + self.pretrain_size:\n self._sequence[self.init_train_begin:self.init_train_begin + self.pretrain_size] = K.get_value(self.pretrain['vars'][0])\n self._tagged['theta'] = K.get_value(self.pretrain['vars'][1])\n else:\n self._sequence[self.cur_train_begin] = K.get_value(self.online['vars'][0])\n return super(Model, self).save_model(copy=copy)\n\n def restore_model(self, model, begin=None, end=None, copy=True):\n super(Model, self).restore_model(model, begin, end, copy=copy)\n if begin is None:\n begin = self.cur_train_begin\n if end is None:\n end = self.cur_train_end\n if self.cur_train_begin < self.init_train_begin + self.pretrain_size < self.cur_train_end:\n raise RuntimeError(\"current training process crosses the boarder of pretraining???\")\n\n # store to keras resources\n if self.is_training:\n if end <= self.init_train_begin + self.pretrain_size:\n K.set_value(self.pretrain['vars'][0], self._sequence[self.init_train_begin:self.init_train_begin + self.pretrain_size])\n K.set_value(self.pretrain['vars'][1], self._tagged['theta'])\n else:\n K.set_value(self.online['vars'][0], self._sequence[begin])\n\n def pretrain_begin(self, begin, end):\n TrainFlow.clear(self)\n TrainFlow.start_training(self, begin, end)\n\n Sampler.pretrain_begin(self, begin, end)\n\n self._sequence.extend([None] * self.pretrain_size)\n\n def pretrain_begin_iteration(self):\n Sampler.pretrain_begin_iteration(self)\n\n if self.cur_train_end > self.init_train_begin + self.pretrain_size: # online phase\n return\n\n # compute EM coefficients here\n neg1_int, neg1_float = self.__emcoef(self._neg[1])\n\n self._neg = self._neg[:1] + [neg1_int, neg1_float]\n\n def pretrain_end_iteration(self):\n Sampler.pretrain_end_iteration(self)\n self.save_model()\n\n def pretrain_end(self):\n Sampler.pretrain_end(self)\n TrainFlow.stop_training(self)\n\n def online_begin(self, begin, end):\n TrainFlow.start_training(self, begin, end)\n\n Sampler.online_begin(self, begin, end)\n initv = np.random.uniform(0, 1, (self.dataset.nsize, self.flowargs['embdim'])).astype('float32')\n K.set_value(self.online['vars'][0], initv)\n self._sequence.append(None)\n\n # ends the current online training\n # store online training results\n # we need to reset online training variables\n def online_end(self):\n Sampler.online_end(self)\n assert self.cur_train_end == self.cur_train_begin + 1, \"{} {}\".format(self.cur_train_end, self.cur_train_begin)\n self.save_model()\n TrainFlow.stop_training(self)\n\n def make_pretrain_input(self, batch):\n ret = Sampler.make_pretrain_input(self, batch)\n # (data, weight, triad)\n # because embedding variable starts from index 0\n for d in ret[0]: # data\n d[0] -= self.init_train_begin\n for d in ret[2]:\n d[0] -= self.init_train_begin\n return ret\n\n # return a list whatever number of inputs required\n def make_online_input(self, batch):\n ret = Sampler.make_online_input(self, batch)\n\n for d in ret[0]: # data\n d[0] -= self.init_train_begin\n \n ret.append(self._sequence[self.cur_train_begin - 1])\n return ret\n\n def __emcoef_cimpl(self, data):\n nodenames = list(self.__dataset.gtgraphs['any'].vp['name'])\n emb, theta = [K.get_value(v) for v in self.pretrain['vars']]\n mygraphs = list(self.__dataset.mygraphs)\n \n res = cimpl.emcoef(data, emb, theta, mygraphs, nodenames, self.__dataset.localstep)\n neg1_int = [r[0] for r in res]\n neg1_float = [r[1] for r in res]\n\n return neg1_int, neg1_float\n\n def __emcoef_pyimpl(self, data):\n slices = utils.group_by(self._neg[1], key=lambda x: x[0])\n for i in range(len(slices)):\n mapper = utils.ParMap(self.__emcoef_calculator_factory(slices[i][0][0]), self.__emcoef_monitor)\n slices[i] = mapper.run(slices[i], chunk=min(10000, mapper.default_chunk(len(slices[i]))))\n\n # TODO: need a shuffle?\n neg1_int = [r[0] for s in slices for r in s]\n neg1_float = [r[1] for s in slices for r in s]\n\n assert len(neg1_int) == len(neg1_float) and len(neg1_int) == len(data), \\\n \"{} {} {}\".format(len(neg1_int), len(neg1_float), len(data))\n \n return neg1_int, neg1_float\n\n def __emcoef(self, data):\n if cimpl is not None:\n if gconf.debug:\n data = [r for s in utils.group_by(self._neg[1], key=lambda x: x[0]) for r in s]\n cimpl_res = self.__emcoef_cimpl(data)\n if gconf.debug:\n pyimpl_res = self.__emcoef_pyimpl(data)\n print(\"checking cimpl results according to pyimpl results\")\n assert len(pyimpl_res[0]) == len(cimpl_res[0]), \"{} {}\".format(len(pyimpl_res[0]), len(cimpl_res[0]))\n for i in range(len(pyimpl_res[0])):\n assert pyimpl_res[0][i] == cimpl_res[0][i] and [math.fabs(i - j) < 1e-3 for i, j in zip(pyimpl_res[1][i], cimpl_res[1][i])], \\\n \"{} {} {} {} {} {}\".format(i, pyimpl_res[0][i], pyimpl_res[1][i], cimpl_res[0][i], cimpl_res[1][i], data[i])\n print(\"OK\")\n\n return cimpl_res \n else:\n return self.__emcoef_pyimpl(data)\n\n @staticmethod\n def __emcoef_monitor(reportq):\n total_proccnt = {}\n while True:\n obj = reportq.get()\n if isinstance(obj, StopIteration):\n break\n pid, proccnt = obj\n total_proccnt[pid] = proccnt\n print(\"EM coefficients calculated for {} samples\\r\".format(sum(total_proccnt.values())), end='')\n sys.stdout.flush()\n print(\"EM coefficients calculated for {} samples\".format(sum(total_proccnt.values())))\n\n def __emcoef_calculator_factory(self, timestep):\n # TODO: split data by year so that we need not share the whole emb and mygraph\n nodenames = list(self.__dataset.gtgraphs['any'].vp['name'])\n name2idx = {n: i for i, n in enumerate(nodenames)}\n emb, theta = [K.get_value(v) for v in self.pretrain['vars']]\n # localstep = self.__dataset.localstep\n\n # localize for current time step\n g = self.__dataset.mygraphs[timestep]\n emb = emb[timestep - self.__dataset.localstep]\n # mygraphs = list(self.__dataset.mygraphs)\n\n def emcoef_calc(procinfo, data, reportq):\n ret = []\n for didx, d in enumerate(data):\n if didx % 10000 == 0:\n reportq.put([id(procinfo), didx])\n y, k, i, j, lb, wtv1, wtv2 = d\n # y0based = y - localstep\n # g = mygraphs[y0based]\n # w = g.edge_properties['weight']\n if lb == 0:\n C = 1\n else:\n def x(a, b, c):\n w1, w2 = g.edge(nodenames[a], nodenames[c]), g.edge(nodenames[b], nodenames[c])\n return (emb[c] - emb[a]) * w1 + (emb[c] - emb[b]) * w2\n\n def P(a, b, c):\n power = -(np.dot(theta[:-1], x(a, b, c)) + theta[-1])\n\n if power > 100:\n return 0\n else:\n return 1.0 / (1 + math.exp(power))\n\n C0 = P(i, j, k)\n\n inbr = set(list(g.out_neighbours(nodenames[i])))\n jnbr = set(list(g.out_neighbours(nodenames[j])))\n cmnbr = inbr.intersection(jnbr)\n C1 = 1 - np.prod([1 - P(i, j, name2idx[v]) for v in cmnbr])\n\n eps = 1e-6\n C = 1 - C0 / (C1 + eps)\n\n if not np.isfinite(C):\n print(C0, C1, C, [1 - P(i, j, name2idx[v]) for v in cmnbr])\n print(i, j, k)\n print(g.exists(nodenames[i], nodenames[k]),\n g.exists(nodenames[j], nodenames[k]))\n print([name2idx[n] for n in inbr], [name2idx[n] for n in jnbr])\n assert 0\n\n ret.append(([y, k, i, j], [C, wtv1, wtv2]))\n reportq.put([id(procinfo), len(data)])\n return ret\n\n return emcoef_calc\n" }, { "path": "core/algorithm/dynamic_triad_cimpl.cpp", "content": "#include \n#include \n#include \n\n#include \nnamespace py = boost::python;\n\n#include \nnamespace ei = Eigen;\n\n#include \n#include \n#include \n#include \n#include \n#include \n#include \n#include \nusing namespace std;\n\n#include \n\n#include \"graph/graph_pywrapper.h\"\n#include \"boost_python_omp.h\"\n\nstruct Record\n{\n int i, j, k;\n int tm, lb;\n float wtv1, wtv2;\n};\n\nusing Tensor1D = ei::Map, ei::RowMajor>;\nusing Tensor1D_Managed = ei::Array;\n\nusing Tensor2D = ei::Map, ei::RowMajor>;\nusing Tensor2D_Managed = ei::Array;\n\nusing Tensor3D = PyArrayObject*;\n\ntemplate using cgraph_type = const typename graph_t::CGraph*;\ntemplate using node_type = typename graph_t::CGraph::node_type;\n\ntemplate \nTensor1D_Managed X(int a, int b, int c, cgraph_type g, Tensor2D emb, const vector>& nodenames)\n{\n float w1 = g->edge_value(nodenames[a], nodenames[c]);\n float w2 = g->edge_value(nodenames[b], nodenames[c]);\n \n if(w1 < 1e-6 || w2 < 1e-6) // save computation\n if(!g->exists(nodenames[a], nodenames[c]) || !g->exists(nodenames[b], nodenames[c]))\n throw runtime_error(\"invalid open triangle\");\n\n return (emb.row(c) - emb.row(a)) * w1 + (emb.row(c) - emb.row(b)) * w2;\n}\n\ntemplate \nfloat P(int a, int b, int c, cgraph_type g, Tensor2D emb, Tensor1D theta, const vector>& nodenames)\n{\n Tensor1D_Managed x = X(a, b, c, g, emb, nodenames);\n float power = theta.segment(0, theta.size() - 1).cwiseProduct(x).sum();\n power = -(power + theta(0, theta.size() - 1));\n \n if(power > 100.0f)\n return 0.0f;\n else\n return 1.0f / (1 + exp(power));\n}\n\ntemplate \nvoid translate_input(const py::list py_graph, const py::list py_nodenames, vector> *graphs, vector> *nodenames)\n{\n // graph\n for(int i = 0; i < py::len(py_graph); i++)\n {\n cgraph_type g = (cgraph_type)py::extract(py_graph[i].attr(\"data\")())(); \n graphs->push_back(g);\n }\n\n // nodenames\n for(int i = 0; i < py::len(py_nodenames); i++)\n {\n py::extract> ext(py_nodenames[i]);\n if(!ext.check())\n throw runtime_error(\"Type check failed for nodename convertion\");\n nodenames->push_back(ext());\n }\n}\n\n// this is required because eigen::map REQUIRES proper init in debug mode,\n// so we HAVE TO directly return it rather than passing a pointer\nTensor1D translate_1darray(py::object arr)\n{\n PyArrayObject *obj = (PyArrayObject*)arr.ptr();\n int sz = PyArray_DIM(obj, 0);\n // assert float type\n if(PyArray_DESCR(obj)->kind != 'f')\n throw logic_error(\"dtype of ndarray is not float32!\");\n return Tensor1D((float*)PyArray_DATA(obj), 1, sz);\n}\n\nTensor3D translate_3darray(py::object arr)\n{\n return (Tensor3D)arr.ptr();\n}\n\ntemplate \nT extract(py::object obj)\n{\n py::extract ext(obj);\n if(!ext.check())\n {\n ostringstream oss;\n oss << \"Type check failed for type \" << typeid(T).name();\n throw runtime_error(oss.str());\n }\n return ext();\n}\n\nvoid extract_record(py::object rec, Record *out)\n{\n py::extract ext(rec);\n if(!ext.check())\n throw runtime_error(\"Type check failed for data record, expecting py::list\");\n py::list lst = ext();\n out->tm = extract(lst[0]);\n out->k = extract(lst[1]); // center node\n out->i = extract(lst[2]);\n out->j = extract(lst[3]);\n out->lb = extract(lst[4]);\n out->wtv1 = extract(lst[5]);\n out->wtv2 = extract(lst[6]);\n}\n\nTensor2D slice_tensor3d(Tensor3D t, int idx)\n{\n void *data = PyArray_GETPTR1(t, idx);\n // assert float type\n if(PyArray_DESCR(t)->kind != 'f')\n throw logic_error(\"dtype of ndarray is not float32!\");\n return Tensor2D((float*)data, PyArray_DIM(t, 1), PyArray_DIM(t, 2));\n}\n\ntemplate \npy::list _emcoef(py::list data, py::object py_emb, py::object py_theta, py::list py_graphs, py::list py_nodenames, int localstep)\n{\n vector> graphs;\n vector> nodenames;\n\n py::list ret;\n ret.append(0);\n ret *= py::len(data);\n\n translate_input(py_graphs, py_nodenames, &graphs, &nodenames);\n Tensor3D emb = translate_3darray(py_emb);\n Tensor1D theta = translate_1darray(py_theta);\n\n // build name2idx\n map, int> name2idx;\n int idx_cnt = 0;\n for(const auto& name : nodenames)\n name2idx[name] = idx_cnt++;\n\n double eps = 1e-6;\n int datalen = py::len(data);\n int pardeg = 120;\n int num_threads = omp_get_num_procs();\n //int num_threads = 1; // for debug\n\n GILRelease gilrelease;\n\n OMP_INIT_FOR(datalen, pardeg);\n#ifdef DEBUG\n cout << \"step size \" << __omp_step_size << ' ' << __omp_sz << ' ' << __omp_deg << endl;\n#endif\n#pragma omp parallel for shared(data, localstep, graphs, emb, theta, nodenames, ret) num_threads(num_threads) schedule(dynamic, 1)\n OMP_BEGIN_FOR(lb, ub);\n\n#ifdef DEBUG \n cout << \"thread \" << omp_get_thread_num() << \": from \" << lb << \" to \" << ub << endl;\n#endif\n\n Record currec[ub - lb];\n double curC[ub - lb];\n\n { GILAcquire gil;\n for(int i = lb; i < ub; i++)\n extract_record(data[i], &currec[i - lb]);\n }\n\n for(int i = lb; i < ub; i++)\n {\n double C, C0, C1;\n Record rec = currec[i - lb];\n\n int tm0based = rec.tm - localstep;\n if(tm0based < 0)\n throw runtime_error(\"trying to access graph before the first time step\");\n\n const cgraph_type g = graphs[tm0based];\n Tensor2D curemb = slice_tensor3d(emb, tm0based);\n\n if(rec.lb == 0)\n {\n C = 1.0;\n }\n else\n {\n C0 = P(rec.i, rec.j, rec.k, g, curemb, theta, nodenames);\n const auto& inbr = g->get_value(nodenames[rec.i]);\n set> cmnbr;\n for(const auto& itr : g->get_value(nodenames[rec.j]))\n if(inbr.exists(itr.first))\n cmnbr.insert(itr.first);\n\n C1 = 1;\n for(const auto& nbr : cmnbr)\n {\n C1 *= (1 - P(rec.i, rec.j, name2idx[nbr], g, curemb, theta, nodenames));\n }\n C1 = 1.0 - C1;\n\n C = 1.0 - C0 / (C1 + eps);\n\n if(!isfinite(C))\n {\n cerr << C0 << ' ' << C1 << ' ' << C << endl;\n cerr << rec.i << ' ' << rec.j << ' ' << rec.k << endl;\n cerr << g->exists(nodenames[rec.i], nodenames[rec.k]) << ' ' << g->exists(nodenames[rec.j], nodenames[rec.k]) << endl;\n for(const auto& nbr : g->get_value(nodenames[rec.i]))\n cerr << name2idx[nbr.first] << ' ';\n cerr << endl;\n for(const auto& nbr : g->get_value(nodenames[rec.j]))\n cerr << name2idx[nbr.first] << ' ';\n cerr << endl;\n throw runtime_error(\"inf or nan detected when calculating em coefficients\");\n }\n }\n curC[i - lb] = float(C);\n }\n { GILAcquire gil;\n for(int i = lb; i < ub; i++)\n {\n Record rec = currec[i - lb];\n ret[i] = py::make_tuple(py::list(py::make_tuple(rec.tm, rec.k, rec.i, rec.j)), py::list(py::make_tuple(curC[i - lb], rec.wtv1, rec.wtv2)));\n } }\n\n OMP_END_FOR();\n return ret;\n}\n\npy::list emcoef(py::list data, py::object py_emb, py::object py_theta, py::list py_graphs, py::list py_nodenames, int localstep)\n{\n string cls = py::extract(py::object(py_graphs[0]).attr(\"__class__\").attr(\"__name__\"));\n if(cls == \"Graph_Int32_Float\")\n {\n return _emcoef(data, py_emb, py_theta, py_graphs, py_nodenames, localstep);\n }\n else if(cls == \"Graph_String_Float\")\n {\n return _emcoef(data, py_emb, py_theta, py_graphs, py_nodenames, localstep);\n }\n else\n {\n throw runtime_error(string(\"Unknown graph type \") + cls);\n }\n}\n\nBOOST_PYTHON_MODULE(dynamic_triad_cimpl)\n{\n PyEval_InitThreads();\n py::def(\"emcoef\", &emcoef);\n}\n" }, { "path": "core/algorithm/embutils.py", "content": "from __future__ import print_function\n\nimport numpy as np\nfrom collections import defaultdict\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.metrics import f1_score\nfrom copy import deepcopy\ntry:\n from sklearn.model_selection import cross_val_score, KFold, StratifiedKFold\nexcept ImportError:\n from sklearn.cross_validation import cross_val_score, KFold, StratifiedKFold\nfrom core import utils\nfrom core import gconfig as gconf\n\n\nclass WithData(object):\n @property\n def dataset(self):\n raise NotImplementedError()\n\n\nclass TrainFlow(utils.Archivable, WithData):\n def __init__(self, **flowargs):\n self.__arg_names = ['embdim', 'beta', 'trainmod', 'datasetmod']\n self.__args = {k: flowargs.get(k, None) for k in self.__arg_names}\n # self.__args = {'embdim': embdim, 'beta': beta, 'trainmod': trainmod, 'datasetmod': datasetmod}\n\n self._history = []\n\n self._sequence = utils.OffsetList(0, 0, [], managed=True) # to make the sequence managed by OffsetList\n self._tagged = {}\n\n self.__training = False\n self.__curbegin = None\n self.__curend = None\n\n def __add_history(self, hist):\n if len(self._history) > 0:\n if self._history[-1][1] != hist[0]:\n raise RuntimeError(\"Expected to train from step {}, got {} instead\"\n .format(self._history[-1][1], hist[1]))\n dsrg = [self.dataset.localstep, self.dataset.localstep + self.dataset.nsteps]\n if self._history[-1][1] == dsrg[0]:\n self._history.append(hist)\n else:\n if hist[0] >= dsrg[0] and hist[1] <= dsrg[1]:\n self._history[-1][1] = hist[1] # merge\n else:\n raise RuntimeError(\"trying to train from {} to {} (excluded), out of dataset range [{}, {})\"\n .format(hist[0], hist[1], dsrg[0], dsrg[1]))\n else:\n self._history.append(hist)\n\n def start_training(self, begin, end):\n self.__training = True\n self.__curbegin, self.__curend = begin, end\n if len(self._history) == 0: # pretrain\n self._sequence = utils.OffsetList(begin, 0, [], managed=True)\n self.__add_history([begin, end])\n\n def stop_training(self):\n self.__training = False\n self.__curbegin, self.__curend = None, None\n\n @property\n def cur_train_begin(self):\n if not self.__training:\n raise RuntimeError(\"TrainFlow not in training mode\")\n return self.__curbegin\n\n @property\n def cur_train_end(self):\n if not self.__training:\n raise RuntimeError(\"TrainFlow not in training mode\")\n return self.__curend\n \n @property\n def init_train_begin(self):\n if len(self._history) == 0:\n raise RuntimeError(\"no training records found\")\n return self._history[0][0]\n \n @property\n def init_train_end(self):\n if len(self._history) == 0:\n raise RuntimeError(\"no training records found\")\n return self._history[0][1]\n\n @property\n def last_train_begin(self):\n if len(self._history) == 0:\n raise RuntimeError(\"no training records found\")\n return self._history[-1][0]\n\n @property\n def last_train_end(self):\n if len(self._history) == 0:\n raise RuntimeError(\"no training records found\")\n return self._history[-1][1]\n\n @property\n def flowargs(self):\n return self.__args\n\n @property\n def is_training(self):\n return self.__training\n\n def embeddings_at(self, step, allow_missing=False, default=None):\n try:\n return self._sequence[step]\n except KeyError:\n if allow_missing:\n return default\n else:\n raise RuntimeError(\"trying to access missing embedding at step {}\".format(step))\n\n # samples: [(time, node1, node2, ...), ...]\n def make_features(self, samples):\n feat = []\n emb_cache = utils.KeyDefaultDict(lambda x: self.embeddings_at(x))\n for s in samples:\n feat.append(emb_cache[s[0]][s[1:]])\n feat = np.array(feat)\n if gconf.debug:\n print(\"features shape: {}\".format(feat.shape)) # (sample_size, node_cnt, feat_dim)\n return feat\n\n def clear(self):\n self._history = []\n self._sequence = utils.OffsetList(0, 0, [], managed=True) \n self._tagged = {}\n self.__training = False\n\n def slim_storage(self, keep_size):\n startstep = min(self._history[-1][1] - keep_size, self._history[-1][0])\n startstep = max(startstep, self._sequence.offset)\n self._sequence = utils.OffsetList(startstep, self._history[-1][1] - startstep, self._sequence[startstep:],\n copy=False, managed=True)\n\n def export(self):\n \"\"\"\n exports the embedding vectors\n :return:\n \"\"\"\n return list(self._sequence)\n\n def archive(self, name=None, copy=True):\n if name is None:\n prefix = 'TrainFlow'\n else:\n prefix = '{}_TrainFlow'.format(name)\n\n ar = super(TrainFlow, self).archive(name)\n ar['{}_args'.format(prefix)] = self.__args\n ar['{}_history'.format(prefix)] = self._history\n ar['{}_sequence'.format(prefix)] = [self._sequence.offset, self._sequence.length, list(self._sequence)]\n ar['{}_tagged'.format(prefix)] = self._tagged\n\n if copy:\n ar = deepcopy(ar)\n\n return ar\n\n def load_archive(self, ar, copy=True, name=None):\n if self.__training:\n raise RuntimeError(\"archive should be loaded before training starts\")\n\n if name is None:\n prefix = 'TrainFlow'\n else:\n prefix = '{}_TrainFlow'.format(name)\n\n super(TrainFlow, self).load_archive(ar, copy=copy, name=name)\n self._sequence, self._tagged = utils.OffsetList(*ar['{}_sequence'.format(prefix)], copy=copy, managed=True), \\\n ar['{}_tagged'.format(prefix)]\n\n self._history = ar['{}_history'.format(prefix)]\n print(\"[debug] train history: {}\".format(self._history))\n\n self.__check_flowargs(ar['{}_args'.format(prefix)])\n\n if copy:\n self._history = deepcopy(self._history)\n\n def __check_flowargs(self, old_args):\n for n in old_args:\n if self.__args.get(n, None) is not None and self.__args[n] != old_args[n]:\n raise RuntimeError(\"Argument mismatch {}: {}(old) vs. {}(cur)\".format(n, old_args[n], self.__args[n]))\n self.__args[n] = old_args[n]\n\n # checkpoints\n # this is different from archive system that only params related to latest train are considered\n def save_model(self, copy=True):\n model = [[], self._tagged]\n for i in range(self.cur_train_begin, self.cur_train_end):\n model[0].append(self.embeddings_at(i))\n if copy:\n model = deepcopy(model)\n return model\n\n def restore_model(self, model, begin=None, end=None, copy=True):\n if begin is None:\n begin = self.cur_train_begin\n if end is None:\n end = self.cur_train_end\n\n if len(model[0]) != end - begin:\n raise RuntimeError(\"trying to restore invalid model with length {} to range [{}, {})\"\n .format(len(model[0]), begin, end))\n if copy:\n model = deepcopy(model)\n\n self._tagged = model[1]\n for i in range(begin, end):\n self._sequence[i] = model[0][i - begin]\n\n\nclass TrainFlowView(TrainFlow, WithData):\n def __init__(self, **flowargs):\n super(TrainFlowView, self).__init__(**flowargs)\n\n def start_training(self, begin, end):\n raise NotImplementedError()\n\n def stop_training(self):\n raise NotImplementedError()\n\n @property\n def dataset(self):\n return None\n\n\n# the sub class must implement make_features,\n# TODO: this is almost the same as class StdTests, with slight differences such as this class\n# TODO: focuses only on f1 score, etc, consider merging these two classes in the future\nclass Validator(object):\n tasks = 'link_prediction', 'link_reconstruction', 'node_classify', 'node_predict', 'none'\n\n @property\n def __task_handler(self):\n ret = defaultdict(lambda: self.__unknown)\n ret.update({'link_prediction': self._validate_link_reconstruction,\n 'link_reconstruction': self._validate_link_reconstruction,\n 'node_classify': self._validate_node_classify,\n 'node_predict': self._validate_node_classify,\n 'none': self.__none})\n return ret\n\n def _validate_link_reconstruction(self, samples, lbs):\n # cache = utils.KeyDefaultDict(lambda x: self.embeddings_at(x))\n # feat = []\n # for v in samples:\n # emb = cache[v[0] - 1]\n # # feat.append(np.concatenate((emb[v[1]], emb[v[2]]), axis=0))\n # feat.append(np.abs(emb[v[1]] - emb[v[2]]))\n # feat = np.vstack(feat)\n feat = self.make_features(samples)\n feat = np.abs(feat[:, 0] - feat[:, 1])\n\n clf = LogisticRegression()\n try:\n cv = StratifiedKFold(lbs, n_folds=2, shuffle=True)\n parts = cv\n except TypeError:\n cv = StratifiedKFold(n_splits=2, shuffle=True)\n parts = cv.split(feat, lbs)\n\n val_score = []\n for tr, te in parts:\n model = clf.fit(feat[tr], lbs[tr])\n p = model.predict(feat[te])\n val_score.append(f1_score(lbs[te], p))\n return np.mean(val_score)\n\n def _validate_node_classify(self, samples, lbs):\n # note that the 1-st dimension of feat is for each node in each sample (time, node1, node2, ...)\n feat = self.make_features(samples)[:, 0]\n assert len(feat) == len(lbs)\n\n clf = LogisticRegression(class_weight='balanced')\n try:\n cv = StratifiedKFold(lbs, n_folds=2, shuffle=True)\n parts = cv\n except TypeError as e:\n cv = StratifiedKFold(n_splits=2, shuffle=True)\n parts = cv.split(feat, lbs)\n\n val_score = []\n for tr, te in parts:\n model = clf.fit(feat[tr], lbs[tr])\n p = model.predict(feat[te])\n val_score.append(f1_score(lbs[te], p))\n return np.mean(val_score)\n\n def __none(self, samples, lbs):\n return 0\n\n def __unknown(self, samples, lbs):\n raise NotImplementedError()\n\n def validate(self, task, samples, lbs):\n return self.__task_handler[task](samples, lbs)\n\n# class Validation(Validator, ValidationSampler):\n# @property\n# def tasks(self):\n# return list(set(Validator.tasks.fget(self)).intersection(set(ValidationSampler.tasks.fget(self))))\n" }, { "path": "core/algorithm/samplers/__init__.py", "content": "" }, { "path": "core/algorithm/samplers/pos_neg.py", "content": "from __future__ import print_function\nfrom __future__ import absolute_import\n\nimport numpy as np\nimport random\nfrom itertools import izip\nfrom . import sampler\nfrom core import gconfig as gconf\nfrom core import utils\nfrom core.algorithm.embutils import WithData\n\n\nclass Sampler(sampler.Sampler, WithData):\n def __init__(self, **kwargs):\n self._pos = None\n self._pos_range = [-1, 1]\n self._neg = None\n self._valid = None\n self._negdup = kwargs.get('negdup', 1)\n\n self.__enable_cache = kwargs.get('replace_cache', False)\n self._replace_cache = utils.OffsetList(self.dataset.gtgraphs.offset, len(self.dataset.gtgraphs), lambda x: None)\n\n def __make_pos(self, begin, end):\n data = []\n weight = []\n # TODO: remove this ugly fix\n nodenames = list(self.dataset.gtgraphs['any'].vp['name'])\n for i in range(begin, end):\n assert not self.dataset.gtgraphs[i].is_directed()\n for e in self.dataset.gtgraphs[i].edges():\n src, tgt = int(e.source()), int(e.target())\n if src > tgt:\n src, tgt = tgt, src\n nsrc, ntgt = nodenames[src], nodenames[tgt]\n # for debug\n if gconf.debug: # because .edge is slow\n assert self.dataset.mygraphs[i].exists(nsrc, ntgt), \\\n \"{}: {} {}\".format(i, nsrc, ntgt)\n\n data.append([i, src, tgt])\n weight.append(self.dataset.mygraphs[i].edge(nsrc, ntgt))\n data = np.array(data, dtype='int32')\n weight = np.array(weight, dtype='float32')\n if len(data) == 0:\n raise RuntimeError(\"No positive sample is generated given an empty graph\")\n assert len(data) == sum([g.num_edges() for g in self.dataset.gtgraphs[begin:end]]), \\\n \"{}, {}\".format(len(data), sum([g.num_edges() for g in self.dataset.gtgraphs[begin:end]]))\n return [data, weight]\n\n def pretrain_begin(self, begin, end):\n self._pos_range = [begin, end]\n\n self._pos = self.__make_pos(begin, end)\n\n def pretrain_end(self):\n pass\n\n def __make_neg(self, posdata, negdup=1):\n negdata = []\n # TODO: this is an ugly fix, try to add indexing support in mygraph\n nodenames = list(self.dataset.gtgraphs['any'].vp['name'])\n\n for d in posdata:\n k, src, tgt = d\n negdata.append([])\n for i in range(negdup):\n if utils.crandint(2) == 0: # replace source\n if self.__enable_cache:\n curcache = self._rep_cache(k)[tgt]\n new_src = curcache[utils.crandint(len(curcache))]\n negdata[-1].extend([new_src, tgt])\n else:\n # TODO: although it is almost impossible for a node to have all edges, check this in advance\n #new_src = random.randint(0, self.dataset.gtgraphs[k].num_vertices() - 1)\n new_src = utils.crandint(self.dataset.gtgraphs[k].num_vertices())\n assert not self.dataset.gtgraphs[k].is_directed()\n while self.dataset.mygraphs[k].exists(nodenames[new_src], nodenames[tgt]):\n #new_src = random.randint(0, self.dataset.gtgraphs[k].num_vertices() - 1)\n new_src = utils.crandint(self.dataset.gtgraphs[k].num_vertices())\n negdata[-1].extend([new_src, tgt])\n else: # replace target\n if self.__enable_cache:\n curcache = self._rep_cache(k)[src]\n #new_tgt = curcache[random.randint(0, len(curcache) - 1)]\n new_tgt = curcache[utils.crandint(len(curcache))]\n negdata[-1].extend([src, new_tgt])\n else:\n #new_tgt = random.randint(0, self.dataset.gtgraphs[k].num_vertices() - 1)\n new_tgt = utils.crandint(self.dataset.gtgraphs[k].num_vertices())\n while self.dataset.mygraphs[k].exists(nodenames[src], nodenames[new_tgt]):\n #new_tgt = random.randint(0, self.dataset.gtgraphs[k].num_vertices() - 1)\n new_tgt = utils.crandint(self.dataset.gtgraphs[k].num_vertices())\n negdata[-1].extend([src, new_tgt])\n negdata = np.array(negdata)\n assert negdata.shape == (len(posdata), 2 * negdup), \"{}, {}\".format(negdata.shape, (len(posdata), 2 * negdup))\n\n return negdata\n\n # in this implementation, negative samples rely wholy on positive samples,\n # as a result, begin and end params are ignored in make_neg\n def pretrain_begin_iteration(self):\n # TODO: modify __make_neg to return a list\n self._neg = [self.__make_neg(self._pos[0], negdup=self._negdup)]\n\n def pretrain_end_iteration(self):\n pass\n\n def online_begin(self, begin, end):\n assert begin == end - 1\n self._pos = self.__make_pos(begin, end)\n self._pos_range = [begin, begin]\n\n def online_end(self):\n pass\n\n def online_begin_iteration(self):\n self.shuffle_sample()\n self._neg = [self.__make_neg(self._pos[0], negdup=self._negdup)]\n\n def online_end_iteration(self):\n pass\n\n def make_pretrain_input(self, batch):\n pos, weight, neg = batch[:3]\n assert neg.shape[1] % 2 == 0\n dupneg = neg.shape[1] / 2\n data = []\n # TODO: by doing so, we always train samples from the same edge together, does this matter?\n for i in range(len(pos)):\n for j in range(0, len(neg[i]), 2):\n data.append(list(pos[i]) + [neg[i][j], neg[i][j + 1]])\n data = np.array(data)\n assert data.shape == (len(pos) * dupneg, 5)\n return [data, weight]\n\n def make_online_input(self, batch):\n # polymorphism is not expected here, since make_pretrain_input and make_online_input are conceptually different\n # we call Sampler.make_pretrain_input here simply to avoid copying and pasting\n return Sampler.make_pretrain_input(self, batch)\n\n # def make_valid_input(self):\n # return [self._valid[0]]\n #\n # def make_valid_labels(self):\n # return self._valid[1]\n\n def _make_rep_cache(self, k):\n self._replace_cache[k] = []\n g = self.dataset.gtgraphs[k]\n all_nodes = set(range(g.num_vertices()))\n for j in range(g.num_vertices()):\n self._replace_cache[k].append(list(all_nodes - set([int(v) for v in g.vertex(j).out_neighbours()])))\n\n def _rep_cache(self, k):\n if self._replace_cache[k] is None:\n self._make_rep_cache(k)\n return self._replace_cache[k]\n\n def shuffle_sample(self):\n self._pos[0], order, invorder = utils.shuffle_sample(self._pos[0], return_order=True)\n for i in range(1, len(self._pos)):\n self._pos[i] = utils.apply_order(self._pos[i], order)\n # in this model, negative samples are drawn after shuffling positive samples\n\n def batches(self, batchsize):\n for i, s in enumerate(self._pos + self._neg):\n assert len(s) == self.sample_size(), \"{}-th: {} {}\".format(i, len(s), self.sample_size())\n isamp = [utils.islice_sample(s, chunk=batchsize) for s in self._pos + self._neg]\n for s in izip(*isamp):\n yield s\n\n def sample_size(self):\n return len(self._pos[0])\n" }, { "path": "core/algorithm/samplers/pos_neg_tri.py", "content": "# triagnle data format:\n# time step of the open triangle\n# open triangle ceter node\n# open triangle node 1\n# open triangle node 2\n# label/coefficient\n# weight 1\n# weight 2 \n\nfrom __future__ import print_function\nfrom __future__ import absolute_import\n\nimport sys\nfrom . import pos_neg\nfrom core.algorithm.embutils import WithData\nimport core.gconfig as gconf\nfrom core import utils\nfrom collections import defaultdict\n\n\nclass Sampler(pos_neg.Sampler, WithData):\n # almost the same as datagen_pos_neg.DataGen, except that triangular data are sampled with negative samples\n def __init__(self, **kwargs):\n super(Sampler, self).__init__(**kwargs)\n\n self.__enable_cache = kwargs.get('triangle_cache', False)\n self._triangular_cache = utils.OffsetList(self.dataset.localstep, self.dataset.nsteps, lambda x: None)\n # self._triangular_cache = [None for _ in range(len(self.dataset.gtgraphs))]\n # self._edge_cache = [None for _ in range(len(self.dataset.gtgraphs))]\n self.__nbr_cache = [{} for _ in range(self.dataset.nsteps)]\n self.__succ_trial, self.__all_trial = 10, 12\n\n # in this implementation, negative samples rely wholy on positive samples,\n # as a result, begin and end params are ignored in make_neg\n def pretrain_begin_iteration(self):\n super(Sampler, self).pretrain_begin_iteration()\n\n # sample triangular data\n filtered_pos = [p for p in self._pos[0] if p[0] + 1 < self._pos_range[1]] # except the last time slice!\n\n if len(filtered_pos) <= 0:\n print(\"No possible triangular samples, given positive range {} to {}\".\n format(self._pos_range[0], self._pos_range[1]))\n triagdata = [None] * len(self._pos[0]) # in order to pass assertion in datagen_pos_neg.batches()\n else:\n if not self.__enable_cache:\n mapper = utils.ParMap(self.__uncached_sampler_factory(), self.__sample_uncached_monitor, njobs=gconf.njobs)\n triagdata = []\n sample_round = 0\n while len(triagdata) < len(self._pos[0]):\n left_cnt = len(self._pos[0]) - len(triagdata)\n\n # verboses\n print(\"sample round {}, target #samples {}\".format(sample_round, left_cnt))\n sample_round += 1\n\n # increase the probability of finish sampling in a single round\n left_cnt = int(left_cnt * (float(self.__all_trial) / self.__succ_trial + 0.2))\n if left_cnt < 100:\n left_cnt = 100\n mapper.njobs = 1\n lb = max(0, utils.crandint(len(filtered_pos) - left_cnt))\n ub = min(lb + left_cnt, len(filtered_pos))\n newsamples = mapper.run(filtered_pos[lb:ub])\n self.__all_trial += (ub - lb)\n self.__succ_trial += len(newsamples)\n triagdata.extend(newsamples)\n triagdata = triagdata[:len(self._pos[0])]\n else:\n raise NotImplementedError()\n\n self._neg.append(triagdata) # neg, triangdata_int, triangdata_float\n\n def _triag_cache(self, k, knode, onode):\n # assert self._edge(k, knode, onode) is not None\n key = \"{},{}\".format(knode, onode)\n if self._triangular_cache[k] is None:\n self._make_triag_cache(k)\n try:\n return self._triangular_cache[k][key]\n except KeyError as e:\n print(self._triangular_cache[k])\n raise e\n\n def _make_triag_cache(self, t):\n print(\"making triag cache for {}\".format(t))\n self._triangular_cache[t] = {}\n g = self.dataset.mygraphs[t]\n name2idx = {n: i for i, n in enumerate(self.dataset.gtgraphs[t].vp['name'])}\n # assume g is not a graphview here, because we rely on int(vertex)\n # adj = spect.adjacency(g).todense()\n # NOTE: all following computations are based on names instead of indices\n for vi in g.vertices():\n # nbr = list(vi.out_neighbours())\n nbr = list(g.out_neighbours(vi))\n for vj in nbr:\n i, j = name2idx[vi], name2idx[vj]\n key = \"{},{}\".format(i, j)\n curcache = self._triangular_cache[t][key] = []\n #curcache = []\n for vk in nbr:\n k = name2idx[vk]\n #assert adj[j, k] == adj[k, j]\n if vk != vj and not g.exists(vj, vk):\n curcache.append(k)\n print(\"end making triag cache for {}\".format(t))\n\n # batch: (pos, weight, neg, triadint, triadfloat)\n def make_pretrain_input(self, batch):\n input = pos_neg.Sampler.make_pretrain_input(self, batch)\n return input + list(batch[3:])\n\n # for parallel uncached sampling\n @staticmethod\n def __sample_uncached_monitor(reportq):\n procinfo = {}\n proc_reent = defaultdict(lambda: 0)\n while True:\n obj = reportq.get()\n if isinstance(obj, StopIteration):\n break\n if obj[1] is None: # a proc terminates\n procinfo[\"{}_{}\".format(obj[0], proc_reent[obj[0]])] = procinfo[obj[0]]\n del procinfo[obj[0]]\n proc_reent[obj[0]] += 1\n continue\n\n procinfo[obj[0]] = obj[1:]\n \n total_proccnt = sum([v[0] for v in procinfo.values()])\n total_availcnt = sum([v[1] for v in procinfo.values()])\n total_trycnt = sum([v[2] for v in procinfo.values()])\n print(\"{} samples processed, {} succeeded with avg try cnt {}\\r\".\n format(total_proccnt, total_availcnt, float(total_trycnt) / max(total_availcnt, 1)), end='')\n sys.stdout.flush()\n total_proccnt = sum([v[0] for v in procinfo.values()])\n total_availcnt = sum([v[1] for v in procinfo.values()])\n total_trycnt = sum([v[2] for v in procinfo.values()])\n print(\"{} samples processed, {} succeeded with avg try cnt {}\".\n format(total_proccnt, total_availcnt, float(total_trycnt) / max(total_availcnt, 1)))\n\n def __uncached_sampler_factory(self):\n # this method is added to avoid sharing the whole self object between processes\n sample_one_uncached = self.__sample_one_uncached\n # dill seems not to work with cython objects, this workaround requires __sample_one_uncached to accept\n # localstep as an argument\n mygraphs = list(self.dataset.mygraphs)\n\n nodenames = list(self.dataset.gtgraphs['any'].vp['name'])\n # the order defined by vp should be the same as mygraphs.vertices(),\n # which is also the storing order of the embedding\n for v1, v2 in zip(nodenames, self.dataset.mygraphs['any'].vertices()):\n assert v1 == v2, (v1, v2, type(v1), type(v2))\n\n name2idx = {n: i for i, n in enumerate(nodenames)}\n\n localstep = self.dataset.localstep\n\n def __sample_uncached(process, data, reportq):\n total_trycnt = 0\n total_avail_cnt = 0\n ret = []\n for i, sample in enumerate(data):\n if i % 10000 == 0:\n reportq.put([id(process), i, total_avail_cnt, total_trycnt])\n curres, trycnt = sample_one_uncached(sample, nodenames, name2idx, mygraphs, localstep)\n total_trycnt += trycnt\n if curres is not None:\n total_avail_cnt += 1\n ret.append(curres)\n reportq.put([id(process), len(data), total_avail_cnt, total_trycnt])\n reportq.put([id(process), None]) # signal for terminate\n return ret\n\n return __sample_uncached\n\n @staticmethod\n def __sample_one_uncached(data, nodenames, name2idx, mygraphs, localstep):\n k, src, tgt = [int(d) for d in data] # convert from np types to int, to avoid problems in c extensions\n\n myg = mygraphs[k - localstep]\n mynextg = mygraphs[k + 1 - localstep]\n\n if utils.crandint(2) == 0: # target as key point\n trycnt = 0\n # new_src = random.randint(0, self.dataset.graphs[k].num_vertices() - 1)\n nbr = myg.out_neighbours(nodenames[tgt])\n new_src = name2idx[nbr[utils.crandint(len(nbr))]]\n # while self._edge(k, tgt, new_src) is None or self._edge(k, src, new_src) is not None:\n while new_src == tgt or new_src == src or not myg.exists(nodenames[tgt], nodenames[new_src]) or \\\n myg.exists(nodenames[src], nodenames[new_src]):\n if trycnt >= 5:\n break\n # new_src = random.randint(0, self.dataset.graphs[k].num_vertices() - 1)\n new_src = name2idx[nbr[utils.crandint(len(nbr))]]\n trycnt += 1\n if trycnt >= 5:\n # nbr = [int(v) for v in self.dataset.gtgraphs[k].vertex(tgt).out_neighbours()\n # if int(v) != src and int(v) != tgt and not myg.exists(nodenames[int(v)], nodenames[src])]\n # if int(v) != src and self._edge(k, v, src) is None]\n cand = [name2idx[n] for n in nbr]\n cand = [n for n in cand if n != src and n != tgt and\n not myg.exists(nodenames[n], nodenames[src])]\n if len(cand) <= 0:\n return None, trycnt\n # new_src = nbr[random.randint(0, len(nbr) - 1)]\n new_src = cand[utils.crandint(len(cand))]\n # triagdata.append([k, tgt, src, new_src, self._edge(k + 1, src, new_src) is not None,\n # w[self._edge(k, tgt, src)], w[self._edge(k, tgt, new_src)]])\n ret = [k, tgt, src, new_src, mynextg.exists(nodenames[src], nodenames[new_src]),\n myg.edge(nodenames[tgt], nodenames[src]),\n myg.edge(nodenames[tgt], nodenames[new_src])]\n else: # src as key point\n trycnt = 0\n nbr = myg.out_neighbours(nodenames[src])\n # new_tgt = random.randint(0, self.dataset.graphs[k].num_vertices() - 1)\n new_tgt = name2idx[nbr[utils.crandint(len(nbr))]]\n # while self._edge(k, src, new_tgt) is None or self._edge(k, tgt, new_tgt) is not None:\n while new_tgt == src or new_tgt == tgt or not myg.exists(nodenames[src], nodenames[new_tgt]) or \\\n myg.exists(nodenames[tgt], nodenames[new_tgt]):\n if trycnt >= 5:\n break\n # new_tgt = random.randint(0, self.dataset.graphs[k].num_vertices() - 1)\n new_tgt = name2idx[nbr[utils.crandint(len(nbr))]]\n trycnt += 1\n if trycnt >= 5:\n # nbr = [int(v) for v in self.dataset.gtgraphs[k].vertex(src).out_neighbours()\n # if int(v) != tgt and int(v) != src and not myg.exists(nodenames[int(v)], nodenames[tgt])]\n # if int(v) != tgt and self._edge(k, v, tgt) is None]\n cand = [name2idx[n] for n in nbr]\n cand = [n for n in cand if n != tgt and n != src and\n not myg.exists(nodenames[n], nodenames[tgt])]\n if len(cand) <= 0:\n return None, trycnt\n # new_tgt = nbr[random.randint(0, len(nbr) - 1)]\n new_tgt = cand[utils.crandint(len(cand))]\n # triagdata.append([k, src, tgt, new_tgt, self._edge(k + 1, tgt, new_tgt) is not None,\n # w[self._edge(k, src, tgt)], w[self._edge(k, src, new_tgt)]])\n ret = [k, src, tgt, new_tgt, mynextg.exists(nodenames[tgt], nodenames[new_tgt]),\n myg.edge(nodenames[src], nodenames[tgt]),\n myg.edge(nodenames[src], nodenames[new_tgt])]\n\n assert len(set(ret[1:4])) == 3 and ret[5] > 0 and ret[5] > 0, ret\n return ret, trycnt\n\n def __debug_and_count_triangles(self, nodenames):\n # for debug, count all possible triangles\n for i in range(self.dataset.localstep, self.dataset.localstep + self.dataset.nsteps - 1):\n # adji = spect.adjacency(self.dataset.graphs[i]).todense()\n # adji1 = spect.adjacency(self.dataset.graphs[i + 1]).todense()\n triagcnt = 0\n edgeset = set()\n # same stat as above two, except that the missing edge exists in next graph\n postriagcnt = 0\n posedgeset = set()\n for e in self.dataset.gtgraphs[i].edges():\n isrc, itgt = int(e.source()), int(e.target())\n for v in self._triag_cache(i, isrc, itgt):\n # assert adji[itgt, v] == 0\n triagcnt += 1\n v1, v2 = min(itgt, v), max(itgt, v)\n edgeset.add((v1, v2))\n # if adji1[itgt, v] != 0:\n if self.dataset.mygraphs[i + 1].exists(nodenames[v1], nodenames[v2]):\n postriagcnt += 1\n posedgeset.add((v1, v2))\n for v in self._triag_cache(i, itgt, isrc):\n # assert adji[isrc, v] == 0\n triagcnt += 1\n v1, v2 = min(isrc, v), max(isrc, v)\n edgeset.add((v1, v2))\n # if adji1[isrc, v] != 0:\n if self.dataset.mygraphs[i + 1].exists(nodenames[v1], nodenames[v2]):\n postriagcnt += 1\n posedgeset.add((v1, v2))\n assert triagcnt % 2 == 0 and postriagcnt % 2 == 0\n triagcnt /= 2\n postriagcnt /= 2\n print(\"for {}-th graph\".format(i))\n print(\"{} edges forms {} open triangles\".format(len(edgeset), triagcnt))\n print(\"{} edges appear in next graph, forming {} open triangles\".format(len(posedgeset), postriagcnt))\n" }, { "path": "core/algorithm/samplers/sampler.py", "content": "from __future__ import print_function\n\n\nclass Sampler(object):\n def pretrain_begin(self, begin, end):\n pass\n\n def pretrain_end(self):\n pass\n\n def pretrain_begin_iteration(self):\n pass\n\n def pretrain_end_iteration(self):\n pass\n\n def online_begin(self, begin, end):\n pass\n\n def online_end(self):\n pass\n\n def online_begin_iteration(self):\n pass\n\n def online_end_iteration(self):\n pass\n\n def make_pretrain_input(self, batch):\n pass\n\n def make_online_input(self, batch):\n pass\n\n def shuffle_sample(self):\n pass\n\n def batches(self, batchsize):\n raise NotImplementedError()\n\n def sample_size(self):\n raise NotImplementedError()\n" }, { "path": "core/cython_src/README.txt", "content": "TODO: this directory is needed because cython always tries to detect context\npackage, i.e., always compiles and installs to $PROJROOT/graphemb.* (or\n$PROJROOT/graphemb/server.* etc.). As a result, we have to create a\nnon-package directory. Any better way to do this?\n" }, { "path": "core/cython_src/utils_cy.pyx", "content": "# distutils: language=c++\n\nfrom __future__ import print_function\nimport numpy as np\n\nfrom collections import defaultdict\nimport itertools\nimport sys\nfrom copy import deepcopy\nfrom libcpp cimport bool\nfrom libcpp.map cimport map\nfrom libc.stdlib cimport rand, srand, RAND_MAX\nfrom libc.time cimport time as ctime\n\n\nclass KeyDefaultDict(defaultdict):\n def __missing__(self, key):\n if self.default_factory is None:\n raise KeyError(key)\n else:\n ret = self[key] = self.default_factory(key)\n return ret\n\n\ndef slice_sample(sample, chunk=None, nslice=None):\n cdef int ichunk\n cdef int curstart\n\n slices = []\n if chunk is None:\n ichunk = int(len(sample) / nslice)\n else:\n if nslice is not None:\n raise RuntimeError(\"chunk ({}) and slice ({}) should not be specified simultaneously\".format(chunk, nslice))\n else:\n ichunk = int(chunk)\n\n curstart = 0\n while True:\n if curstart >= len(sample):\n break\n slices.append(sample[curstart:min(curstart + ichunk, len(sample))])\n curstart += ichunk\n\n return slices\n\n\ndef islice_sample(sample, chunk=None, nslice=None):\n if chunk is None:\n chunk = int(len(sample) / nslice)\n else:\n if nslice is not None:\n raise RuntimeError(\"chunk ({}) and slice ({}) should not be specified simultaneously\".format(chunk, nslice))\n\n curstart = 0\n while True:\n if curstart >= len(sample):\n break\n yield sample[curstart:min(curstart + chunk, len(sample))]\n curstart += chunk\n\n\ndef shuffle_sample(sample, return_order=False):\n # type: (iterable) -> tuple\n order = np.random.permutation(np.arange(len(sample)))\n invorder = np.zeros((len(sample), ), dtype='int32')\n invorder[order] = np.arange(len(sample))\n \n if return_order:\n return apply_order(sample, order), order, invorder\n else:\n return apply_order(sample, order)\n\n\ndef apply_order(sample, order):\n return [sample[o] for o in order]\n\n\n# archive protocol\ncdef class Archivable(object):\n def archive(self, name=None, copy=True):\n return {}\n\n def load_archive(self, ar, copy=True, name=None):\n pass\n\n\ncdef class OffsetList(Archivable):\n cdef public int offset\n cdef public int length\n cdef public int __iter\n cdef public bool __managed\n cdef public map[int, bool] __accessed\n cdef public object __factory\n cdef public object __items\n\n def __cinit__(self, offset, length, datasrc, copy=True, managed=None):\n self.offset = offset\n self.length = length\n if managed is None:\n self.__managed = False\n else:\n self.__managed = managed\n\n self.__iter = 0\n\n def __init__(self, offset, length, datasrc, copy=True, managed=None):\n if hasattr(datasrc, '__getitem__'):\n if not copy:\n self.__items = datasrc\n if managed is None:\n self.__managed = False\n else:\n self.__items = deepcopy(datasrc)\n if managed is None:\n self.__managed = True\n self.__factory = lambda x: self.__items[x - self.offset]\n else:\n self.__items = [None] * self.length\n self.__factory = datasrc\n if managed is None:\n self.__managed = True\n # self.__iter = 0\n # self.__accessed = {}\n\n def __len__(self):\n return self.length\n\n cdef __normalize_slice(self, slc):\n cdef int start, stop, step\n if slc.start is None:\n start = self.offset\n else:\n start = int(slc.start)\n if slc.stop is None:\n stop = self.offset + self.length\n else:\n stop = int(slc.stop)\n if slc.step is None:\n step = 1\n else:\n step = int(slc.step)\n start = self.__normalize_neg_index(start)\n stop = self.__normalize_neg_index(stop)\n return slice(start, stop, step)\n\n cdef int __normalize_neg_index(self, int idx):\n if idx < 0:\n return idx + self.offset + self.length\n else:\n return idx\n\n def __setitem__(self, key, item):\n if isinstance(key, slice):\n slc = self.__normalize_slice(key)\n rg = range(slc.start, slc.stop, slc.step)\n\n if len(rg) != len(item):\n raise ValueError(\"Trying to set {} items with {} value\".format(len(rg), len(item)))\n \n if slc.start < self.offset or slc.stop > self.offset + self.length:\n raise KeyError(\"{} not in range [{}, {})\"\n .format(slc, self.offset, self.offset + self.length))\n for step, itm in zip(rg, item):\n self._store_item(step, itm)\n else:\n key = self.__normalize_neg_index(key)\n if key < self.offset or key >= self.offset + self.length:\n raise KeyError(\"{} not in range [{}, {})\"\n .format(key, self.offset, self.offset + self.length))\n self._store_item(key, item)\n\n def __getitem__(self, key):\n if key == 'any':\n return self._load_item(self.offset)\n \n if isinstance(key, slice):\n slc = self.__normalize_slice(key)\n rg = range(slc.start, slc.stop, slc.step)\n \n if slc.start < self.offset or slc.stop > self.offset + self.length:\n raise KeyError(\"{} not in range [{}, {})\"\n .format(slc, self.offset, self.offset + self.length))\n items = []\n for step in rg:\n items.append(self._load_item(step))\n return items\n else:\n key = self.__normalize_neg_index(int(key))\n if key < self.offset or key >= self.offset + self.length:\n raise KeyError(\"{} not in range [{}, {})\"\n .format(key, self.offset, self.offset + self.length))\n return self._load_item(int(key))\n \n def __array__(self):\n # np.array fails when len(self) == 1, I have no idea why this happens but have to specify array interface manually\n return np.asarray(list(self))\n\n def __iter__(self):\n self.__iter = self.offset\n return self\n\n # for py3 compatibility\n # def __next__(self):\n # return self.next()\n\n def append(self, item):\n if not self.__managed:\n raise RuntimeError(\"Cannot append to unmanaged OffsetList\")\n self.length += 1\n self.__items.append(item)\n\n def extend(self, lst):\n if not self.__managed:\n raise RuntimeError(\"Cannot extend an unmanaged OffsetList\")\n self.length += len(lst)\n self.__items.extend(lst)\n\n def __next__(self):\n if self.__iter >= self.offset + self.length:\n raise StopIteration\n ret = self._load_item(self.__iter)\n self.__iter += 1\n return ret\n\n cdef _load_item(self, int step):\n # do some caching\n #if self.__accessed.get(step, None) is None:\n if self.__accessed.find(step) == self.__accessed.end():\n self.__items[step - self.offset] = self.__factory(step)\n self.__accessed[step] = True\n return self.__items[step - self.offset]\n\n def _store_item(self, step, itm):\n self.__items[step - self.offset] = itm\n self.__accessed[step] = True\n\n def archive(self, name=None, copy=True):\n if name is None:\n prefix = 'OffsetList'\n else:\n prefix = '{}_OffsetList'.format(name)\n\n ar = super(OffsetList, self).archive(name=name, copy=copy)\n ar['{}_offset'.format(prefix)] = self.offset\n ar['{}_length'.format(prefix)] = self.length\n ar['{}_data'.format(prefix)] = list(self)\n if copy:\n ar['{}_data'.format(prefix)] = deepcopy(ar['{}_data'.format(prefix)])\n return ar\n\n def load_archive(self, ar, copy=False, name=None):\n if name is None:\n prefix = 'OffsetList'\n else:\n prefix = '{}_OffsetList'.format(name)\n\n self.__init__(ar['{}_offset'.format(prefix)], ar['{}_length'.format(prefix)], ar['{}_data'.format(prefix)], copy=copy)\n\n\n# TODO: optimize this\ndef group_by(data, key=lambda x: x):\n ret = []\n key2idx = {}\n for d in data:\n k = key(d)\n idx = key2idx.get(k, None)\n if idx is None:\n idx = key2idx[k] = len(key2idx)\n ret.append([])\n ret[idx].append(d)\n return ret\n\n\ncpdef int crandint(int ub):\n if ub <= 0:\n return 0\n\n return rand() % ub\n\n\n# __init__\nseed = ctime(NULL)\n#seed = 1497269812\nsrand(seed)\n#open(\"/tmp/random.seed\", \"w\").write(str(seed))\n\n" }, { "path": "core/dataset/__init__.py", "content": "" }, { "path": "core/dataset/adjlist.py", "content": "from __future__ import print_function\n\nfrom dataset_utils import DatasetBase\nfrom .. import mygraph\nfrom .. import mygraph_utils as mgutils\n\n\nclass Dataset(DatasetBase):\n @property\n def inittime(self):\n return 0 \n\n def __init__(self, datafn, localtime, nsteps, stepsize, stepstride, offset=0, dataname=None):\n self.datafn = datafn\n self.__datadir = datafn \n\n DatasetBase.__init__(self, datafn, localtime, nsteps, stepsize, stepstride, offset, dataname)\n\n self.__vertices = None\n\n @property\n def name(self):\n return \"adjlist\"\n\n # required by Timeline\n def _time2unit(self, tm):\n return int(tm)\n\n def _unit2time(self, unit):\n return str(unit)\n\n def __check_vertices(self, vs):\n assert len(vs) == len(self.__vertices), (len(vs), len(self.__vertices))\n for i in range(len(vs)):\n assert vs[i] == self.__vertices[i], (i, vs[i], self.__vertices[i])\n\n # required by DyanmicGraph\n def _load_unit_graph(self, tm):\n tm = self._time2unit(tm)\n fn = \"{}/{}\".format(self.__datadir, tm)\n g = mgutils.load_adjlist(fn)\n if self.__vertices is None:\n self.__vertices = g.vertices()\n else:\n try:\n self.__check_vertices(g.vertices()) # ensure all graphs share a same set of vertices\n except AssertionError as e:\n raise RuntimeError(\"Vertices in graph file {} are not compatible with files already loaded: {}\"\n .format(fn, e.message))\n return g\n\n def _merge_unit_graphs(self, graphs, curstep):\n curunit = self._time2unit(self.step2time(curstep))\n print(\"merging graph from year {} to {}\".format(curunit, curunit + self.stepsize - 1))\n\n ret = mygraph.Graph(graphs[0].node_type(), graphs[0].weight_type())\n for g in graphs:\n ret.merge(g, free_other=False)\n\n return ret\n\n # required by Archivable(Archive and Cache)\n # def _full_archive(self, name=None):\n # return self.archive(name)\n\n def archive(self, name=None):\n ar = super(Dataset, self).archive()\n return ar\n\n def load_archive(self, ar, copy=False, name=None):\n super(Dataset, self).load_archive(ar, copy=copy)\n\n\n" }, { "path": "core/dataset/citation.py", "content": "from __future__ import print_function\n\n# import graphtool_utils as gtutils\nimport numpy as np\nimport re\nfrom six.moves import cPickle, reduce\nfrom collections import Counter\nfrom dataset_utils import DatasetBase\nimport core.gconfig as gconf\nfrom core import utils, mygraph\n\n\nclass Dataset(DatasetBase):\n @property\n def inittime(self):\n return self.__data['args']['minyear']\n\n def __init__(self, datafn, localyear=None, nsteps=None, stepsize=None, stepstride=None, offset=0, dataname=None):\n self.datafn = datafn\n self.__data = cPickle.load(open(self.datafn, 'r'))\n \n nonecnt = sum([int(v is None) for v in (localyear, nsteps, stepsize, stepstride)])\n if nonecnt == 4:\n # use information from the data\n localyear = self.__data['args']['minyear']\n nsteps = self.__data['args']['maxyear'] - self.__data['args']['minyear'] + 1\n stepsize = 1\n stepstride = 1\n elif nonecnt != 0:\n raise RuntimeError(\"You should not specify a part of dataset arguments\")\n\n DatasetBase.__init__(self, datafn, localyear, nsteps, stepsize, stepstride, offset, dataname)\n\n self.__vertex_raw_labels_cache = None\n\n @property\n def name(self):\n return \"citation\"\n\n # required by Timeline\n def _time2unit(self, tm):\n return int(tm)\n\n def _unit2time(self, unit):\n return str(unit)\n\n # required by DyanmicGraph\n def _load_unit_graph(self, tm):\n year = self._time2unit(tm)\n # return gtutils.load_graph(self.__data['graphs'][year],\n # fmt='mygraph', convert_to='undirected')\n return self.__data['graphs'][year]\n\n def _merge_unit_graphs(self, graphs, curstep):\n curunit = self._time2unit(self.step2time(curstep))\n print(\"merging graph from year {} to {}\".format(curunit, curunit + self.stepsize - 1))\n\n ret = mygraph.Graph(graphs[0].node_type(), graphs[0].weight_type())\n for g in graphs:\n ret.merge(g, free_other=False)\n\n return ret\n\n # required by Archivable(Archive and Cache)\n def _full_archive(self, name=None):\n self.__vertex_raw_labels() # evaluate lazy operations\n return self.archive(name)\n\n def archive(self, name=None):\n if name is None:\n prefix = 'Dataset'\n else:\n prefix = '{}_Dataset'.format(name)\n\n ar = super(Dataset, self).archive()\n ar['{}_cache'.format(prefix)] = [self.__vertex_raw_labels_cache]\n return ar\n\n def load_archive(self, ar, copy=False, name=None):\n if name is None:\n prefix = 'Dataset'\n else:\n prefix = '{}_Dataset'.format(name)\n\n super(Dataset, self).load_archive(ar, copy=copy)\n self.__vertex_raw_labels_cache, = ar['{}_cache'.format(prefix)]\n if copy:\n self.__vertex_raw_labels_cache = self.__vertex_raw_labels_cache.copy()\n\n @property\n def manual_features(self):\n raise NotImplementedError()\n\n @property\n def data(self):\n return self.__data\n\n @staticmethod\n def __label_vertices(feats, featnames, confdata):\n labels = []\n for f in feats:\n cur = [0] * len(confdata)\n for idx in np.nonzero(f)[0]:\n curconfidx = None\n for k, v in confdata.items():\n if re.match(v[1], featnames[idx]) or re.match(v[2], featnames[idx]):\n if curconfidx is None:\n curconfidx = v[0]\n else:\n print(\"[Warning]: {} satisfies both patterns {} and {}\".format(featnames[idx], curconfidx,\n v[0]))\n if curconfidx is not None:\n cur[curconfidx] += f[idx]\n if np.max(cur) <= 0:\n labels.append(-1)\n else:\n labels.append(np.argmax(cur))\n print(\"label distribution: {}\".format(Counter(labels)))\n return np.array(labels)\n\n def __vertex_raw_labels(self, return_name=False):\n raw_names = {-1: 'Unknown', 0: 'Architecture', 1: 'Computer Network', 2: 'Computer Security',\n 3: 'Data Mining', 4: 'Theory', 5: 'Graphics'}\n\n if self.__vertex_raw_labels_cache is not None:\n if return_name:\n return self.__vertex_raw_labels_cache, raw_names\n else:\n return self.__vertex_raw_labels_cache\n\n # These are conferences that are to merged\n confdata = [['ASPLOS|Architectural Support for Programming Languages and Operating Systems',\n 'FAST|Conference on File and Storage Technologies',\n 'HPCA|High-Performance Computer Architecture',\n 'ISCA|Symposium on Computer Architecture',\n 'MICRO|MICRO',\n 'USENIX ATC|USENIX Annul Technical Conference',\n 'PPoPP|Principles and Practice of Parallel Programming'],\n ['MOBICOM|Mobile Computing and Networking Transactions on Networking',\n 'SIGCOMM|applications, technologies, architectures, and protocols for computer communication',\n 'INFOCOM|Computer Communications'],\n ['CCS|Computer and Communications Security',\n 'NDSS|Network and Distributed System Security',\n # 'CRYPTO|International Cryptology Conference',\n # 'EUROCRYPT|European Cryptology Conference',\n 'S\\&P|Symposium on Security and Privacy',\n 'USENIX Security|Usenix Security Symposium'],\n ['SIGMOD|Conference on Management of Data',\n 'SIGKDD|Knowledge Discovery and Data Mining',\n 'SIGIR|Research on Development in Information Retrieval',\n 'VLDB|Very Large Data Bases',\n 'ICDE|Data Engineering'],\n ['STOC|ACM Symposium on Theory of Computing',\n 'FOCS|Symposium on Foundations of Computer Science',\n 'LICS|Symposium on Logic in Computer Science',\n 'CAV|Computer Aided Verification'],\n [ # 'ACM MM|Multimedia',\n 'SIGGRAPH|SIGGRAPH Annual Conference',\n 'IEEE VIS|Visualization Conference',\n 'VR|Virtual Reality'],\n # ['AAAI|AAAI Conference on Artificial Intelligence',\n # 'CVPR|Computer Vision and Pattern Recognition',\n # 'ICCV|International Conference on Computer Vision',\n # 'ICML|International Conference on Machine Learning',\n # 'IJCAI|International Joint Conference on Artificial Intelligence',\n # 'NIPS|Annual Conference on Neural Information Processing Systems',\n # 'ACL|Annual Meeting of the Association for Computational Linguistics']\n ]\n # confdata records the representing conferences for each field\n confdata = {n: i for i, arr in enumerate(confdata) for n in arr}\n for k in confdata.keys():\n sname, lname = k.split('|')\n confdata[k] = [confdata[k], re.compile(sname), re.compile(lname, re.I)]\n # conffeat is a list of matrices, each of them is a user-conference matrix for participation information\n conffeat = [self.__data['conf_feat'][y] for y in range(self.localunit, self.localunit + self.nunits)]\n\n # names of conferences in the user-conference matrix, in global indices (before filtering)\n conffeat_names = self.__data['conf_names']\n confmap = self.__data['confmap']\n # maps conference names from global indices to their original names\n conffeat_names = [confmap[c] for c in conffeat_names]\n\n # we use theory conferences because it is more independent\n rawlb = []\n for i in range(self.nsteps):\n startunit = self._time2unit(self.step2time(i + self.localstep))\n endunit = startunit + self.stepsize\n relstartunit, relendunit = startunit - self.localunit, endunit - self.localunit\n print(\"generating samples for years from {} to {}, i.e. featidx from {} to {}\".\n format(startunit, endunit - 1, relstartunit, relendunit - 1))\n curconffeat = reduce(lambda x, y: x + y, conffeat[relstartunit:relendunit],\n np.zeros(conffeat[relstartunit].shape, dtype=conffeat[relstartunit].dtype)).A\n rawlb.append(self.__label_vertices(curconffeat, conffeat_names, confdata))\n\n print(\"{}/{} positive samples at step {}\".format(np.sum(rawlb[-1] == 1), len(rawlb[-1]), i + self.localstep))\n rawlb = np.vstack(rawlb)\n self.__vertex_raw_labels_cache = rawlb\n if return_name:\n return self.__vertex_raw_labels_cache, raw_names\n else:\n return self.__vertex_raw_labels_cache\n\n # unlike classification_samples, this method returns labels for all nodes from time begin to end\n # with pos labeled as 1, neg labeled as -1 and unknown labeled as 0\n def vertex_labels(self, target=4, return_name=False):\n rawlb, raw_names = self.__vertex_raw_labels(return_name=True)\n if target == 'raw':\n lb = rawlb\n label_names = raw_names\n else:\n lb = rawlb.copy()\n\n # TODO: make sure the order of lb (i.e. order of feat) is 0:nnodes\n def mapper(x):\n if x == target:\n return 1\n elif x == -1:\n return 0\n else:\n return -1\n lb = np.vectorize(mapper)(lb)\n label_names = {-1: 'Others', 1: raw_names[target], 0: 'Unknown'}\n\n assert lb.shape == (len(self.gtgraphs), self.gtgraphs['any'].num_vertices()), \\\n \"{}, ({}, {})\".format(lb.shape, len(self.gtgraphs), self.gtgraphs['any'].num_vertices())\n \n if return_name:\n return utils.OffsetList(self.localstep, len(lb), lb, copy=False), label_names\n else:\n return utils.OffsetList(self.localstep, len(lb), lb, copy=False)\n" }, { "path": "core/dataset/dataset_utils.py", "content": "from __future__ import print_function\nfrom __future__ import absolute_import\n\nfrom core import utils, gconv\nfrom core import gconfig as gconf\nimport random\nimport numpy as np\nfrom collections import defaultdict\nfrom six.moves import range\nimport os\n\n\nclass Timeline(utils.Archivable):\n def __init__(self, inittime, stepsize, stepstride):\n self.initunit = self._time2unit(inittime)\n self.stepsize = stepsize\n self.stepstride = stepstride\n\n def time2step(self, tm):\n tmunit = self._time2unit(tm) - self.initunit\n if tmunit < 0 or tmunit % self.stepstride != 0:\n raise RuntimeError(\"Invalid step time {}({}), with len={}, stride={}\"\n .format(tmunit, tm, self.stepsize, self.stepstride))\n return tmunit / self.stepstride\n\n def step2time(self, step):\n tmunit = step * self.stepstride\n return self._unit2time(tmunit + self.initunit)\n\n def _step2unit(self, step):\n return self._time2unit(self.step2time(step))\n\n def _unit2step(self, unit):\n return self.time2step(self._unit2time(unit))\n\n def _time2unit(self, step):\n raise NotImplementedError()\n\n def _unit2time(self, unit):\n raise NotImplementedError()\n\n # note that archive is used in combination with init args\n\n\n# Archive provides tool to build Dataset from an archive\nclass Archive(utils.Archivable):\n def _archive_args(self):\n return []\n\n def archive(self, name=None):\n if name is None:\n prefix = 'Archive'\n else:\n prefix = '{}_Archive'.format(name)\n\n ar = super(Archive, self).archive(name)\n ar['{}_args'.format(prefix)] = self._archive_args()\n return ar\n\n @classmethod\n def from_archive(cls, ar, copy=False, name=None):\n if name is None:\n prefix = 'Archive'\n else:\n prefix = '{}_Archive'.format(name)\n\n obj = cls(*ar.get('{}_args'.format(prefix)))\n obj.load_archive(ar, copy=copy)\n return obj\n\n\n# Cache provides tool to load cached data given an already built Dataset\nclass Cache(utils.Archivable):\n def _cache_args(self):\n return {}\n\n def is_compatible(self, args):\n return self._cache_args() == args\n \n # evaluate all lazy operations before archiving\n def _full_archive(self, name=None):\n return self.archive(name)\n\n def cache(self):\n return self._full_archive(), self._cache_args()\n\n def load_cache(self, args, datagen):\n if self.is_compatible(args):\n self.load_archive(datagen(), copy=False)\n else:\n raise ValueError(\"Incompatible args {} vs. {}\".format(self._cache_args(), args))\n\n\nclass DynamicGraph(Timeline, utils.Archivable):\n def __init__(self, inittime, localtime, nsteps, stepsize, stepstride, stepoffset):\n # Timeline anchors the starting time while DynamicGraph bounds the ending\n Timeline.__init__(self, inittime, stepsize, stepstride)\n self.localstep = self.time2step(localtime) + stepoffset\n self.localunit = self._step2unit(self.localstep)\n if self._step2unit(self.localstep) < self._time2unit(inittime):\n raise RuntimeError(\"localstep smaller than initial step, with inittime={}, localtime={},\"\n \" step_stride={}, step_offset={}\"\n .format(inittime, localtime, stepstride, stepoffset))\n self.nsteps = nsteps\n self.nunits = self._step2unit(self.localstep + self.nsteps - 1) - self.localunit + self.stepsize\n # we use mygraph as main data, with supportive gtgraphs available\n self._mygraphs = utils.OffsetList(self.localstep, self.nsteps, lambda step: self._load_graph(step))\n self._gtgraphs = utils.OffsetList(self.localstep, self.nsteps,\n lambda i: gconv.mygraph2graphtool(self._mygraphs[i], convert_to='undirected'))\n\n @property\n def mygraphs(self):\n return self._mygraphs\n\n @property\n def gtgraphs(self):\n return self._gtgraphs\n\n @property\n def nsize(self):\n return self.gtgraphs['any'].num_vertices()\n\n # override this to apply acceleration techniques\n def _load_graph(self, step):\n curunit = self._time2unit(self.step2time(step))\n graphs = []\n for u in range(curunit, curunit + self.stepsize):\n graphs.append(self._load_unit_graph(self._unit2time(u)))\n return self._merge_unit_graphs(utils.OffsetList(0, self.stepsize, graphs, copy=False), step)\n\n def _load_unit_graph(self, tm):\n raise NotImplementedError()\n\n def _merge_unit_graphs(self, graphs, curstep):\n raise NotImplementedError()\n\n # required by Archivable\n def archive(self, name=None):\n if name is None:\n prefix = 'DynamicGraph'\n else:\n prefix = '{}_DynamicGraph'.format(name)\n\n ar = super(DynamicGraph, self).archive(name)\n # note that conversion from/to graph_tool is even slower than reading from file\n ar['{}_gtgraphs'.format(prefix)] = self._gtgraphs.archive()\n ar['{}_mygraphs'.format(prefix)] = self._mygraphs.archive()\n return ar\n\n def load_archive(self, ar, copy=False, name=None):\n if name is None:\n prefix = 'DynamicGraph'\n else:\n prefix = '{}_DynamicGraph'.format(name)\n\n super(DynamicGraph, self).load_archive(ar, copy=copy, name=name)\n self._gtgraphs.load_archive(ar['{}_gtgraphs'.format(prefix)], copy=copy)\n self._mygraphs.load_archive(ar['{}_mygraphs'.format(prefix)], copy=copy)\n\n\nclass TestSampler(object):\n # protocols\n def vertex_labels(self):\n raise NotImplementedError(\"vertex_labels\")\n\n def vertex_raw_labels(self):\n raise NotImplementedError(\"vertex_raw_labels\")\n\n def vertex_static_labels(self):\n raise NotImplementedError(\"vertex_static_labels\")\n \n # helpers\n @staticmethod\n def __stratified_sample_size(size, possize, negsize):\n posrat = float(possize) / (possize + negsize)\n newpossize = int(size * posrat)\n newnegsize = size - newpossize\n return newpossize, newnegsize\n \n # main function and implementation \n tasks = 'link_reconstruction', 'link_prediction', 'node_classify', 'node_predict', \\\n 'changed_link_classify', 'changed_link_prediction', 'order_links', 'none'\n\n @property\n def __task_handler(self):\n ret = defaultdict(lambda: self.__unknown)\n ret.update({'link_reconstruction': self._sample_link_reconstruction,\n 'link_prediction': self._sample_link_prediction,\n 'node_classify': self._sample_node_classify,\n 'node_predict': self._sample_node_predict,\n 'changed_link_classify': self._sample_changed_link_classify,\n 'changed_link_prediction': self._sample_changed_link_prediction,\n 'order_links': self._sample_order_links,\n 'none': self.__none})\n return ret\n\n def _sample_order_links(self, begin, end, size=None, intv=0, name=\"\"):\n gtgraphs = self.gtgraphs[begin + intv:end]\n\n def nodeitr():\n for i in range(len(gtgraphs)):\n for j in range(gtgraphs[i].num_vertices()):\n if gtgraphs[i].vertex(j).out_degree() > 0:\n yield (i + begin, j)\n\n if size is None:\n samples = list(nodeitr())\n else:\n samples = random.sample(utils.ilen(nodeitr(), gtgraphs[0].num_vertices() * len(gtgraphs)), size)\n\n lbs = []\n for v in samples:\n # v[0] - begin is correct given intv, because v[0] is 'i + begin', whose label shall be found in\n # 'i + begin + intv'-th graph, which is exactly gtgraphs[i + begin + intv - (begin + intv)], i.e.\n # gtgraphs[v[0] - begin]\n lb = np.zeros((gtgraphs[v[0] - begin].num_vertices(),), dtype='int8')\n lb[[int(n) for n in gtgraphs[v[0] - begin].vertex(v[1]).out_neighbours()]] = 1\n assert np.sum(lb) == gtgraphs[v[0] - begin].vertex(v[1]).out_degree()\n lbs.append(lb)\n assert len(lbs) == len(samples), \"{} {}\".format(len(lbs), len(samples))\n return [samples, lbs]\n\n def _sample_link_reconstruction(self, begin, end, size=None, negdup=1, intv=0, name=\"\"):\n pos = []\n for i, g in enumerate(self.gtgraphs[begin + intv:end]):\n for e in g.edges():\n assert not g.is_directed()\n if gconf.debug and int(e.source()) > int(e.target()):\n # check symmetric\n names = g.vertex_properties['name']\n assert g.edge(e.target(), e.source()), \"{}: {} {}\".format(i + begin, names[e.source()],\n names[e.target()])\n assert g.edge_properties['weight'][e] == g.edge_properties['weight'][\n g.edge(e.target(), e.source())]\n continue\n pos.append([i + begin, int(e.source()), int(e.target())])\n pos = np.vstack(pos).astype('int32')\n\n neg = []\n vsize = self.gtgraphs['any'].num_vertices()\n nodenames = list(self.gtgraphs['any'].vp['name'])\n for i in range(negdup):\n for p in pos:\n tm, src, tgt = p\n g = self.mygraphs[tm + intv]\n assert g.out_degree(nodenames[src]) < vsize - 1 or g.out_degree(nodenames[tgt]) < vsize - 1, \\\n \"We do not expect any node to connect to all other nodes\"\n\n while True:\n if random.randint(0, 1) == 0: # replace source\n # cur_range = negrange[tm][tgt]\n # new_src = cur_range[random.randint(0, len(cur_range) - 1)]\n new_src = random.randint(0, vsize - 1)\n if not g.exists(nodenames[new_src], nodenames[tgt]):\n neg.append([tm, new_src, tgt])\n break\n else: # replace target\n # cur_range = negrange[tm][src]\n # new_tgt = cur_range[random.randint(0, len(cur_range) - 1)]\n new_tgt = random.randint(0, vsize - 1)\n if not g.exists(nodenames[src], nodenames[new_tgt]):\n neg.append([tm, src, new_tgt])\n break\n neg = np.vstack(neg).astype('int32')\n\n lbs = np.concatenate((np.ones(len(pos)), -np.ones(len(neg))))\n return np.concatenate((pos, neg), axis=0), lbs\n\n def _sample_link_prediction(self, begin, end, size=None, name=\"\"):\n return self._sample_link_reconstruction(begin, end, size, intv=1)\n\n # intv is used for predition from previous time steps\n def _sample_node_classify(self, begin, end, size=None, intv=0, name=\"\"):\n lbs = np.array(self.vertex_labels()[begin + intv:end], copy=False)\n\n possamp = np.transpose(np.vstack(np.nonzero(lbs == 1)))\n negsamp = np.transpose(np.vstack(np.nonzero(lbs == -1)))\n \n if size is not None:\n possize, negsize = self.__stratified_sample_size(size, len(possamp), len(negsamp))\n if possize < len(possamp):\n possamp = random.sample(possamp, possize)\n if negsize < len(negsamp):\n negsamp = random.sample(negsamp, negsize)\n \n if len(possamp) == 0:\n raise RuntimeError(\"Not enough positive samples for training\")\n samples = np.concatenate((possamp, negsamp), axis=0)\n samples[:, 0] += begin # from begin-based time to 0-based time\n lbs = np.concatenate((np.ones(len(possamp)), -np.ones(len(negsamp))), axis=0)\n return [samples, lbs]\n \n def _sample_node_predict(self, begin, end, size=None, name=\"\"):\n return self._sample_node_classify(begin, end, size, intv=1)\n\n def _sample_changed_link_classify(self, begin, end, size=None, intv=0, name=\"\"):\n if end - begin < 2:\n raise RuntimeError(\"there must be at least 2 graphs in 'changed' sample method\")\n\n samp, lbs = [], []\n for i in range(begin, end - 1 - intv):\n prevg, curg = self.gtgraphs[i + intv:i + 2 + intv]\n\n def edge_set(g):\n ret = set()\n for e in g.edges():\n s, t = int(e.source()), int(e.target())\n if s > t:\n s, t = t, s\n ret.add((s, t))\n return ret\n\n cure = edge_set(curg)\n preve = edge_set(prevg)\n\n for s, t in cure - preve:\n # i + 1 because i enumerates all prev graphs\n samp.append([i + 1, s, t])\n lbs.append(1)\n for s, t in preve - cure:\n samp.append([i + 1, s, t])\n lbs.append(-1)\n\n if gconf.debug:\n # only check in debug mode because it is time consuming to call g.edge\n for i in range(len(samp)):\n if lbs[i] == 1:\n assert self.gtgraphs[samp[i][0]].edge(samp[i][1], samp[i][2]) is not None\n else:\n assert self.gtgraphs[samp[i][0]].edge(samp[i][1], samp[i][2]) is None\n\n samp = np.array(samp)\n lbs = np.array(lbs)\n\n if size is not None:\n sampidx = random.sample(range(len(samp)), size)\n samp = samp[sampidx]\n lbs = lbs[sampidx]\n\n return samp, lbs\n\n def _sample_changed_link_prediction(self, begin, end, size, name=\"\"):\n return self._sample_changed_link_classify(begin, end, size, intv=1)\n\n def __none(self, begin, end, size=None, name=\"\"):\n return [[], []]\n\n def __unknown(self, begin, end, size=None, name=\"\"):\n raise NotImplementedError(\"Unknown sampling task {}\".format(name))\n\n def sample_test_data(self, task, begin, end, size=None):\n return self.__task_handler[task](begin, end, size, name=task)\n\n\nclass DatasetBase(DynamicGraph, Archive, Cache, TestSampler):\n initarg_names = ['datafn', 'localtime', 'nsteps', 'stepsize', 'stepstride', 'offset', 'dataname']\n\n @property\n def inittime(self):\n raise NotImplementedError()\n\n def _archive_args(self):\n return super(DatasetBase, self)._archive_args() + self.initargs\n\n def _cache_args(self):\n cargs = super(DatasetBase, self)._cache_args()\n cargs.update({n: a for a, n in zip(self.initargs, self.initarg_names)})\n if cargs['dataname'] is not None:\n del cargs['datafn'] # use name instead of data file name\n else:\n del cargs['dataname']\n cargs['datafn'] = os.path.abspath(cargs['datafn']) # use absolute path for cache args\n return cargs\n\n def __init__(self, datafn, localtime, nsteps, stepsize=5, stepstride=1, offset=0, dataname=None):\n DynamicGraph.__init__(self, self.inittime, localtime, nsteps, stepsize, stepstride, offset)\n self.initargs = [datafn, localtime, nsteps, stepsize, stepstride, offset, dataname]\n\n" }, { "path": "core/gconfig.py", "content": "debug = False \nuse_cython = True \nnjobs = 30\n" }, { "path": "core/gconv.py", "content": "from __future__ import print_function\n\nimport graphtool_utils as gtutils\nimport utils\nimport mygraph\nimport mygraph_utils as mgutils\n\n\ndef graphtool2mygraph(g, **_):\n names = g.vp.get('name')\n if names:\n try:\n name_type = mgutils.format_type(names.value_type())\n except ValueError as e:\n print(\"Auto resolving type alias failed, try resolving with graph tool type system: \" + e.message)\n name_type = mgutils.python2type(gtutils.type2python(names.value_type()))\n else:\n names = range(g.num_vertices())\n name_type = 'int'\n\n weight = g.ep.get('weight')\n if weight:\n try:\n weight_type = mgutils.format_type(names.value_type())\n except ValueError as e:\n print(\"Auto resolving type alias failed, try resolving with graph tool type system: \" + e.message)\n weight_type = mgutils.python2type(gtutils.type2python(weight.value_type()))\n else:\n weight = utils.ConstantDict(1.0)\n weight_type = 'float'\n\n names = list(names) # get rid of sluggish gt.vertex_properties\n\n mg = mygraph.Graph(name_type, weight_type)\n\n for n in names:\n mg.add_vertex(n)\n\n for e in g.edges():\n n1, n2 = names[int(e.source())], names[int(e.target())]\n # n1, n2 = names[e.source()], names[e.target()]\n if g.is_directed():\n mg.inc_edge(n1, n2, weight[e])\n else:\n mg.inc_edge(n1, n2, weight[e])\n mg.inc_edge(n2, n1, weight[e])\n\n return mg\n\n\n# TODO: modify mygraph to make it support non-directed graph, and remove convert_to arg here\ndef mygraph2graphtool(g, convert_to=None, **_):\n vertices = g.vertices()\n ret = gtutils.load_mygraph_core(vertices, utils.KeyDefaultDict(lambda x: g.get(vertices[x])), directed=True,\n nametype=gtutils.python2type(mgutils.type2python(g.node_type())),\n weighttype=gtutils.python2type(mgutils.type2python(g.weight_type())),\n convert_to=convert_to, check=True)\n print(\"converting into graph {}\".format(gtutils.graph_summary(ret)))\n return ret\n" }, { "path": "core/graph/CMakeLists.txt", "content": "project(graph)\ncmake_minimum_required(VERSION 3.1.0 FATAL_ERROR)\n\n#set(CMAKE_PREFIX_PATH ${LD_LIBRARY_PATH})\n\nif(NOT CMAKE_BUILD_TYPE)\n set(CMAKE_BUILD_TYPE \"RELEASE\")\n #set(CMAKE_BUILD_TYPE \"DEBUG\")\n #set(CMAKE_BUILD_TYPE \"RELWITHDEBINFO\")\n #set(CMAKE_BUILD_TYPE \"MINSIZEREL\")\nendif()\n\nif(CMAKE_COMPILER_IS_GNUCXX)\n set(CMAKE_CXX_FLAGS_DEBUG \"${CMAKE_CXX_FLAGS_DEBUG} -Wall -DDEBUG -ftemplate-backtrace-limit=0\")\n set(CMAKE_CXX_FLAGS \"${CMAKE_CXX_FLAGS} -O2 -ftemplate-backtrace-limit=0\")\nelse()\n MESSAGE(FATAL_ERROR \"CMakeLists.txt has not been tested/written for your compiler.\")\nendif()\n\n#add_executable(subgraph graph.cpp nodeset.cpp utils.cpp subgraph.cpp exception.cpp)\n#add_executable(graphfeat graph.cpp nodeset.cpp utils.cpp graphfeat.cpp exception.cpp)\n#add_executable(centrality graph.cpp nodeset.cpp utils.cpp centrality.cpp exception.cpp)\n#add_executable(_test_gfi _test_gfi.cpp graphfullindexed.cpp nodeset.cpp utils.cpp exception.cpp)\n#add_executable(_test_mygraph _test_graph.cpp nodemap.cpp nodeset.cpp graph.cpp exception.cpp utils.cpp graph_pywrapper.cpp ioutils.cpp types.cpp)\nadd_library(mygraph SHARED nodemap.cpp nodeset.cpp graph.cpp exception.cpp utils.cpp graph_pywrapper.cpp ioutils.cpp types.cpp)\nset_target_properties(mygraph PROPERTIES PREFIX \"\" )\n\n#if(CMAKE_STATIC_GLIB_PATH)\n# find_package(Glibc 3.14 REQUIRED PATH ${CMAKE_STATIC_GLIBC_PATH}\n# NO_SYSTEM_ENVIRONMENT_PATH)\n# target_link_libraries(cppimpl ${GLIBC_LIBRARIES})\n# target_link_libraries(mygraph ${GLIBC_LIBRARIES})\n# set_target_properties(cppimpl mygraph PROPERTIES LINK_SEARCH_START_STATIC 1)\n# set_target_properties(cppimpl mygraph PROPERTIES LINK_SEARCH_END_STATIC 1)\n#endif()\n\n# we MUST find python before boost_python,\n# because boost python somehow sets PYTHON_EXECUTABLE in a wrong manner\n# and find_package(python) will not reset this variable once it exists\n# as a result, find_package(python) is broken due to wrong path\n\nif((NOT \"$ENV{PYTHON_LIBRARY}\" STREQUAL \"\") AND (NOT\n \"$ENV{PYTHON_INCLUDE_DIR}\" STREQUAL \"\"))\n message(\"Using custom python path $ENV{PYTHON_LIBRARY} and $ENV{PYTHON_INCLUDE_DIR}\")\n set(PYTHON_LIBRARY $ENV{PYTHON_LIBRARY})\n set(PYTHON_INCLUDE_DIR $ENV{PYTHON_INCLUDE_DIR})\nendif()\n\nset(Python_ADDITIONAL_VERSIONS 2.7)\nfind_package(PythonLibs 2.7 REQUIRED)\ninclude_directories(${PYTHON_INCLUDE_DIRS})\nlink_directories(${PYTHON_LIBRARIES})\n#target_link_libraries(_test_mygraph python2.7)\n\nfind_package(Boost 1.54.0)\nif(Boost_FOUND)\n include_directories(\"${Boost_INCLUDE_DIRS}\" \"/usr/include/python2.7\")\n set(Boost_USE_STATIC_LIBS OFF)\n set(Boost_USE_MULTITHREADED ON)\n set(Boost_USE_STATIC_RUNTIME OFF)\n find_package(Boost 1.54.0 COMPONENTS python)\n if(NOT Boost_FOUND)\n if(NOT \"$ENV{BOOST_PYTHON_LIBNAME}\" STREQUAL \"\")\n message(\"boost_python not detected by cmake, trying custom lib name\n $ENV{BOOST_PYTHON_LIBNAME}\")\n else()\n message(FATAL_ERROR \"boost_python not detected by cmake, try setting\n environment variable $BOOST_PYTHON_LIBNAME for custom library name\")\n endif()\n set (Boost_LIBRARIES \"${Boost_LIBRARIES}-l boost_python-2.7\")\n endif()\nELSEIF(NOT Boost_FOUND)\n MESSAGE(FATAL_ERROR \"Unable to find correct Boost version. Did you set BOOST_ROOT?\")\nENDIF()\n\n#target_link_libraries(_test_mygraph ${Boost_LIBRARIES})\ntarget_link_libraries(mygraph ${Boost_LIBRARIES})\n\n#set_property(TARGET _test_mygraph mygraph PROPERTY CXX_STANDARD 11)\n#set_property(TARGET _test_mygraph mygraph PROPERTY CXX_STANDARD_REQUIRED ON)\nset_property(TARGET mygraph PROPERTY CXX_STANDARD 11)\nset_property(TARGET mygraph PROPERTY CXX_STANDARD_REQUIRED ON)\n" }, { "path": "core/graph/CMakeLists.txt.user", "content": "\n\n\n\n \n EnvironmentId\n {1fbab999-ec9b-4841-8ec0-4de4f9a26238}\n \n \n ProjectExplorer.Project.ActiveTarget\n 0\n \n \n ProjectExplorer.Project.EditorSettings\n \n true\n false\n true\n \n Cpp\n \n CppGlobal\n \n \n \n QmlJS\n \n QmlJSGlobal\n \n \n 2\n UTF-8\n false\n 4\n false\n 80\n true\n true\n 1\n true\n false\n 2\n true\n true\n 0\n 8\n true\n 1\n true\n true\n true\n false\n \n \n \n ProjectExplorer.Project.PluginSettings\n \n \n \n ProjectExplorer.Project.Target.0\n \n Desktop\n Desktop\n {ce399ac2-bee5-4fec-b60f-9ee70c227ef8}\n 0\n 0\n 0\n \n \n /home/luckiezhou/Projects/graphemb/build-graph-Desktop-Default\n \n \n \n \n all\n \n true\n Make\n \n CMakeProjectManager.MakeStep\n \n 1\n Build\n \n ProjectExplorer.BuildSteps.Build\n \n \n \n \n \n clean\n \n true\n Make\n \n CMakeProjectManager.MakeStep\n \n 1\n Clean\n \n ProjectExplorer.BuildSteps.Clean\n \n 2\n false\n \n Default\n Default\n CMakeProjectManager.CMakeBuildConfiguration\n \n \n \n CMAKE_BUILD_TYPE:STRING=Debug\n \n /home/luckiezhou/Projects/graphemb/build-graph-Desktop-Debug\n \n \n \n \n \n \n true\n Make\n \n CMakeProjectManager.MakeStep\n \n 1\n Build\n \n ProjectExplorer.BuildSteps.Build\n \n \n \n \n \n clean\n \n true\n Make\n \n CMakeProjectManager.MakeStep\n \n 1\n Clean\n \n ProjectExplorer.BuildSteps.Clean\n \n 2\n false\n \n Debug\n Debug\n CMakeProjectManager.CMakeBuildConfiguration\n \n \n \n CMAKE_BUILD_TYPE:STRING=Release\n \n /home/luckiezhou/Projects/graphemb/build-graph-Desktop-Release\n \n \n \n \n \n \n true\n Make\n \n CMakeProjectManager.MakeStep\n \n 1\n Build\n \n ProjectExplorer.BuildSteps.Build\n \n \n \n \n \n clean\n \n true\n Make\n \n CMakeProjectManager.MakeStep\n \n 1\n Clean\n \n ProjectExplorer.BuildSteps.Clean\n \n 2\n false\n \n Release\n Release\n CMakeProjectManager.CMakeBuildConfiguration\n \n \n \n CMAKE_BUILD_TYPE:STRING=RelWithDebInfo\n \n /home/luckiezhou/Projects/graphemb/build-graph-Desktop-Release with Debug Information\n \n \n \n \n \n \n true\n Make\n \n CMakeProjectManager.MakeStep\n \n 1\n Build\n \n ProjectExplorer.BuildSteps.Build\n \n \n \n \n \n clean\n \n true\n Make\n \n CMakeProjectManager.MakeStep\n \n 1\n Clean\n \n ProjectExplorer.BuildSteps.Clean\n \n 2\n false\n \n Release with Debug Information\n Release with Debug Information\n CMakeProjectManager.CMakeBuildConfiguration\n \n \n \n CMAKE_BUILD_TYPE:STRING=MinSizeRel\n \n /home/luckiezhou/Projects/graphemb/build-graph-Desktop-Minimum Size Release\n \n \n \n \n \n \n true\n Make\n \n CMakeProjectManager.MakeStep\n \n 1\n Build\n \n ProjectExplorer.BuildSteps.Build\n \n \n \n \n \n clean\n \n true\n Make\n \n CMakeProjectManager.MakeStep\n \n 1\n Clean\n \n ProjectExplorer.BuildSteps.Clean\n \n 2\n false\n \n Minimum Size Release\n Minimum Size Release\n CMakeProjectManager.CMakeBuildConfiguration\n \n 5\n \n \n 0\n Deploy\n \n ProjectExplorer.BuildSteps.Deploy\n \n 1\n Deploy locally\n \n ProjectExplorer.DefaultDeployConfiguration\n \n 1\n \n \n false\n false\n 1000\n \n true\n \n false\n false\n false\n false\n true\n 0.01\n 10\n true\n 1\n 25\n \n 1\n true\n false\n true\n valgrind\n \n 0\n 1\n 2\n 3\n 4\n 5\n 6\n 7\n 8\n 9\n 10\n 11\n 12\n 13\n 14\n \n _test_mygraph\n \n \n /home/luckiezhou/Projects/graphemb/build-graph-Desktop-Default\n 2\n \n _test_mygraph\n \n CMakeProjectManager.CMakeRunConfiguration._test_mygraph\n 3768\n false\n true\n false\n false\n true\n \n 1\n \n \n \n ProjectExplorer.Project.TargetCount\n 1\n \n \n ProjectExplorer.Project.Updater.FileVersion\n 18\n \n \n Version\n 18\n \n\n" }, { "path": "core/graph/_test_graph.cpp", "content": "#include \n#include \nusing namespace std;\n\n#include \"nodemap.h\"\n#include \"nodeset.h\"\n#include \"graph.h\"\n\nvoid test_nodemap()\n{\n NodeMap *nm = new NodeMap();\n cout << \"test default value\" << endl;\n cout << nm->get_value(0) << endl;\n nm->newnode(100, string(\"hello\"));\n nm->newnode(200, string(\"world\"));\n cout << (*nm)[100] << endl;\n assert((*nm)[100] == \"hello\");\n NodeMap *nm1 = new NodeMap(move(*nm));\n cout << (*nm1)[100] << endl;\n assert((*nm1)[100] == \"hello\");\n try\n {\n nm1->newnode(100, string(\"olleh\"), DUP_WARN);\n assert(0);\n }\n catch(...)\n {\n }\n nm1->newnode(100, string(\"olleh\"));\n cout << (*nm1)[100] << endl;\n assert((*nm1)[100] == \"olleh\");\n nm1->newnode(200, string(\"dlrow\"), DUP_IGNORE);\n cout << (*nm1)[200] << endl;\n assert((*nm1)[200] == \"world\");\n cout << nm1->exists(100) << endl;\n assert(nm1->exists(100));\n nm->newnode(400, string(\"abcd\"));\n nm->newnode(200, string(\"dcba\"), DUP_OVERWRITE);\n nm1->merge(*nm);\n int keys[] = {100, 200, 400};\n string values[] = {\"olleh\", \"dcba\", \"abcd\"};\n int pt = 0;\n for(auto& itr : *nm1)\n {\n cout << itr.first << itr.second << endl;\n assert(itr.first == keys[pt]);\n assert(itr.second == values[pt]);\n pt++;\n }\n NodeMap nm2;\n try\n {\n nm2.get(10);\n }\n catch(NoSuchFieldException& e)\n {\n cout << e.what() << endl;\n }\n}\n\nvoid test_nodeset()\n{\n NodeSet *nm = new NodeSet();\n nm->newnode(string(\"hello\"));\n nm->newnode(string(\"world\"));\n cout << (*nm)[string(\"hello\")] << endl;\n assert((*nm)[string(\"hello\")]);\n NodeSet *nm1 = new NodeSet(move(*nm));\n cout << (*nm1)[string(\"hello\")] << endl;\n assert((*nm1)[string(\"hello\")]);\n try\n {\n nm1->newnode(string(\"hello\"), DUP_WARN);\n assert(0);\n }\n catch(...)\n {\n }\n nm1->newnode(string(\"dlrow\"), DUP_IGNORE);\n cout << (*nm1)[string(\"dlrow\")] << endl;\n assert((*nm1)[string(\"dlrow\")]);\n cout << nm1->exists(string(\"dlrow\")) << endl;\n assert(nm1->exists(string(\"dlrow\")));\n nm->newnode(string(\"abcd\"));\n nm->newnode(string(\"dcba\"), DUP_OVERWRITE);\n nm1->merge(*nm);\n string values[] = {\"abcd\", \"dcba\", \"dlrow\", \"hello\", \"world\"};\n int pt = 0;\n for(auto& itr : *nm1)\n {\n cout << itr << endl;\n assert(itr == values[pt]);\n pt++;\n }\n}\n\nstruct A { };\n\nvoid test_graph()\n{\n Graph g0;\n\n cout << \"test default\" << endl;\n cout << g0.edge_value(\"10\", \"20\") << endl;\n g0.newnode(\"0\");\n cout << g0.edge_value(\"0\", \"100\") << endl;\n \n Graph g;\n\n for(int i = 0; i < 10; i++)\n {\n g.newnode(i);\n g[i].newnode(i + 1, i + 1);\n }\n\n cout << \"test tostring\" << endl;\n g.tostring(cout);\n cout << endl;\n\n Graph g1 = g.inverseEdge();\n for(int i = 1; i <= 10; i++)\n {\n cout << g1.exists(i) << endl;\n assert(g1.exists(i));\n cout << g1[i].exists(i - 1) << endl;\n assert(g1[i].exists(i - 1));\n assert(!g1[i].exists(i) && !g1[i].exists(i + 1));\n cout << g1[i][i - 1] << endl;\n assert(g1[i][i - 1] == i);\n }\n auto ev = g1.edges();\n assert(ev.end() == ev.end());\n for(auto itr = ev.begin(); itr != ev.end(); itr++)\n {\n cout << (*itr).first << ' ' << (*itr).second.first << ' ' << (*itr).second.second << endl;\n }\n\n cout << \"testing save&load\" << endl;\n g1.save(\"_test_graph.graph\");\n\n Graph g2;\n g2.load(\"_test_graph.graph\");\n\n cout << \"edges loaded\" << endl;\n ev = g2.edges();\n for(auto itr = ev.begin(); itr != ev.end(); itr++)\n {\n cout << (*itr).first << ' ' << (*itr).second.first << ' ' << (*itr).second.second << endl;\n }\n\n cout << \"compare with original\" << endl;\n ev = g1.edges();\n for(auto itr = ev.begin(); itr != ev.end(); itr++)\n {\n cout << (*itr).first << ' ' << (*itr).second.first << ' ' << (*itr).second.second << endl;\n assert(g2.exists((*itr).first, (*itr).second.first));\n }\n\n g1.save(\"_test_graph_txt.graph\", false);\n\n cout << \"A has nullinst \" << Has_nullinst::value << endl;\n assert(Has_nullinst::value == 0);\n cout << \"edgemap has nullinst \" << Has_nullinst >::value << endl;\n assert((Has_nullinst >::value) == 1);\n}\n\nvoid test_functions()\n{\n Graph g, g1;\n g.newnode(\"hello\");\n g.newnode(\"world\");\n g.newnode(\"WORLD\");\n g.newnode(\"abcde\");\n g1.newnode(\"hello\");\n g1.newnode(\"world\");\n g1.newnode(\"HELLO\");\n g1.newnode(\"abcde\");\n g.newedge(\"hello\", \"world\", 1);\n g.newedge(\"WORLD\", \"world\", 2);\n g.newedge(\"abcde\", \"WORLD\", 1.2);\n g.newedge(\"abcde\", \"hello\", 2.34);\n g1.newedge(\"hello\", \"world\", 3);\n g1.newedge(\"hello\", \"HELLO\", 4);\n g1.newedge(\"abcde\", \"hello\", 2.66);\n g.merge_graph(g1);\n\n cout << \"expected output (order does not matter):\" << endl;\n cout << \"hello world 4\" << endl\n << \"WOLRD world 2\" << endl\n << \"abcde WORLD 1.2\" << endl\n << \"abcde hello 5\" << endl\n << \"hello HELLO 4\" << endl;\n\n cout << \"real output: \" << endl;\n\n auto ev = g.edges();\n for(const auto& itr : ev)\n {\n cout << itr.first << ' ' << itr.second.first << ' ' << itr.second.second << endl;\n }\n\n ev = g1.edges();\n for(const auto& itr : ev)\n {\n cout << itr.first << ' ' << itr.second.first << ' ' << itr.second.second << endl;\n }\n\n cout << \"what if merge with itself\" << endl;\n\n g.merge_graph(g);\n ev = g.edges();\n for(const auto& itr : ev)\n {\n cout << itr.first << ' ' << itr.second.first << ' ' << itr.second.second << endl;\n }\n}\n\nint main()\n{\n test_nodemap();\n cout << \"#################################\" << endl;\n test_nodeset();\n cout << \"#################################\" << endl;\n test_graph();\n cout << \"#################################\" << endl;\n test_functions();\n return 0;\n}\n" }, { "path": "core/graph/defs.h", "content": "#ifndef DEFS_H\n#define DEFS_H\n\nenum DUPMODE\n{\n DUP_IGNORE = 0, // do not insert when duplicated\n DUP_OVERWRITE, // overwrite duplicated\n DUP_WARN, // throw if duplicated\n};\n\n#endif // DEFS_H\n" }, { "path": "core/graph/exception.cpp", "content": "" }, { "path": "core/graph/exception.h", "content": "#ifndef EXCEPTION_H_INCLUDE\n#define EXCEPTION_H_INCLUDE\n\n#include \n#include \n#include \n#include \n#include \n\ntemplate \nstd::string _to_string(T key)\n{\n std::ostringstream oss;\n oss << key;\n return oss.str();\n}\n\ntemplate \nclass DuplicateKeyException : public std::runtime_error\n{\npublic:\n DuplicateKeyException(const std::string& where, const std::string& msg, T key)\n : std::runtime_error(where + \": \" + msg + \" \" + _to_string(key)), \n key(key), msg(msg), where(where) {}\n T key;\n std::string msg;\n std::string where;\n};\n\ntemplate \nclass InvalidKeyException : public std::runtime_error\n{\npublic:\n InvalidKeyException(const std::string& where, const std::string& msg, T key)\n : std::runtime_error(where + \": \" + msg + \" \" + _to_string(key)),\n key(key), msg(msg), where(where) {}\n\n T key;\n std::string msg;\n std::string where;\n};\n\n// this class is not thread safe due to usage of errno\nclass IOException : public std::runtime_error\n{\npublic:\n IOException(const std::string& where, const std::string& msg)\n : std::runtime_error(where + \": \" + msg + \": \" + strerr),\n msg(msg), where(where), strerr(strerror(errno)) {}\n std::string msg;\n std::string where;\n std::string strerr;\n};\n\nclass InvalidFormatException : public std::runtime_error\n{\npublic:\n InvalidFormatException(const std::string& where, const std::string& msg)\n : std::runtime_error(where + \": \" + msg + \": \" + strerr),\n msg(msg), where(where), strerr(strerror(errno)) {}\n std::string msg;\n std::string where;\n std::string strerr;\n};\n\nclass NotImplementedException : public std::logic_error\n{\npublic:\n NotImplementedException(const std::string& where, const std::string& msg)\n : std::logic_error(funcname + \": \" + msg), msg(msg), funcname(where) {}\n std::string msg;\n std::string funcname;\n};\n\nclass NoSuchFieldException : public std::logic_error\n{\npublic:\n NoSuchFieldException(const std::string& where, const std::string& msg, const std::string fieldname)\n : std::logic_error(where + \": \" + msg + \": \" + fieldname),\n msg(msg), where(where), fieldname(fieldname)\n {}\n std::string msg;\n std::string where;\n std::string fieldname;\n};\n\n#endif // EXCEPTION_H_INCLUDE\n" }, { "path": "core/graph/graph.cpp", "content": "#include \"graph.h\"\n\n//#include \n//#include \n//#include \n//#include \n//#include \n//#include \"exception.h\"\n//using namespace std;\n\n//const Graph Graph::empty_graph;\n//const list Graph::empty_val;\n\n//bool Graph::load(const char *fn, int fmt, bool overwrite, const NodeSet& filter, bool filter_out)\n//{\n// // in this case, we filter_out an empty graph\n// if(&filter == &NodeSet::empty_ns)\n// filter_out = true;\n\n// FILE *fp = fopen(fn, \"r\");\n// if(!fp)\n// {\n// char buf[128];\n// sprintf(buf, \"Cannot open graph file for reading: %s\", fn);\n// perror(buf);\n// return false;\n// }\n\n// while(1)\n// {\n// Graph::key_type user = 0;\n// list arr;\n// if(fmt == Graph::FMT_RAW)\n// {\n// user = readline(fp, &arr);\n// if(user == -1) break;\n// }\n// else\n// {\n// size_t ecnt;\n// if(fscanf(fp, WUID_IOFMT \"%lu\", &user, &ecnt) == EOF)\n// break;\n\n// for(size_t i = 0; i < ecnt; i++)\n// {\n// wuid_t tmp;\n// fscanf(fp, WUID_IOFMT, &tmp);\n// arr.push_back(tmp);\n// }\n// }\n\n// //assert(!exists(user));\n// if(filter_out ^ filter.exists(user))\n// {\n// if(!overwrite && exists(user))\n// {\n// ostringstream oss;\n// oss << \"Duplicated key: \" << user;\n// throw DuplicateKeyException(oss.str(), user);\n// }\n// data[user] = move(arr);\n// }\n// }\n\n// fclose(fp);\n// return true;\n//}\n\n//bool Graph::load(FileNameInfo info, int fmt, bool overwrite, const NodeSet& filter, bool filter_out)\n//{\n// // we use a separate graph to load because we do not consider overwrite when loading multiple files\n// Graph ng;\n// for(auto itr : info)\n// {\n// printf(\"loading %s\\n\", itr.c_str());\n// ng.load(itr.c_str(), fmt, false, filter, filter_out);\n// }\n// merge(ng, overwrite);\n// return true;\n//}\n\n//void Graph::merge(Graph& g, bool overwrite)\n//{\n// if(size() < g.size()) // for efficiency\n// data.swap(g.data);\n// for(const auto& itr : g.data)\n// {\n// if(!overwrite && exists(itr.first))\n// {\n// ostringstream oss;\n// oss << \"Duplicated key: \" << itr.first;\n// throw DuplicateKeyException(oss.str(), itr.first);\n// }\n// data[itr.first] = move(itr.second);\n// }\n// g.clear();\n//}\n\n//const list& Graph::get(Graph::key_type key) const\n//{\n// if(exists(key))\n// return find(key)->second;\n// else\n// return empty_val;\n//}\n\n//// TODO: return a view instead of creating a new nodeset\n//NodeSet Graph::nodes() const\n//{\n// NodeSet ret;\n// for(const auto& itr : data)\n// {\n// ret.newnode(itr.first);\n// }\n// return move(ret);\n//}\n\n//Graph Graph::subset(const NodeSet& ns)\n//{\n// Graph ret;\n// for(const auto& itr : data)\n// {\n// if(ns.exists(itr.first))\n// ret[itr.first] = itr.second;\n// }\n// return move(ret);\n//}\n\n//bool Graph::save(const char *fn, int fmt)\n//{\n// FILE *fp = fopen(fn, \"w\");\n// if(!fp)\n// {\n// perror(\"Cannot open network file for writing\");\n// return false;\n// }\n\n// for(const auto& u : data)\n// {\n// fprintf(fp, WUID_IOFMT, u.first);\n// if(fmt == FMT_ADVANCED)\n// fprintf(fp, \" %lu\", u.second.size());\n// for(auto fu : u.second)\n// fprintf(fp, \" \" WUID_IOFMT, fu);\n// fprintf(fp, \"\\n\");\n// }\n// fclose(fp);\n// return true;\n//}\n\n//bool Graph::save(const FileNameInfo& info, int fmt)\n//{\n// if(info.rr != info.lr)\n// throw runtime_error(\"saving graph to multiple files is not supported\");\n// for(auto itr : info)\n// {\n// return save(itr.c_str(), fmt);\n// }\n// return true;\n//}\n\n//Graph Graph::inverseEdge() const\n//{\n\n//}\n" }, { "path": "core/graph/graph.h", "content": "/**\n Code manipulating graph structure,\n actually we can implement this basing on boosting graph library...\n*/\n\n#ifndef GRAPH_H_INCLUDED\n#define GRAPH_H_INCLUDED\n\n#include \n#include \n#include \n#include \"nodemap.h\"\n#include \"exception.h\"\n#include \"defs.h\"\n\n#ifdef DEBUG\n#include \n#endif\n\n#define NOTIMPL(func) throw NotImplementedException(\"function \" ## func ## \" not implemented\", func)\n\n//template typename impl_type>\n//class EdgeList : public impl_type\n//{\n//public:\n// node_type rec2key(const rec_type& rec) { NOTIMPL(__FUNCTION__); }\n//};\n\n// when the concept of edge is introduced to NodeMap etc.\ntemplate class EdgeMapImpl>\nclass EdgeMap : public EdgeMapImpl\n{\npublic:\n typedef node_t node_type;\n typedef weight_t weight_type;\n typedef EdgeMapImpl super;\n typedef typename super::value_type rec_type;\n\n static_assert(std::is_same >::value,\n \"Invalid inner types for EdgeMap\");\n\n EdgeMap() {}\n EdgeMap(EdgeMapImpl&& em)\n : super(std::move(em)) {}\n EdgeMap(EdgeMap&& em)\n : super(std::move(em)) {}\n EdgeMap& operator=(EdgeMap&& em)\n {\n super::operator=(std::move(em));\n return *this;\n }\n\n static node_type rec2key(const rec_type& rec) { return rec.first; }\n static rec_type invrec(const node_type& new_key, const rec_type& rec)\n {\n return std::make_pair(new_key, rec.second);\n }\n std::pair newrec(rec_type&& rec, DUPMODE dupmode = DUP_OVERWRITE)\n {\n return super::newnode(std::move(rec), dupmode);\n }\n std::pair newedge(const node_type& key, weight_type&& val, DUPMODE dupmode = DUP_OVERWRITE)\n {\n return super::newnode(key, std::move(val), dupmode);\n }\n bool exists(const node_type& key) const\n {\n return super::exists(key);\n }\n\n static const EdgeMap nullinst;\n\nprivate:\n EdgeMap(const EdgeMap &em) = delete;\n EdgeMap& operator=(const EdgeMap& em) = delete;\n};\n\ntemplate class EdgeMapImpl>\nconst EdgeMap EdgeMap::nullinst;\n\ntemplate \nclass EdgeView\n{\npublic:\n EdgeView(G *g) : g(g) {}\n\n class iterator\n {\n public:\n typedef typename G::iterator outeritr;\n typedef typename G::edgelist_type::iterator inneritr;\n\n std::pair operator*()\n {\n return std::make_pair(outer->first, *inner);\n }\n\n iterator& operator++()\n {\n inc();\n skip_invalid();\n return *this;\n }\n\n iterator operator++(int)\n {\n iterator ret = *this;\n operator++();\n return ret;\n }\n\n bool operator==(const iterator& itr) const\n {\n return (outer == outerend && itr.outer == outerend) ||\n (inner == itr.inner && outer == itr.outer);\n }\n\n bool operator!=(const iterator& itr) const\n {\n return !operator==(itr);\n }\n\n friend class EdgeView;\n\n private:\n iterator(outeritr outer, outeritr outerend, inneritr inner)\n : outer(outer), outerend(outerend), inner(inner) {}\n\n iterator& inc()\n {\n if(outer == outerend) return *this;\n\n if(inner == outer->second.end())\n {\n ++outer;\n if(outer != outerend)\n inner = outer->second.begin();\n else\n inner = inneritr();\n }\n else\n ++inner;\n return *this;\n }\n\n iterator& skip_invalid()\n {\n while(outer != outerend && inner == outer->second.end())\n inc();\n return *this;\n }\n\n outeritr outer;\n outeritr outerend;\n inneritr inner;\n };\n\n iterator begin()\n {\n typename iterator::outeritr outer = g->begin();\n typename iterator::inneritr inner;\n if(outer != g->end())\n {\n inner = outer->second.begin();\n }\n return iterator(outer, g->end(), inner).skip_invalid();\n }\n iterator end()\n {\n typename iterator::outeritr outer = g->end();\n typename iterator::inneritr inner;\n return iterator(outer, outer, inner);\n }\n // TODO add const version here\n\nprivate:\n G *g;\n};\n\n// TODO: add directed label to graph\ntemplate class EdgeMapImpl>\nclass Graph : public NodeMap >\n{\npublic:\n// static_assert(std::is_same::node_type, key_t>::value,\n// \"From and To nodes are not the same type\");\n typedef EdgeMap edgelist_type;\n typedef NodeMap super;\n typedef node_t node_type;\n typedef weight_t weight_type;\n\n// enum\n// {\n// FMT_RAW = 0,\n// FMT_ADVANCED, // with number of edges specified in each line\n// };\n\n Graph() {}\n Graph(Graph&& g) = default;\n Graph& operator=(Graph&& g) = default;\n //Graph(const char *fn, int fmt) { load(fn, fmt); }\n /** filter_out:\n true - ignore all those appeared in filter\n false - reserve only those appeared in filter\n */\n //bool load(const char *fn, int fmt, bool overwrite = false, const NodeSet& filter = NodeSet::empty_ns, bool filter_out = false);\n //bool load(FileNameInfo info, int fmt, bool overwrite = false, const NodeSet& filter = NodeSet::empty_ns, bool filter_out = false);\n //bool save(const char *fn, int fmt);\n //bool save(const FileNameInfo& info, int fmt);\n\n const edgelist_type& get_value(const node_type& key) const\n {\n return static_cast(super::get_value(key));\n// return super::get(key);\n }\n edgelist_type& get(const node_type& key)\n {\n return static_cast(super::get(key));\n }\n \n size_t out_degree(const node_type& key) const\n {\n return get_value(key).size();\n }\n\n const weight_type& edge_value(const node_type& key1, const node_type& key2, const weight_type& dft = Defaults::get()) const\n {\n return get_value(key1).get_value(key2, dft);\n }\n\n weight_type& edge(const node_type& key1, const node_type& key2,\n bool create_default = false, weight_type&& dft = weight_type())\n {\n return get(key1).get(key2, create_default, std::move(dft));\n }\n\n bool exists(const node_type& from, const node_type& to) const\n {\n return get_value(from).exists(to);\n }\n\n bool exists(const node_type& key) const { return super::exists(key); }\n\n // implement edge iterator as return type?\n std::pair newedge(const node_type& from, const node_type& to, typename edgelist_type::weight_type&& val, DUPMODE dupmode = DUP_OVERWRITE)\n {\n edgelist_type& el = super::get(from);\n if(&el == &edgelist_type::nullinst)\n throw InvalidKeyException(__FUNCTION__, \"Invalid key from\", from);\n return el.newedge(to, std::move(val), dupmode);\n }\n std::pair newedge(const node_type& from, const node_type& to, const typename edgelist_type::weight_type& val, DUPMODE dupmode = DUP_OVERWRITE)\n {\n edgelist_type& el = super::get(from);\n if(&el == &edgelist_type::nullinst)\n throw InvalidKeyException(__FUNCTION__, \"Invalid key from\", from);\n typename edgelist_type::weight_type cpy = val;\n return el.newedge(to, std::move(cpy), dupmode);\n }\n\n Graph inverseEdge() const\n {\n Graph ret;\n for(const auto& itr : *this)\n {\n if(ret.data.find(itr.first) == ret.data.end())\n ret.data.emplace(itr.first, std::move(typename Graph::edgelist_type()));\n\n for(const auto& rec : itr.second)\n {\n typename Graph::node_type key = Graph::edgelist_type::rec2key(rec);\n std::pair res = ret.newnode(key);\n res.first->second.newrec(std::move(Graph::edgelist_type::invrec(itr.first, rec)));\n }\n }\n return std::move(ret);\n }\n\n void merge_graph(Graph& g, bool free_other = true)\n {\n if(this == &g) free_other = false;\n\n Graph *gtgt = this, *gsrc = &g;\n if(free_other && gtgt->size() < gsrc->size())\n std::swap(gsrc, gtgt);\n\n for(auto srcitr = gsrc->begin(); srcitr != gsrc->end(); srcitr++)\n {\n auto tgtitr = gtgt->find(srcitr->first);\n if(tgtitr == gtgt->end())\n {\n if(free_other)\n gtgt->newnode(srcitr->first, std::move(srcitr->second), DUP_WARN);\n else\n gtgt->newnode(srcitr->first, SafeCopy::copy(srcitr->second), DUP_WARN);\n }\n else\n {\n for(auto insrcitr = srcitr->second.begin(); insrcitr != srcitr->second.end(); insrcitr++)\n {\n tgtitr->second.get(insrcitr->first, true, weight_type()) += insrcitr->second;\n }\n }\n }\n\n if(free_other)\n {\n if(gtgt != this)\n {\n *this = std::move(*gtgt);\n gtgt->clear();\n }\n else\n {\n gsrc->clear();\n }\n }\n }\n\n // TODO: thie should be a const function, however, we haven't implemented\n // const edge view yet\n EdgeView > edges()\n {\n return EdgeView >(this);\n }\n\nprivate:\n Graph(Graph& g) {}\n Graph& operator=(const Graph& g) { return *this; }\n};\n\n#endif // GRAPH_H_INCLUDED\n" }, { "path": "core/graph/graph_pywrapper.cpp", "content": "#include \n#include \nnamespace py = boost::python;\n\n#include \"graph_pywrapper.h\"\n\nusing namespace std;\n\n#ifdef DEBUG\n#include \n#endif\n#include \n\ntemplate \nstruct GraphPickleSuite : py::pickle_suite\n{\n static py::tuple getinitargs(const T& t)\n {\n return py::tuple();\n }\n\n static py::tuple getstate(const T& t)\n {\n std::string str = t.to_str();\n return py::make_tuple(str);\n }\n\n static void setstate(T& t, py::tuple state)\n {\n py::extract ext(state[0]);\n std::string str = ext();\n t.parse_str(str);\n }\n};\n\n\n\n#define DECL_GRAPH_OVERLOAD(cls) \\\n BOOST_PYTHON_MEMBER_FUNCTION_OVERLOADS(cls ## _adjacency_overloads, cls::adjacency, 0, 1) \\\n BOOST_PYTHON_MEMBER_FUNCTION_OVERLOADS(cls ## _exists_overloads, cls::exists, 1, 2)\n\n/*\n.def(\"__init__\", py::make_constructor( \\\n static_cast(&cls::makeGraph))) \\\n*/\n\n#define DECL_GRAPH_METHODS(cls) \\\n py::class_(#cls, py::no_init) \\\n .def(\"__init__\", py::make_constructor( \\\n static_cast(&cls::makeGraph))) \\\n .def(\"save_graph\", &cls::save_graph) \\\n .def(\"load_graph\", &cls::load_graph) \\\n .def(str(py::self)) \\\n .def(\"parse_str\", &cls::parse_str) \\\n .def(\"to_str\", &cls::to_str) \\\n .def(\"add_vertex\", &cls::add_vertex) \\\n .def(\"add_edge\", &cls::add_edge) \\\n .def(\"inc_edge\", &cls::inc_edge) \\\n .def(\"num_vertices\", &cls::num_vertices) \\\n .def(\"vertices\", &cls::vertices) \\\n .def(\"inverse_edge\", &cls::inverseEdge, \\\n py::return_value_policy()) \\\n .def(\"merge\", &cls::merge, (py::arg(\"g\"), py::args(\"free_other\")=false)) \\\n .def(\"get\", &cls::get) \\\n .def(\"edge\", &cls::edge) \\\n .def(\"exists\", (bool (cls::*)(typename cls::CGraph::key_type, typename cls::CGraph::key_type))0, cls ## _exists_overloads()) \\\n .def(\"out_neighbours\", &cls::out_neighbours) \\\n .def(\"out_degree\", &cls::out_degree) \\\n .def(\"node_type\", &cls::node_type_name) \\\n .def(\"weight_type\", &cls::weight_type_name) \\\n .def(\"data\", &cls::data) \\\n .def_pickle(GraphPickleSuite())\n// .def(\"subgraph\", &cls::subgraph,\n// py::return_value_policy())\n //.def(\"adjacency\", &cls::adjacency)\n// .def(\"adjacency\", (py::list (cls::*)(py::list))0, adjacency_overloads())\n\ntemplate \nT* translate(uintptr_t ptr)\n{\n return reinterpret_cast(ptr);\n}\n\ntemplate \npy::object transfer_object(T *g)\n{\n py::object expose = py::make_function(&translate, py::return_value_policy());\n return expose(reinterpret_cast(g));\n}\n\nvoid _throw_unsupported(const string& ntype, const string& wtype)\n{\n ostringstream oss;\n oss << \"Unsupported node type \" << ntype << \" with weight type \" << wtype;\n throw runtime_error(oss.str());\n}\n\n// NOTE: currently we ignore other versions of makeGraph since they are usually\n// not necessary\n// TODO: any better way to do this?\npy::object makeGraph(const string& ntype, const string& wtype)\n{\n if(ntype == \"int\" || ntype == \"int32\")\n {\n if(wtype == \"float\")\n {\n py::object ret = transfer_object(Graph_Int32_Float::makeGraph());\n //py::object ret = py::object(Graph_Int32_Float::makeGraph());\n return ret;\n }\n else\n _throw_unsupported(ntype, wtype);\n }\n else if(ntype == \"long\" || ntype == \"int64\")\n {\n if(wtype == \"float\")\n {\n py::object ret = transfer_object(Graph_Int64_Float::makeGraph());\n return ret;\n }\n else\n _throw_unsupported(ntype, wtype);\n }\n else if(ntype == \"string\")\n {\n if(wtype == \"float\")\n {\n return transfer_object(Graph_String_Float::makeGraph());\n //return py::object(Graph_String_Float::makeGraph());\n }\n else\n _throw_unsupported(ntype, wtype);\n }\n else\n _throw_unsupported(ntype, wtype);\n\n return py::object(0);\n// return (Graph_Int_Float*)0;\n}\n\nDECL_GRAPH_OVERLOAD(Graph_Int32_Float)\nDECL_GRAPH_OVERLOAD(Graph_String_Float)\nDECL_GRAPH_OVERLOAD(Graph_Int64_Float)\n\nBOOST_PYTHON_MODULE(mygraph)\n{\n DECL_GRAPH_METHODS(Graph_Int32_Float);\n DECL_GRAPH_METHODS(Graph_String_Float);\n DECL_GRAPH_METHODS(Graph_Int64_Float);\n py::scope().attr(\"Graph_Int_Float\") = py::scope().attr(\"Graph_Int32_Float\"); // add an alias\n// py::enum_(\"format\")\n// .value(\"FMT_RAW\", CGraph::FMT_RAW)\n// .value(\"FMT_ADVANCED\", CGraph::FMT_ADVANCED)\n// ;\n py::def(\"Graph\", &makeGraph);\n py::enum_(\"DUPMODE\")\n .value(\"DUP_IGNORE\", DUP_IGNORE)\n .value(\"DUP_OVERWRITE\", DUP_OVERWRITE)\n .value(\"DUP_WARN\", DUP_WARN)\n ;\n}\n\n\n//template \n//class GraphPyWrapper\n//{\n//public:\n\n\n// GraphPyWrapper(const char *dir, int lb, int ub)\n// : g(new CGraph())\n// {\n//#ifdef DEBUG\n// fprintf(stderr, \"GraphPyWrapper load ctor %p\\n\", this);\n//#endif\n// FileList lst{dir, lb, ub};\n// g->load(lst.begin(), lst.end());\n// }\n\n\n\n// static GraphPyWrapper* makeGraph(const char *dir, int lb, int ub)\n// {\n// return new GraphPyWrapper(dir, lb, ub);\n// }\n\n\n\n// GraphPyWrapper *subgraph(py::list& users) const\n// {\n// NodeSet ns;\n// for(int i = 0; i < len(users); i++)\n// {\n// py::extract extractor(users[i]);\n// if(extractor.check())\n// ns.newnode(extractor());\n// }\n// CGraph *sg = new CGraph(move(g->subgraph(ns, true)));\n// GraphPyWrapper *ret = new GraphPyWrapper(sg);\n// return ret;\n// }\n\n\n\n// py::list adjacency() const\n// {\n// CGraph::sptype sp = g->adjacency();\n// py::list ret, ridx, cidx;\n// for(int r = 0; r < sp.outerSize(); r++)\n// for(CGraph::sptype::InnerIterator itr(sp, r); itr; ++itr)\n// {\n// ridx.append(itr.row());\n// cidx.append(itr.col());\n// }\n// ret.append(ridx);\n// ret.append(cidx);\n// return ret;\n// }\n\n// // this is an ugly fix which is neither safe nor elegant\n// // should be removed as soon as order is implemented\n// py::list adjacency(py::list order) const\n// {\n// py::stl_input_iterator begin(order), end;\n// // wth is this stl_input_iterator shares a common state?\n// list arr(begin, end);\n// CGraph::sptype sp = g->adjacencyOrdered(arr.begin(), arr.end());\n// py::list ret, ridx, cidx;\n// for(int r = 0; r < sp.outerSize(); r++)\n// for(CGraph::sptype::InnerIterator itr(sp, r); itr; ++itr)\n// {\n// ridx.append(itr.row());\n// cidx.append(itr.col());\n// }\n// ret.append(ridx);\n// ret.append(cidx);\n// return ret;\n// }\n\n\n//};\n" }, { "path": "core/graph/graph_pywrapper.h", "content": "#ifndef GRAPH_PYWRAPPER\n#define GRAPH_PYWRAPPER\n\n#include \n#include \nnamespace py = boost::python;\n\n#include \"graph.h\"\n#include \"exception.h\"\n#include \"utils.h\"\n#include \"nodemap.h\"\n#include \"types.h\"\n#include \n#include \n#include \n#include \n\n// interface for a directed weighted graph\n// TODO: register NodeSet etc for efficiency\n// TODO: add support for undirected graph\ntemplate \nclass GraphPyWrapper\n{\npublic:\n typedef Graph CGraph;\n\n GraphPyWrapper()\n : g(new CGraph())\n {\n#ifdef DEBUG\n fprintf(stderr, \"GraphPyWrapper dft ctor %p\\n\", this);\n#endif\n }\n\n GraphPyWrapper(const GraphPyWrapper& g)\n : g(g.g)\n {\n#ifdef DEBUG\n printf(\"GraphPyWrapper cpy ctor %p\\n\", this);\n#endif\n // should never be copied with this ctor\n throw std::runtime_error(\"Ctor of GraphPyWrapper should never be invoked\");\n }\n\n GraphPyWrapper(const GraphPyWrapper &&g)\n : g(g.g)\n {\n#ifdef DEBUG\n printf(\"GraphPyWrapper mv ctor %p\\n\", this);\n#endif\n g.g.reset();\n }\n\n GraphPyWrapper(CGraph *g)\n : g(g)\n {\n#ifdef DEBUG\n fprintf(stderr, \"GraphPyWrapper content ctor %p\\n\", this);\n#endif\n }\n\n ~GraphPyWrapper()\n {\n#ifdef DEBUG\n fprintf(stderr, \"GraphPyWrapper dtor %p\\n\", this);\n#endif\n //delete g;\n }\n\n // for boost::python constructors\n static GraphPyWrapper* makeGraph()\n {\n return new GraphPyWrapper();\n }\n\n void save_graph(const char *fn, bool binary = true)\n {\n g->save(fn, binary);\n }\n\n void load_graph(const char *fn)\n {\n g->load(fn);\n }\n\n std::string to_str() const\n {\n std::ostringstream oss;\n g->tostring(oss);\n return oss.str();\n }\n\n void parse_str(const std::string& str)\n {\n std::istringstream iss(str);\n g->fromstring(iss);\n }\n\n friend std::ostream& operator<<(std::ostream& os, const GraphPyWrapper& g)\n {\n g.g->tostring(os);\n return os;\n }\n\n void add_vertex(const typename CGraph::key_type& node)\n {\n g->newnode(node);\n }\n\n void add_edge(const typename CGraph::key_type& from, const typename CGraph::key_type& to, const typename CGraph::edgelist_type::mapped_type& val)\n {\n g->newedge(from, to, std::move(val));\n }\n\n void inc_edge(const typename CGraph::key_type& from, const typename CGraph::key_type& to, const typename CGraph::edgelist_type::mapped_type& inc)\n {\n // should we add such strict check?\n if(!g->exists(to))\n throw InvalidKeyException(__FUNCTION__, \"invalid key to: \", to);\n std::pair pr = g->newedge(from, to, inc, DUP_IGNORE);\n if(!pr.second)\n pr.first->second += inc;\n }\n\n size_t num_vertices() const\n {\n return g->size();\n }\n\n GraphPyWrapper *inverseEdge()\n {\n CGraph *sg = new CGraph(std::move(g->inverseEdge()));\n return new GraphPyWrapper(sg);\n }\n\n void merge(GraphPyWrapper *g, bool free_other = false)\n {\n this->g->merge_graph(*g->g, free_other);\n }\n\n py::list vertices()\n {\n py::list ret;\n NodeSet ns = std::move(g->nodes());\n for(auto& key : ns)\n ret.append(key);\n return ret;\n }\n\n py::list get(typename CGraph::key_type key) const\n {\n const typename CGraph::edgelist_type& ns = g->get_value(key);\n py::list ret;\n for(auto u : ns)\n ret.append(py::make_tuple(u.first, u.second));\n return ret;\n }\n\n WeightType edge(typename CGraph::key_type from, typename CGraph::key_type to) const\n {\n return g->edge_value(from, to);\n }\n\n bool exists(typename CGraph::key_type key) const\n {\n return g->exists(key);\n }\n\n bool exists(typename CGraph::key_type from, typename CGraph::key_type to) const\n {\n return g->exists(from, to);\n }\n\n py::list out_neighbours(typename CGraph::key_type key) const\n {\n const typename CGraph::mapped_type& v = g->get_value(key);\n if(&v == &CGraph::mapped_type::nullinst)\n {\n std::ostringstream oss;\n oss << __func__ << \": key \" << key << \" not found\";\n throw InvalidKeyException(__FUNCTION__, oss.str(), key);\n }\n\n py::list ret;\n for(auto& u : v)\n ret.append(u.first);\n return ret;\n }\n \n size_t out_degree(typename CGraph::key_type key) const\n {\n return g->out_degree(key);\n }\n\n std::string node_type_name() const\n {\n return type2name::name;\n }\n\n std::string weight_type_name() const\n {\n return type2name::name;\n }\n\n const uintptr_t data() const\n {\n return (uintptr_t)g.get();\n }\n\nprivate:\n std::shared_ptr g;\n};\n\ntypedef GraphPyWrapper Graph_Int32_Float;\ntypedef GraphPyWrapper Graph_String_Float;\ntypedef GraphPyWrapper Graph_Int64_Float;\n\n#endif // GRAPH_PYWRAPPER\n" }, { "path": "core/graph/ioutils.cpp", "content": "#include \"ioutils.h\"\n" }, { "path": "core/graph/ioutils.h", "content": "#ifndef IOUTILS_H\n#define IOUTILS_H\n\n#include \n#include \n#include \n#include \n#include \n#include \n#include \"utils.h\"\n\n\nclass BaseArchive {};\n\nclass IArchive : public BaseArchive\n{\npublic:\n static const bool mode_out = false;\n};\n\nclass OArchive : public BaseArchive\n{\npublic:\n static const bool mode_out = true;\n};\n\nclass TxtArchive : public BaseArchive\n{\npublic:\n static const bool mode_binary = false;\n};\n\nclass BinArchive : public BaseArchive\n{\npublic:\n static const bool mode_binary = true;\n};\n\nclass ITxtArchive : public IArchive, TxtArchive\n{\npublic:\n ITxtArchive(std::istream& is) : is(&is) {}\n\n template ::type>\n ITxtArchive& operator>>(T& t)\n {\n is->operator>>(t);\n return *this;\n }\n\n// template \n// ITxtArchive& operator&(T& t)\n// {\n// return operator>>(t);\n// }\n\n ITxtArchive& operator>>(char *s)\n {\n size_t sz;\n (*is) >> sz;\n is->get(); // consume @\n is->read(s, sz);\n is->get(); // consume separator\n return *this;\n }\n\n ITxtArchive& operator>>(std::string& s)\n {\n size_t sz;\n (*is) >> sz;\n is->get();\n\n s.resize(sz);\n\n is->read((char*)s.data(), sz);\n is->get();\n return *this;\n }\n\nprivate:\n ITxtArchive(ITxtArchive&) = delete;\n ITxtArchive& operator=(ITxtArchive&) = delete;\n\n std::istream *is;\n};\n\nclass IBinArchive : public IArchive, BinArchive\n{\npublic:\n IBinArchive(std::istream& is) : is(&is) {}\n\n template ::type>\n IBinArchive& operator>>(T& t)\n {\n is->read((char*)&t, sizeof(t));\n return *this;\n }\n\n IBinArchive& operator>>(char *s)\n {\n is->getline(s, std::numeric_limits::max(), 0);\n return *this;\n }\n\n IBinArchive& operator>>(std::string& s)\n {\n std::getline(*is, s, '\\0');\n return *this;\n }\n\n// template \n// IBinArchive& operator&(T& t)\n// {\n// return operator>>(t);\n// }\n\nprivate:\n IBinArchive(IBinArchive&) = delete;\n IBinArchive& operator=(IBinArchive&) = delete;\n std::istream *is;\n};\n\nclass OTxtArchive : public OArchive, TxtArchive\n{\npublic:\n // currently delim should only by space characters, for the sake of easy reading in ITxtArchive\n struct SetDelim\n {\n SetDelim(char delim, bool restore = true)\n : delim(delim), restore(restore) {}\n char delim;\n bool restore;\n };\n\n OTxtArchive(std::ostream& os, char delim = ' ')\n : os(&os), delim(delim), require_delim(false), old_delim(0) {}\n\n ~OTxtArchive()\n {\n (*os) << \"\\n\"; // always add new line as the last delim\n }\n\n template ::type>\n OTxtArchive& operator<<(const T& t)\n {\n output_with_delim(t);\n return *this;\n }\n\n OTxtArchive& operator<<(const char *s)\n {\n std::ostringstream oss;\n oss << strlen(s) << '@' << s;\n output_with_delim(oss.str());\n return *this;\n }\n\n OTxtArchive& operator<<(const std::string& s)\n {\n std::ostringstream oss;\n oss << s.size() << '@' << s;\n output_with_delim(oss.str());\n return *this;\n }\n\n OTxtArchive& operator<<(SetDelim dlm)\n {\n if(dlm.restore)\n old_delim = delim;\n delim = dlm.delim;\n return *this;\n }\n\n char get_delim()\n {\n char ret = delim;\n if(old_delim) // need restore\n {\n delim = old_delim;\n old_delim = 0;\n }\n return ret;\n }\n\n// template \n// OTxtArchive& operator&(T& t)\n// {\n// return operator<<(t);\n// }\n\nprivate:\n OTxtArchive(OTxtArchive&) = delete;\n OTxtArchive& operator=(OTxtArchive&) = delete;\n\n template \n void output_with_delim(T t)\n {\n if(require_delim)\n {\n (*os) << get_delim();\n require_delim = false;\n }\n\n (*os) << t;\n\n require_delim = true;\n }\n\n std::ostream *os;\n\n char delim;\n bool require_delim;\n char old_delim;\n};\n\nclass OBinArchive : public OArchive, BinArchive\n{\npublic:\n OBinArchive(std::ostream& os) : os(&os) {}\n\n template ::type>\n OBinArchive& operator<<(const T& t)\n {\n os->write((const char*)&t, sizeof(t));\n return *this;\n }\n\n OBinArchive& operator<<(const char *s)\n {\n os->write(s, strlen(s));\n os->write(\"\\0\", 1);\n return *this;\n }\n\n OBinArchive& operator<<(const std::string& s)\n {\n os->write(s.data(), s.size());\n os->write(\"\\0\", 1);\n return *this;\n }\n\n// template \n// OBinArchive& operator&(const T& t)\n// {\n// return operator<<(t);\n// }\n\nprivate:\n OBinArchive(OBinArchive&) = delete;\n OBinArchive& operator=(OBinArchive&) = delete;\n std::ostream *os;\n};\n\ntemplate ::type>::value && !is_primitive(T), bool>::type>\nArchive&& operator<<(Archive&& ar, const T& t)\n{\n t.serialize(std::forward(ar));\n return std::forward(ar);\n}\n\ntemplate ::type>::value && !is_primitive(T), bool>::type>\nArchive&& operator>>(Archive&& ar, T& t)\n{\n t.deserialize(std::forward(ar));\n return std::forward(ar);\n}\n\n/* implementation for containers */\n//template ::type>::value, bool>::type>\n//Archive&& operator>> (Archive&& ar, std::string& s)\n//{\n// return std::forward(ar >> s);\n//}\n\n//template ::type>::value, bool>::type>\n//Archive&& operator<< (Archive&& ar, const std::string& s)\n//{\n// return std::forward(ar << s.c_str());\n//}\n\ntemplate ::type>::value, bool>::type>\nArchive&& operator>> (Archive&& ar, std::map& t)\n{\n size_t sz;\n ar >> sz;\n for(size_t i = 0; i < sz; i++)\n {\n key_t key;\n mapped_t value;\n ar >> key >> value;\n t.emplace(std::move(key), std::move(value));\n }\n return std::forward(ar);\n}\n\ntemplate ::type>::value, bool>::type>\nArchive&& operator<< (Archive&& ar, const std::map& t)\n{\n ar << t.size();\n for(const auto& itr : t)\n {\n ar << itr.first << itr.second;\n }\n return std::forward(ar);\n}\n\n\n\n#endif // IOUTILS_H\n" }, { "path": "core/graph/nodemap.cpp", "content": "#include \"nodemap.h\"\n" }, { "path": "core/graph/nodemap.h", "content": "#ifndef NODEMAP_H\n#define NODEMAP_H\n\n#include \n#include \n#include \n#include \n#include \n#include \n#include \n#include \n#include \n#include \n#include \"nodeset.h\"\n#include \"exception.h\"\n#include \"utils.h\"\n#include \"ioutils.h\"\n\n#ifdef DEBUG\n#include \n#endif\n\n// TODO: make the implementation a little milder,\n// like using a shared_ptr for default copying\n// for the sake of template compatibilities\ntemplate \nclass NodeMap\n{\npublic:\n typedef key_t key_type;\n typedef mapped_t mapped_type;\n typedef std::map data_type;\n typedef typename data_type::value_type value_type;\n typedef typename data_type::iterator iterator;\n typedef typename data_type::const_iterator const_iterator;\n typedef typename data_type::size_type size_type;\n\n NodeMap() {}\n NodeMap(const data_type& data) : data(data) {}\n NodeMap(data_type&& data) : data(data) {}\n NodeMap(NodeMap&& ns) : data(move(ns.data)) {}\n NodeMap& operator=(NodeMap&& ns)\n {\n if(&ns != this) data = std::move(ns.data);\n return *this;\n }\n\n bool save(const char *fn, bool binary = true)\n {\n std::ofstream out(fn, std::ios::out);\n if(!out.is_open() || out.bad())\n throw IOException(__FUNCTION__, \": Cannot open file for writing\");\n bool res = save(out, binary);\n out.close();\n return res;\n }\n\n bool save(std::ostream& out, bool binary = true)\n {\n if(binary)\n {\n out << \"bin\";\n OBinArchive(out) << *this;\n return true;\n }\n else\n {\n out << \"txt\" << std::endl;\n // use tostring rather than default serialize impl\n tostring(out);\n return true;\n }\n return false;\n }\n\n bool load(const char *fn)\n {\n std::ifstream in(fn, std::ios::in);\n if(!in || in.bad())\n throw IOException(__FUNCTION__, \": Cannot open file for reading\");\n\n bool res = load(in);\n in.close();\n return res;\n }\n\n bool load(std::istream& in)\n {\n char magic[4] = {};\n in.read(magic, 3);\n if(strcmp(magic, \"bin\") == 0)\n {\n IBinArchive(in) >> *this;\n return true;\n }\n else if(strcmp(magic, \"txt\") == 0)\n {\n fromstring(in);\n return true;\n }\n else\n throw InvalidFormatException(__FUNCTION__, \"Unrecognized magic bytes found in saved graph\");\n return false;\n }\n\n // NOTE: that we do not clear data in load functions\n bool fromstring(std::istream& in, DUPMODE dupmode = DUP_WARN)\n {\n size_t sz;\n in >> sz;\n for(size_t i = 0; i < sz; i++)\n {\n key_type key;\n mapped_type val;\n ITxtArchive(in) >> key;\n\n if(in.fail() || in.bad())\n throw IOException(__FUNCTION__, \": failed to parse key\");\n ITxtArchive(in) >> val;\n if(in.fail() || in.bad())\n throw IOException(__FUNCTION__, \": failed to parse value\");\n newnode(key, std::move(val), dupmode);\n }\n return true;\n }\n\n // *T must be of type string\n template \n bool fromstring(T fnbegin, T fnend, DUPMODE dupmode = DUP_WARN)\n {\n bool res = true;\n for(auto itr = fnbegin; itr != fnend; ++itr)\n res &= fromstring((*itr).c_str(), dupmode);\n return res;\n }\n\n // TODO: this is not ideal, what if the class is nested three times?\n bool tostring(std::ostream& out) const\n {\n OTxtArchive ar(out);\n ar << size() << OTxtArchive::SetDelim('\\n', true);\n for(const auto& itr : *this)\n {\n ar << itr.first << OTxtArchive::SetDelim('\\n', true) << itr.second << OTxtArchive::SetDelim('\\n', true);\n }\n return true;\n }\n\n template \n void serialize(Archive&& ar) const\n {\n ar << data;\n }\n\n template \n void deserialize(Archive&& ar)\n {\n ar >> data;\n }\n\n void merge(NodeMap& g, DUPMODE dupmode = DUP_OVERWRITE, bool free_other = true)\n {\n if(this == &g)\n {\n if(dupmode == DUP_WARN)\n throw DuplicateKeyException(__FUNCTION__,\n \"Trying to merge a graph with itself\", key_type());\n else\n return;\n }\n\n data_type *ptgt = &data, *psrc = &g.data;\n if(free_other && size() < g.size())\n std::swap(ptgt, psrc);\n\n for(auto& itr : *psrc)\n {\n if(free_other)\n insertex(*ptgt, move(itr), dupmode);\n else\n insertex(*ptgt, SafeCopy::copy(itr), dupmode);\n }\n if(free_other)\n {\n if(ptgt != &data)\n {\n data = move(*ptgt);\n ptgt->clear();\n }\n else\n {\n psrc->clear();\n }\n }\n }\n\n void clear() { data.clear(); }\n NodeMap copy() const { return std::move(NodeMap(data)); }\n\n std::vector split(int parts) const\n {\n size_t sz = ceil(double(size()) / parts);\n std::vector ret;\n size_t cnt = 0;\n for(auto itr = begin(); itr != end(); itr++, cnt++)\n if(cnt % sz == 0)\n ret.push_back(itr);\n ret.push_back(end());\n return std::move(ret);\n }\n iterator find(const key_type& key) { return data.find(key); }\n const_iterator find(const key_type& key) const { return data.find(key); }\n bool exists(const key_type& key) const { return data.find(key) != data.end(); }\n iterator begin() { return data.begin(); }\n const_iterator begin() const { return data.begin(); }\n iterator end() { return data.end(); }\n const_iterator end() const { return data.end(); }\n size_type size() const { return data.size(); }\n mapped_type& operator[](const key_type& key) { return data[key]; }\n \n template \n NodeMap subset(T begin, T end) const\n {\n NodeMap ret;\n for(auto i = begin; i != end; i++)\n {\n auto itr = find(*i);\n if(itr != end())\n ret.newnode(*itr, DUP_IGNORE);\n }\n return move(ret);\n }\n\n mapped_type& get(const key_type& key, bool create_default = false, mapped_type&& dft = mapped_type())\n {\n iterator itr = find(key);\n if(itr != end())\n {\n return itr->second;\n }\n else // note that nullinst must exist in mapped_type if dft is not given\n {\n if(create_default)\n {\n auto itr = newnode(key, std::move(dft), DUP_WARN).first;\n return itr->second;\n }\n else\n {\n const void *ptr = Has_nullinst::safeget();\n if(ptr) return *(mapped_type*)ptr;\n else\n throw NoSuchFieldException(__FUNCTION__, std::string(\"No such field in type \") + typeid(mapped_type).name(), \"nullinst\");\n }\n }\n }\n\n const mapped_type& get_value(const key_type& key, const mapped_type& dft = Defaults::get()) const\n {\n const_iterator itr = find(key);\n if(itr != end())\n {\n return itr->second;\n }\n else\n return dft;\n }\n\n // TODO: use a node view here \n NodeSet nodes() const\n {\n NodeSet ns;\n for(auto& itr : data)\n ns.newnode(itr.first);\n return std::move(ns);\n }\n\n // think more carefully on whether to use l/r-value reference on\n // value_type, key_type and mapped_type\n std::pair newnode(value_type&& val, DUPMODE dupmode = DUP_OVERWRITE)\n {\n return insertex(move(val), dupmode);\n }\n\n std::pair newnode(const key_type& node, mapped_type&& val, DUPMODE dupmode = DUP_OVERWRITE)\n {\n return insertex(std::make_pair(node, std::move(val)), dupmode);\n }\n\n std::pair newnode(const key_type& node, DUPMODE dupmode = DUP_OVERWRITE)\n {\n return insertex(std::make_pair(node, mapped_type()), dupmode);\n }\n\n template \n std::pair newnode(T begin, T end, DUPMODE dupmode = DUP_OVERWRITE)\n {\n std::pair ret;\n for(auto itr = begin; itr != end; itr++)\n {\n ret = newnode(*itr, dupmode);\n }\n return ret;\n }\n\n static const NodeMap nullinst;\nprivate:\n NodeMap(const NodeMap& ns) = delete;\n NodeMap& operator=(const NodeMap&) = delete;\n //void loadgraph(const char *fn, const NodeMap& filter, bool filter_out)\n\n // insert to data while handling duplicated keys\n static std::pair insertex(data_type& data, value_type&& val, DUPMODE dupmode)\n {\n std::pair res;\n switch(dupmode)\n {\n case DUP_IGNORE:\n return data.insert(move(val));\n case DUP_OVERWRITE:\n res = data.insert(move(val));\n if(!res.second)\n {\n res.first->second = std::move(val.second);\n res.second = true;\n }\n return res;\n case DUP_WARN:\n res = data.insert(move(val));\n if(!res.second)\n {\n std::ostringstream oss;\n oss << \"Duplicated key: \" << val.first;\n throw DuplicateKeyException(__FUNCTION__, oss.str(), val.first);\n }\n return res;\n default:\n assert(0);\n }\n return res; // to avoid compiler warnings\n }\n\n inline std::pair insertex(value_type&& val, DUPMODE dupmode)\n {\n return insertex(this->data, std::move(val), dupmode);\n }\n\nprotected:\n data_type data;\n};\n\ntemplate \nconst NodeMap NodeMap::nullinst;\n\n#endif // NODEMAP_H\n" }, { "path": "core/graph/nodeset.cpp", "content": "#include \"nodeset.h\"\n" }, { "path": "core/graph/nodeset.h", "content": "#ifndef NodeMap_H_INCLUDED\n#define NodeMap_H_INCLUDED\n\n#include \n#include \n#include \n#include \n#include \n#include \n#include \n#include \n#include \n#include \n#include \"exception.h\"\n#include \"defs.h\"\n\ntemplate \nclass NodeMap;\n\n// TODO: add serialization code, see nodemap.h\ntemplate \nclass NodeMap\n{\npublic:\n typedef key_t key_type;\n typedef nullptr_t mapped_type;\n typedef std::set data_type;\n typedef typename data_type::iterator iterator;\n typedef typename data_type::const_iterator const_iterator;\n typedef typename data_type::size_type size_type;\n\n enum FORMAT\n {\n FMT_DICT = 0,\n FMT_FREQ = 1,\n FMT_LIST = 2,\n };\n\n// enum DUPMODE\n// {\n// DUP_IGNORE = 0, // do not insert when duplicated\n// DUP_OVERWRITE, // overwrite duplicated\n// DUP_WARN, // throw if duplicated\n// };\n\n NodeMap() {}\n NodeMap(const data_type& data) : data(data) {}\n NodeMap(data_type&& data) : data(data) {}\n NodeMap(NodeMap&& ns) : data(move(ns.data)) {}\n NodeMap& operator=(NodeMap&& ns)\n {\n if(&ns != this) data = std::move(ns.data);\n return *this;\n }\n \n bool load(const char *fn, FORMAT fmt = FMT_LIST, DUPMODE dupmode = DUP_WARN)\n {\n std::string buf;\n std::ifstream fp(fn, std::ios::in);\n if(!fp.is_open() || fp.bad())\n {\n throw IOException(__FUNCTION__, \": Cannot load users file\");\n }\n while(!std::getline(fp, buf).eof())\n {\n if(buf.empty()) break;\n\n std::istringstream iss(buf);\n key_type key;\n if(fmt == FMT_DICT)\n {\n iss.ignore(std::numeric_limits::max(), ' ');\n assert(!iss.eof());\n\n iss >> key;\n if(iss.fail() || iss.bad())\n throw IOException(__FUNCTION__, \": failed to parse key\");\n\n newnode(key, dupmode);\n }\n else if(fmt == FMT_FREQ || fmt == FMT_LIST) // freq and list work in the same way\n {\n iss >> key;\n if(iss.fail() || iss.bad())\n throw IOException(__FUNCTION__, \": failed to parse key\");\n\n newnode(key, dupmode);\n }\n }\n fp.close();\n return true;\n }\n\n void save(const char *fn, int fmt);\n\n void merge(NodeMap& g, DUPMODE dupmode = DUP_OVERWRITE, bool free_other = true)\n {\n data_type *ptgt = &data, *psrc = &g.data;\n if(free_other && size() < g.size())\n std::swap(ptgt, psrc);\n\n for(auto& itr : *psrc)\n {\n insertex(*ptgt, move(itr), dupmode);\n// if(!overwrite)\n// assert(ptgt->find(itr) == ptgt->end());\n// ptgt->insert(itr);\n }\n if(free_other)\n {\n if(ptgt != &data)\n {\n data = move(*ptgt);\n ptgt->clear();\n }\n else\n {\n psrc->clear();\n }\n }\n }\n\n void clear() { data.clear(); }\n NodeMap copy() const { return std::move(NodeMap(data)); }\n\n std::vector split(int parts) const\n {\n size_t sz = ceil(double(size()) / parts);\n std::vector ret;\n size_t cnt = 0;\n for(auto itr = begin(); itr != end(); itr++, cnt++)\n if(cnt % sz == 0)\n ret.push_back(itr);\n ret.push_back(end());\n return move(ret);\n }\n\n iterator find(const key_type& key) { return data.find(key); }\n const_iterator find(const key_type& key) const { return data.find(key); }\n bool exists(const key_type& key) const { return data.find(key) != data.end(); }\n iterator begin() { return data.begin(); }\n const_iterator begin() const { return data.begin(); }\n iterator end() { return data.end(); }\n const_iterator end() const { return data.end(); }\n size_type size() const { return data.size(); }\n // TODO: it can be fancier if we may assign to this bool value\n bool operator[](const key_type& key) { return exists(key); }\n\n template \n NodeMap subset(T begin, T end) const\n {\n NodeMap ret;\n for(auto i = begin; i != end; i++)\n {\n auto itr = find(*i);\n if(itr != end())\n ret.newnode(*itr, DUP_IGNORE);\n }\n return move(ret);\n }\n\n // this is an alias to exists in NodeSet case\n const bool get(const key_type& key) const\n {\n return exists(key);\n }\n \n // TODO: use a node view here \n NodeMap nodes() const\n {\n return *this; \n }\n\n std::pair newnode(const key_type& node, DUPMODE dupmode = DUP_OVERWRITE)\n {\n return insertex(node, dupmode);\n }\n\n template \n std::pair newnode(T begin, T end, bool overwrite = true)\n {\n std::pair ret;\n for(auto itr = begin; itr != end; itr++)\n {\n ret = newnode(*itr, overwrite);\n }\n return ret;\n }\n\n static const NodeMap nullinst;\n\nprivate:\n NodeMap(const NodeMap& ns) = delete;\n NodeMap& operator=(const NodeMap&) = delete;\n\n static std::pair insertex(data_type& data, const key_type& key, DUPMODE dupmode)\n {\n std::pair res;\n switch(dupmode)\n {\n case DUP_IGNORE:\n case DUP_OVERWRITE:\n return data.insert(key);\n case DUP_WARN:\n res = data.insert(key);\n if(!res.second)\n {\n std::ostringstream oss;\n oss << \"Duplicated key: \" << key;\n throw DuplicateKeyException(__FUNCTION__, oss.str(), key);\n }\n return res;\n default:\n assert(0);\n }\n return res; // to avoid compiler warnings\n }\n\n std::pair insertex(const key_type& key, DUPMODE dupmode = DUP_OVERWRITE)\n {\n return insertex(this->data, key, dupmode);\n }\n\nprotected:\n data_type data;\n};\n\ntemplate \nconst NodeMap NodeMap::nullinst;\n\ntemplate \nusing NodeSet = NodeMap;\n\n#endif // NodeMap_H_INCLUDED\n" }, { "path": "core/graph/types.cpp", "content": "#include \"types.h\"\n\nconst std::string type2name::name = \"string\";\nconst std::string type2name::name = \"int\";\nconst std::string type2name::name = \"float\";\nconst std::string type2name::name = \"long\";\n" }, { "path": "core/graph/types.h", "content": "#ifndef TYPES_H\n#define TYPES_H\n\n#include \n\ntemplate \nstruct type2name\n{};\n\ntemplate <>\nstruct type2name\n{\n static const std::string name;\n};\n\ntemplate <>\nstruct type2name\n{\n static const std::string name;\n};\n\ntemplate <>\nstruct type2name\n{\n static const std::string name;\n};\n\ntemplate <>\nstruct type2name\n{\n static const std::string name;\n};\n\n#endif // TYPES_H\n" }, { "path": "core/graph/utils.cpp", "content": "#include \"utils.h\"\n//#include \n//#include \n//#include \n//#include \n//#include \n//#include \n//#include \n//using namespace std;\n\n//wuid_t readline(FILE *fp, list *out)\n//{\n// thread_local static char buf[4096];\n// char *pt = buf;\n\n// if(!fgets(buf, sizeof(buf), fp))\n// return -1; // eof reached\n// out->clear();\n// wuid_t curuser = str2wuid(pt, &pt, 10);\n\n// assert(errno != ERANGE);\n// assert(pt != buf); // the first user id must exist\n// assert(pt < buf + sizeof(buf) && *pt != 0); // impossible for such a long user id!!!\n\n// while(1)\n// {\n// while(pt < buf + sizeof(buf) && ISSPACE(*pt)) pt++;\n// assert(pt < buf + sizeof(buf)); // this is true as long as trailing \\0 exists\n// if(*pt == '\\n') break;\n\n// char *nextpt;\n// wuid_t user = str2wuid(pt, &nextpt, 10);\n// assert(errno != ERANGE);\n// assert(nextpt != pt || *pt == 0); // the only way to fail a parse is \\0 reached\n\n// if(*nextpt == 0) // load next\n// {\n// int cpychrs = nextpt - pt; // bytes_left - 1(\\0)\n// strncpy(buf, pt, cpychrs); // what if dst and src overlapped???\n// if(!fgets(buf + cpychrs, sizeof(buf) - cpychrs, fp))\n// {\n// *(buf + cpychrs) = '\\n';\n// *(buf + cpychrs + 1) = 0;\n// }\n\n// pt = buf;\n// }\n// else\n// {\n// out->push_back(user);\n// pt = nextpt;\n// }\n\n// }\n// return curuser;\n//}\n\n//void _test_read_line(const char *samplefn)\n//{\n// list ln;\n// FILE *fp = fopen(samplefn, \"r\");\n// FILE *fp1 = fopen(samplefn, \"r\");\n// while(1)\n// {\n// wuid_t u = readline(fp, &ln);\n// wuid_t u1;\n// if(u == -1) break;\n// fscanf(fp1, \"%ld\", &u1);\n// assert(u == u1);\n// for(auto itr : ln)\n// {\n// fscanf(fp1, \"%ld\", &u1);\n// assert(itr == u1);\n// }\n// }\n// assert(fscanf(fp, \"%*d\") == EOF);\n// printf(\"All test passed\\n\");\n// fclose(fp1);\n// fclose(fp);\n//}\n\n//string wuid2str(wuid_t u)\n//{\n// char buf[32]; // should be long enough for int64\n// sprintf(buf, WUID_IOFMT, u);\n// return string(buf);\n//}\n" }, { "path": "core/graph/utils.h", "content": "#ifndef UTILS_H_INCLUDED\n#define UTILS_H_INCLUDED\n\n#include \n#include \n#include \n#include \n#include \n#include \n#include \n#include \"exception.h\"\n\n#define remove_qualifiers(x) typename std::remove_cv::type>::type\n#define is_primitive(x) std::is_scalar::value\n#define ifelse(c, x, y) typename std::conditional::type\n\n // this macro detects any unambiguous, non-private member in a type \n // TODO: should be able to return non-const members\n#define make_hasx(x) \\\ntemplate struct Has_ ## x \\\n{ \\\nprivate: \\\n template struct int_ { typedef int type; }; \\\n template \\\n struct TestHas { \\\n static const void *safeget(const T1& obj, bool croak = false) { \\\n if(croak) \\\n throw NoSuchFieldException(\"\", \"No such field\", #x); \\\n else \\\n return 0; \\\n } \\\n static const void *safeget(bool croak = false) { \\\n if(croak) \\\n throw NoSuchFieldException(\"\", \"No such field\", #x); \\\n else \\\n return 0; \\\n } \\\n const static int value = 0; \\\n }; \\\n template \\\n struct TestHas::type> { \\\n static const void *safeget(T1& obj, bool croak = false) { return &(obj. x); } \\\n static const void *safeget(bool croak = false) { return &(T1:: x); } \\\n const static int value = 1; \\\n }; \\\npublic: \\\n const static int value = TestHas::value; \\\n static const void *safeget(const T& obj) { return TestHas::safeget(obj); } \\\n static const void *safeget() { return TestHas::safeget(); } \\\n}\n\nmake_hasx(nullinst);\n\nstruct DftPrimitive {};\nstruct DftNullinst {};\n\ntemplate \nusing DefaultCond = ifelse(is_primitive(T), DftPrimitive, \\\n ifelse(Has_nullinst::value, DftNullinst, void));\n\ntemplate >\nstruct Defaults\n{\n static const T dft;\n static const T& get() { return dft; }\n //static const T& get()\n //{\n // std::ostringstream oss(\"No default value defined for type \");\n // oss << typeid(T).name();\n // throw NoSuchFieldException(__FUNCTION__, oss.str(), \"default\");\n //}\n};\n\ntemplate \nconst T Defaults::dft;\n\ntemplate \nstruct Defaults\n{\n static const T dft;\n static const T& get() { return dft; }\n};\n\ntemplate \nconst T Defaults::dft = T();\n\ntemplate \nstruct Defaults\n{\n static const T& get() { return T::nullinst; }\n};\n\nstruct CopyConstructable {};\nstruct CopyAssignable {};\n\ntemplate \nusing CopyCond = ifelse(std::is_copy_constructible::value, CopyConstructable, \\\n ifelse(std::is_copy_assignable::value, CopyAssignable, void));\n\ntemplate >\nstruct SafeCopy\n{\n static T copy(const T& from)\n {\n return std::move(from.copy());\n }\n};\n\ntemplate \nstruct SafeCopy\n{\n static T copy(const T& from)\n {\n T to(from);\n return std::move(to);\n }\n};\n\ntemplate \nstruct SafeCopy\n{\n static T copy(const T& from)\n {\n T to;\n to = from;\n return std::move(to);\n }\n};\n\nstruct FileList\n{\n FileList(const char *pat, int lr, int rr)\n : pattern(pat), lr(lr), rr(rr) {}\n\n class iterator\n {\n public:\n iterator(const FileList *parent, int pos) : parent(parent), pos(pos) {}\n std::string operator*() const\n {\n if(pos > parent->rr)\n return \"\";\n\n char buf[128]; // hope this is enough, not safe though\n sprintf(buf, parent->pattern, pos);\n return std::string(buf);\n }\n\n iterator& operator++()\n {\n pos++;\n return *this;\n }\n\n iterator operator++(int)\n {\n iterator ret = *this;\n pos++;\n return ret;\n }\n\n bool operator==(const iterator& itr) const { return parent == itr.parent && pos == itr.pos; }\n\n bool operator!=(const iterator& itr) const { return !operator==(itr); }\n\n private:\n const FileList *parent;\n int pos;\n };\n\n iterator begin() const\n {\n return iterator(this, lr);\n }\n\n iterator end() const\n {\n return iterator(this, rr + 1);\n }\n\n const char *pattern;\n int lr, rr;\n};\n\n#endif // UTILS_H_INCLUDED\n" }, { "path": "core/graphtool_utils.py", "content": "from __future__ import print_function\n\nimport graph_tool as gt\nimport itertools\nfrom collections import defaultdict\nimport numpy as np\nimport utils\nfrom itertools import izip\n\n__gtutils_debug = True\n\n\ndef type2python(tp):\n if tp == 'string':\n return str\n elif tp in ['short', 'int', 'long', 'long long', 'int16_t', 'int32_t', 'int64_t']:\n return int\n elif tp in ['double', 'float']:\n return float\n else:\n raise TypeError(\"Unknown type {}\".format(tp))\n\n\ndef python2type(tp):\n if tp == int:\n return 'long'\n elif tp == str:\n return 'string'\n elif tp == float:\n return 'double'\n else:\n raise TypeError(\"Unsupported python type {}\".format(tp))\n\n\ndef graph_summary(g):\n return \"nsize: {}, esize: {}, weight_type: {}, name_type: {}, directed: {}\". \\\n format(g.num_vertices(), g.num_edges(), g.ep['weight'].python_value_type(), g.vp['name'].python_value_type(), g.is_directed())\n\n\ndef load_edge_list(fn, directed=True, nodename=None, nametype='string', convert_to=None):\n # load labels\n edge_list = utils.open_datasrc(fn).read().rstrip('\\n').split('\\n')\n edge_list = [e.split() for e in edge_list]\n namepytype = type2python(nametype)\n nodename_data = set([namepytype(l[i]) for l in edge_list for i in (0, 1)])\n if nodename is not None:\n unknown_nodes = nodename_data - set(nodename)\n if len(unknown_nodes) > 0:\n raise RuntimeError(\"Unknown nodes {} appeared in edge list {}\".format(unknown_nodes, fn))\n else:\n nodename = list(sorted(nodename_data))\n\n name2idx = {n: i for i, n in enumerate(nodename)}\n\n g = gt.Graph(directed=directed)\n g.add_vertex(len(nodename))\n\n name = g.new_vp(nametype)\n for i in range(g.num_vertices()):\n name[g.vertex(i)] = nodename[i]\n g.vertex_properties['name'] = name\n\n wcache = {}\n for i in range(len(edge_list)):\n edge_list[i][0] = name2idx[edge_list[i][0]]\n edge_list[i][1] = name2idx[edge_list[i][1]]\n if len(edge_list[i]) > 2:\n edge_list[i][2] = float(edge_list[i][2])\n else:\n edge_list[i].append(1.0)\n\n # integrity check\n f, t = edge_list[i][:2]\n if not directed:\n f, t = min(f, t), max(f, t)\n if (f, t) in wcache:\n raise RuntimeError(\"Duplicated edge {} to {} in {}\".format(nodename[f], nodename[t], fn))\n wcache[(f, t)] = edge_list[i][2]\n\n weight = g.new_ep('float')\n g.add_edge_list(edge_list, eprops=[weight])\n\n return g\n\n\n# note that mygraph format is always directed, it is converted into an undirected if convert_to=False\n# TODO: move conversion code from directed to undirected into a separate method\ndef load_mygraph_core(vertices, vid2elist, directed=True, nametype=None, weighttype=None, convert_to=None, check=True):\n\n if directed is None:\n directed = True\n if not directed:\n raise RuntimeError(\"mygraph format is always directed at the moment, maybe you mean convert_to='undirected'?\")\n if convert_to == 'directed':\n convert_to = True\n elif convert_to == 'undirected':\n convert_to = False\n else:\n convert_to = directed\n\n if nametype is None:\n namepytype = type(vertices[0])\n nametype = python2type(namepytype)\n else:\n namepytype = type2python(nametype)\n\n if weighttype is None:\n weightpytype = type(vid2elist[0])\n weighttype = python2type(weightpytype)\n else:\n weightpytype = type2python(weighttype)\n\n g = gt.Graph(directed=convert_to) # because mygraph support only directed graphs\n g.add_vertex(len(vertices))\n # we do not rstrip('\\n') here because there is a possible blank line at the end\n\n # TODO: ugly fix by imposing an order here, that is, we assume the vertices in mygraph are in increasing order,\n # TODO: and generate vertex order in graphtool accordingly, even though mygraph is actually unordered\n # TODO: a better solution is to add order in mygraph\n for i in range(len(vertices) - 1):\n assert namepytype(vertices[i]) < namepytype(vertices[i + 1]), \"{} {}\".format(namepytype(vertices[i]), namepytype(vertices[i + 1]))\n \n names = g.new_vertex_property(nametype)\n for i, k in enumerate(vertices):\n names[i] = namepytype(k)\n g.vertex_properties['name'] = names\n name2id = {v: i for i, v in enumerate(names)}\n\n weight = g.new_edge_property(weighttype)\n edge_cache = defaultdict(lambda: [0, 0]) # weight, flag: two bits for two edge directions\n for i, k in enumerate(vertices):\n recs = vid2elist[i] # list of tuples\n k = namepytype(k)\n for rk, rv in recs:\n rv = weightpytype(rv)\n kid, rkid = name2id[k], name2id[namepytype(rk)]\n if kid == rkid:\n print(\"[debug] loopback edge detected: ({}, {})\".format(k, rk))\n # check for conflict\n if convert_to:\n if check and (kid, rkid) in edge_cache:\n raise RuntimeError(\"multiple edge {}-{}:{}\".format(k, rk, rv))\n else:\n edge_cache[(kid, rkid)][0] = rv\n else:\n key = (min(kid, rkid), max(kid, rkid))\n flag = 1 if kid > rkid else 2\n rec = edge_cache[key]\n if rec[1] & flag != 0:\n raise RuntimeError(\"Duplicated edge ({}, {})\".format(kid, rkid))\n if rec[1] != 0 and rec[0] != rv:\n raise RuntimeError(\"Not a valid undirected graph, ({}, {})={}, ({}, {})={}\"\n .format(kid, rkid, rv, rkid, kid, rec[0]))\n rec[1] |= flag\n rec[0] = rv\n edgearr = np.zeros((len(edge_cache), 3))\n for i, (k, v) in enumerate(edge_cache.items()):\n if not convert_to and v[1] != 3: # both directions must appear\n raise RuntimeError(\"Edge ({}, {}) appears in only one direction\".format(k[0], k[1]))\n edgearr[i] = [k[0], k[1], v[0]]\n g.add_edge_list(edgearr, eprops=[weight])\n g.edge_properties['weight'] = weight\n\n assert g.is_directed() == convert_to\n return g\n\n\ndef load_mygraph(fn, directed=True, nodename=None, nametype='string', convert_to=None):\n if nodename is not None:\n raise NotImplementedError(\"given nodename is not supported in load_mygraph\")\n\n data = utils.open_datasrc(fn).read().split('\\n')[1:] # skip the first line counting number of vertices\n if data[-1] == '' and len(data) % 2 == 1: # try to fix length problem\n data = data[:-1]\n assert len(data) % 2 == 0, \"{} {}\".format(len(data), str(data))\n\n vertices = data[::2]\n if nametype == 'string':\n vertices = [v[v.find('@') + 1:] for v in vertices]\n elist = data[1::2]\n\n def str2elist(s):\n arr = s.split()[1:] # discard edge cnt at the beginning of this line\n if nametype == 'string':\n evertices = [v[v.find('@') + 1:] for v in arr[::2]]\n else:\n evertices = arr[::2]\n return izip(evertices, arr[1::2])\n\n vid2elist = utils.KeyDefaultDict(lambda x: str2elist(elist[x]))\n return load_mygraph_core(vertices, vid2elist, directed=directed, nametype=nametype, weighttype='float',\n convert_to=convert_to, check=True)\n\n# def load_mygraph(fn, directed=True, nodename=None, nametype='string', convert_to=None):\n# if directed is None:\n# directed = True\n# if not directed:\n# raise RuntimeError(\"mygraph format is always directed at the moment, maybe you mean convert_to='undirected'?\")\n# if convert_to == 'directed':\n# convert_to = True\n# elif convert_to == 'undirected':\n# convert_to = False\n# else:\n# convert_to = directed\n# if nodename is not None:\n# raise NotImplementedError(\"given nodename is not supported in load_mygraph\")\n#\n# g = gt.Graph(directed=convert_to) # because mygraph support only directed graphs\n#\n# # we do not rstrip('\\n') here because there is a possible blank line at the end\n# data = utils.open_datasrc(fn).read().split('\\n')\n# if data[-1] == '' and len(data) % 2 == 1: # try to fix length problem\n# data = data[:-1]\n# assert len(data) % 2 == 0, \"{} {}\".format(len(data), str(data))\n# g.add_vertex(len(data) / 2)\n#\n# nodepytype = type2python(nametype)\n# names = g.new_vertex_property(nametype)\n# for i, k in enumerate(data[0::2]):\n# names[i] = nodepytype(k)\n# g.vertex_properties['name'] = names\n# name2id = {v: i for i, v in enumerate(names)}\n#\n# weight = g.new_edge_property('float')\n# edge_cache = defaultdict(lambda: [0, 0]) # weight, flag: two bits for two edge directions\n# for k, v in zip(data[0::2], data[1::2]):\n# k = nodepytype(k)\n# recs = v.split()[1:] # discard edge count\n# for rk, rv in zip(recs[0::2], recs[1::2]):\n# kid, rkid = name2id[k], name2id[nodepytype(rk)]\n# if kid == rkid:\n# print(\"[debug] loopback edge detected: ({}, {})\".format(k, rk))\n# # check for conflict\n# if convert_to:\n# if (kid, rkid) in edge_cache:\n# raise RuntimeError(\"multiple edge {}-{}:{}\".format(k, rk, rv))\n# else:\n# edge_cache[(kid, rkid)][0] = float(rv)\n# else:\n# key = (min(kid, rkid), max(kid, rkid))\n# flag = 1 if kid > rkid else 2\n# rec = edge_cache[key]\n# if rec[1] & flag != 0:\n# raise RuntimeError(\"Duplicated edge ({}, {})\".format(kid, rkid))\n# if rec[1] != 0 and rec[0] != float(rv):\n# raise RuntimeError(\"Not a valid undirected graph, ({}, {})={}, ({}, {})={}\"\n# .format(kid, rkid, float(rv), rkid, kid, rec[0]))\n# rec[1] |= flag\n# rec[0] = float(rv)\n# edgearr = np.zeros((len(edge_cache), 3))\n# for i, (k, v) in enumerate(edge_cache.items()):\n# if not convert_to and v[1] != 3: # both directions must appear\n# raise RuntimeError(\"Edge ({}, {}) appears in only one direction\".format(k[0], k[1]))\n# edgearr[i] = [k[0], k[1], v[0]]\n# g.add_edge_list(edgearr, eprops=[weight])\n# g.edge_properties['weight'] = weight\n#\n# assert g.is_directed() == convert_to\n# return g\n\n\n# load mygraph format, which is always directed\n# if directed=False, the directed mygraph format is converted to non-directed if possible\ndef load_graph(fn, fmt='mygraph', directed=None, nodename=None, nametype='string', convert_to=None):\n if fmt == 'mygraph':\n return load_mygraph(fn, directed=directed, nodename=nodename, nametype=nametype, convert_to=convert_to)\n elif fmt == 'edgelist':\n return load_edge_list(fn, directed=directed, nodename=nodename, nametype=nametype, convert_to=convert_to)\n else:\n raise NotImplementedError\n\n\ndef save_graph(g, fn, fmt='adjlist', weight=None):\n if fmt == 'adjlist':\n save_adjlist(g, fn, weight=weight)\n elif fmt == 'edgelist':\n save_edgelist(g, fn, weight=weight)\n elif fmt == 'TNE':\n save_TNE(g, fn, weight=weight)\n else:\n raise RuntimeError(\"Unkonwn graph format {}\".format(fmt))\n\n\ndef save_adjlist(g, fn, weight=None):\n fh = open(fn, 'w')\n nodeidx = list(sorted([int(v) for v in g.vertices()]))\n for i in nodeidx:\n if g.is_directed():\n nbrs = [int(n) for n in g.vertex(i).out_neighbours()]\n else:\n nbrs = [int(n) for n in g.vertex(i).all_neighbours()]\n if weight is None:\n strnbr = ' '.join([str(n) for n in nbrs])\n else:\n w = [weight[g.edge(i, n)] for n in nbrs]\n assert len(nbrs) == len(w)\n strnbr = ' '.join([str(e) for e in itertools.chain.from_iterable(zip(nbrs, w))])\n print(\"{} {}\".format(i, strnbr), file=fh)\n fh.close()\n\n\ndef save_edgelist(g, fn, weight=None):\n fh = open(fn, 'w')\n # if we don't care about order\n for e in g.edges():\n if weight is None:\n print(\"{} {}\".format(int(e.source()), int(e.target())), file=fh)\n else:\n print(\"{} {} {}\".format(int(e.source()), int(e.target()), weight[e]), file=fh)\n fh.close()\n\n\n# TNE format is an undirected format defined here\n# https://github.com/linhongseba/Temporal-Network-Embedding\ndef save_TNE(g, fn, weight=None):\n assert not g.is_directed()\n \n fh = open(fn, 'w')\n # in order to speed up edge access\n edge_cache = {}\n \n if weight is None: # in this format, a weight must be given\n weight = defaultdict(lambda x: 1.0)\n\n for e in g.edges():\n isrc, itgt = int(e.source()), int(e.target())\n # isrc, itgt = min(isrc, itgt), max(isrc, itgt)\n edge_cache[(isrc, itgt)] = weight[e]\n edge_cache[(itgt, isrc)] = weight[e]\n # w = None\n\n print(g.num_vertices(), file=fh)\n for i in range(g.num_vertices()):\n outnbr = [int(v) for v in list(g.vertex(i).out_neighbours())]\n #if len(outnbr) == 0: # for debug\n # continue\n outnbr = list(sorted(outnbr)) # in ascending order\n w = [edge_cache[(i, v)] for v in outnbr]\n fields = ['{},{}'.format(i, len(outnbr))] + [\"{},{}\".format(a, b) for a, b in zip(outnbr, w)]\n print(':'.join(fields), file=fh)\n fh.close()\n\n\n# rawnames: either an iterable (including a property map), or a list of iterables\n# in the first case, it is a global name list, and a list of local name lists in the second case\n# weights: a list of weights, where each weight is a dict from edge to float\ndef merge_graph(graphs, rawnames, weights=None, directed=False, name_type=None, weight_type=None):\n # if directed:\n # raise NotImplementedError(\"merge_graph support only merging from undirected to undirected\")\n\n name2id = None\n if hasattr(next(iter(rawnames)), '__iter__') and not isinstance(rawnames[0], str):\n # each element is a namemap, in this case, rawnames are considered unique IDs of nodes\n if name_type is None:\n try:\n name_type = rawnames[0].value_type()\n except AttributeError:\n name_type = python2type(rawnames[0][0])\n unified_names = list(sorted(set([n for namelist in rawnames for n in namelist])))\n name2id = {n: i for i, n in enumerate(unified_names)}\n else:\n # rawnames is a unified namemap, in this case, index is considered the unique ID of a node,\n # while rawnames are only ordinary attributes\n if name_type is None:\n try:\n name_type = rawnames.value_type()\n except AttributeError:\n name_type = python2type(type(next(iter(rawnames))))\n unified_names = list(rawnames)\n\n # we consider all unweighted edges as weight=1, and a weight property is forcibly added\n if weights is None:\n weights = utils.ConstantDict(utils.ConstantDict(1))\n if weight_type is None:\n weight_type = 'float'\n else:\n if weight_type is None:\n weight_type = weights[0].value_type()\n\n nodecnt = len(unified_names)\n\n g = gt.Graph(directed=directed)\n g.add_vertex(nodecnt)\n w = g.new_ep(weight_type)\n g.edge_properties['weight'] = w\n name = g.new_vp(name_type)\n for i in range(g.num_vertices()):\n name[i] = unified_names[i] # do not use rawnames.a in case rawnames.value_type() == 'string'\n g.vertex_properties['name'] = name\n\n for i in range(len(graphs)):\n if graphs[i].is_directed() != directed:\n raise RuntimeError(\"graph {} has different directional property from given directed={}\".format(i, directed))\n\n edge_cache = defaultdict(lambda: 0)\n for i in range(len(graphs)):\n wi = weights[i]\n for e in graphs[i].edges():\n isrc, itgt = int(e.source()), int(e.target())\n if name2id is not None: # map to unified names\n isrc, itgt = name2id[rawnames[i][isrc]], name2id[rawnames[i][itgt]]\n if not directed:\n isrc, itgt = min(isrc, itgt), max(isrc, itgt)\n edge_cache[(isrc, itgt)] += wi[e]\n edgearr = np.zeros((len(edge_cache), 3))\n for i, (k, v) in enumerate(edge_cache.items()):\n edgearr[i] = [k[0], k[1], v]\n g.add_edge_list(edgearr, eprops=[w])\n\n # for debug\n if __gtutils_debug:\n for e in g.edges():\n isrc, itgt = int(e.source()), int(e.target())\n if not directed:\n isrc, itgt = min(isrc, itgt), max(isrc, itgt)\n assert w[e] == edge_cache[(isrc, itgt)]\n print(\"Merged into graph (nsize: {}, esize: {}, weight_type: {}, name_type: {}, directed: {})\"\n .format(nodecnt, g.num_edges(), weight_type, name_type, directed))\n\n return g\n" }, { "path": "core/kerasext/__init__.py", "content": "" }, { "path": "core/kerasext/debug/__init__.py", "content": "" }, { "path": "core/kerasext/debug/finite_number_check.py", "content": "import keras.backend as K\n\nif K._BACKEND == 'tensorflow':\n from tensorflow.python import debug as tfdbg\n sess = tfdbg.LocalCLIDebugWrapperSession(K.get_session())\n K.set_session(sess)\n sess.add_tensor_filter(\"has_inf_or_nan\", tfdbg.has_inf_or_nan)\nelse:\n raise RuntimeError(\"finite_number_check not avaiable for backend {}\".format(K._BACKEND))\n" }, { "path": "core/kerasext/keras_backend_patches/__init__.py", "content": "from __future__ import absolute_import\n\nimport warnings\n\nimport keras.backend\n\nif keras.backend._BACKEND == 'theano':\n from . import theano_patches\n for k, v in vars(theano_patches).items():\n if callable(v):\n setattr(keras.backend, k, v)\nelif keras.backend._BACKEND == 'tensorflow':\n from . import tensorflow_patches\n for k, v in vars(tensorflow_patches).items():\n if callable(v):\n setattr(keras.backend, k, v)\nelse:\n warnings.warn(\"Unknown backend type: {}\".format(keras.backend._BACKEND))\n" }, { "path": "core/kerasext/keras_backend_patches/tensorflow_patches.py", "content": "import tensorflow as tf\n\n\ndef gather_nd(param, indices):\n return tf.gather_nd(param, indices)\n\n\ndef slice(input, begin, size):\n return tf.slice(input, begin, size)\n\n\ndef log_softmax(logits, axis=-1):\n return tf.nn.log_softmax(logits, axis)\n" }, { "path": "core/kerasext/keras_backend_patches/theano_patches.py", "content": "import theano\n\n\ndef choose(a, choices, out=None, mode='raise'):\n return theano.tensor.choose(a, choices, out, mode)\n\n\ndef tensordot(a, b, axes=2):\n return theano.tensor.tensordot(a, b, axes)\n\n\ndef arange(start, stop=None, step=1, dtype=None):\n return theano.tensor.arange(start, stop, step, dtype)\n\n\ndef logsoftmax(c):\n return theano.tensor.nnet.logsoftmax(c)\n\n\ndef var(inpt, axis=None, keepdims=False):\n return theano.tensor.var(inpt, axis, keepdims)\n\n\ndef eye(n, m=None, k=0, dtype=None):\n return theano.tensor.eye(n, m, k, dtype)\n\n\ndef gamma(a):\n return theano.tensor.gamma(a)\n\n\ndef pool2d_raw(inpt, ds, ignore_border=False, st=None, padding=(0, 0), mode='max'):\n return theano.tensor.signal.pool.pool_2d(inpt, ds, ignore_border, st, padding, mode)\n" }, { "path": "core/mygraph_utils.py", "content": "from __future__ import print_function\nimport itertools\nimport math\nimport mygraph\n\n\ndef type2python(tp):\n if tp == 'string':\n return str\n elif tp in ['short', 'int', 'long', 'long long', 'int16_t', 'int32_t', 'int64_t']:\n return int\n elif tp in ['double', 'float']:\n return float\n else:\n raise TypeError(\"Unknown type {}\".format(tp))\n\n\ndef python2type(tp):\n if tp == int:\n return 'int' # TODO: long is better, however, mygraph supports only int curretnly\n elif tp == str:\n return 'string'\n elif tp == float:\n return 'float'\n else:\n raise TypeError(\"Unsupported python type {}\".format(tp))\n\n\n# translate some typical type aliases\ndef format_type(tp):\n if tp in ['short', 'int16', 'int16_t']:\n return 'int16'\n elif tp in ['int', 'int32', 'int32_t']:\n return 'int32'\n elif tp in ['long', 'long long', 'int64', 'int64_t']:\n return 'int64'\n elif tp in ['float', 'real']:\n return 'float32'\n elif tp in ['double']:\n return 'float64'\n else:\n raise ValueError(\"Unknown Type {}\".format(tp))\n\n\n# TODO: add undirected mode\ndef save_graph(g, fn, fmt='adjlist'):\n if fmt == 'adjlist':\n save_adjlist(g, fn)\n # elif fmt == 'edgelist':\n # save_edgelist(g, fn, weight=weight)\n # elif fmt == 'TNE':\n # save_TNE(g, fn, weight=weight)\n else:\n raise RuntimeError(\"Unknown graph format {}\".format(fmt))\n\n\n# graph is directed and weighted by default\ndef save_adjlist(g, fn):\n fh = open(fn, 'w')\n\n nodes = g.vertices()\n for i in range(len(nodes) - 1):\n assert nodes[i] < nodes[i + 1], (nodes[i], nodes[i + 1])\n\n for i in nodes:\n nbrs = g.get(i) # [(nbr, w), ...]\n strnbr = ' '.join([str(e) for e in itertools.chain.from_iterable(nbrs)])\n print(\"{} {}\".format(i, strnbr), file=fh)\n fh.close()\n\n\ndef load_adjlist(fn, node_type='string', weight_type='float'):\n \"\"\"\n loads only undirected graph, if multiple instances of the same edge is detected,\n their weights are summed up\n :param fn:\n :param node_type:\n :param weight_type:\n :return:\n \"\"\"\n py_node_type = type2python(node_type)\n py_weight_type = type2python(weight_type)\n\n edgeset = set() # check if the graph is undirected\n g = mygraph.Graph(node_type, weight_type)\n for line in open(fn, 'r'):\n fields = line.split()\n\n n = py_node_type(fields[0])\n if not g.exists(n):\n g.add_vertex(n)\n\n for v, w in zip(fields[1::2], fields[2::2]):\n v = py_node_type(v)\n w = py_weight_type(w)\n\n if v == n:\n print(\"[warning] loopback edge ({}, {}) detected\".format(v, n))\n continue\n\n if not g.exists(v):\n g.add_vertex(v)\n \n if g.exists(n, v):\n raise RuntimeError(\"Multiple edges ({}, {}) found in {}\".format(n, v, fn))\n\n if g.exists(v, n): # check if the graph is undirected\n assert math.fabs(w - g.edge(v, n)) < 1e-6, \\\n \"Inconsistent edge weight on ({}, {}), the graph is not undirected?\" \\\n .format(v, n)\n edgeset.remove((v, n))\n else:\n edgeset.add((n, v))\n\n g.inc_edge(n, v, w)\n if len(edgeset) > 0:\n raise RuntimeError(\"One-sided edges detected\".format(edgeset))\n return g\n\n" }, { "path": "core/utils.py", "content": "import sys\nimport gconfig\nfrom os import path\n\nfile_dir = path.dirname(path.abspath(__file__))\nbuild_opts = ['build_ext', '--build-lib', file_dir, '--build-temp', file_dir + '/.cython_build']\n_old_argv = sys.argv\n\ntry:\n if not gconfig.use_cython:\n raise ImportError(\"Cython disabled in config\")\n \n from Cython.Build import cythonize\n from distutils.core import setup\n sys.argv = sys.argv[:1] + build_opts\n setup(name=\"utils_cy\", ext_modules=cythonize(\n file_dir + \"/cython_src/utils_cy.pyx\",\n language=\"c++\"\n ))\n sys.argv = _old_argv\n from utils_cy import *\n __impl__ = 'cython'\nexcept ImportError as e:\n sys.argv = _old_argv\n print(\"Cython not avaiable, falling back to python implemented utils\")\n print(\"Err msg: {}\".format(e.message))\n from utils_py import *\n __impl__ = 'python'\n\n\n# the utilities that have to be implemented in pure python\nimport multiprocessing as mp\nimport math\nimport itertools\nimport dill\nimport contextlib\n\n\ndef func_wrapper(args):\n func = dill.loads(args[0])\n return func(mp.current_process()._identity, *args[1:])\n\n\nclass ParMap(object):\n \"\"\"\n work(process, list_of_samples, reportq): map function, maps a sequence of samples to the sequence of results\n monitor(queue): process monitor function, exit receiveing a StopIteration object\n \"\"\"\n\n def __init__(self, work, monitor=None, njobs=mp.cpu_count(), maxtasksperchild=100):\n self.work_func = work\n self.monitor_func = monitor\n self.__njobs = njobs\n self.__mtpc = maxtasksperchild\n\n self.__pool = None\n\n def close(self):\n if self.__pool is not None:\n self.__pool.close()\n self.__pool.join()\n self.__pool = None\n\n def __del__(self):\n self.close()\n\n @property\n def njobs(self):\n return self.__njobs\n\n @njobs.setter\n def njobs(self, n):\n self.__njobs = n\n self.close()\n\n def default_chunk(self, dlen):\n return int(math.ceil(float(dlen) / self.njobs))\n\n def run(self, data, chunk=None, shuffle=False):\n if chunk is None:\n chunk = self.default_chunk(len(data))\n\n if shuffle:\n data, order, invorder = shuffle_sample(data, return_order=True)\n\n slices = slice_sample(data, chunk=chunk)\n res = self.run_slices(slices)\n\n if shuffle:\n res = apply_order(res, invorder)\n\n return res\n\n def run_slices(self, slices):\n mgr = mp.Manager()\n report_queue = mgr.Queue()\n if self.monitor_func is not None:\n monitor = mp.Process(target=self.monitor_func, args=(report_queue,))\n monitor.start()\n else:\n monitor = None\n\n if self.njobs == 1:\n res = []\n for slc in slices:\n res.append(self.work_func(None, slc, report_queue))\n else:\n dill_work_func = dill.dumps(self.work_func)\n with contextlib.closing(mp.Pool(self.njobs, maxtasksperchild=self.__mtpc)) as pool:\n res = pool.map(func_wrapper, [[dill_work_func, slc, report_queue] for slc in slices])\n res = list(itertools.chain.from_iterable(res))\n\n report_queue.put(StopIteration())\n if monitor is not None:\n monitor.join()\n\n return res\n" }, { "path": "core/utils_py.py", "content": "from __future__ import print_function\nimport numpy as np\nfrom collections import defaultdict\nfrom copy import deepcopy\nimport random\n\n\nclass KeyDefaultDict(defaultdict):\n def __missing__(self, key):\n if self.default_factory is None:\n raise KeyError(key)\n else:\n ret = self[key] = self.default_factory(key)\n return ret\n\n\ndef slice_sample(sample, chunk=None, nslice=None):\n slices = []\n if chunk is None:\n chunk = int(len(sample) / nslice)\n else:\n if nslice is not None:\n raise RuntimeError(\"chunk ({}) and slice ({}) should not be specified simultaneously\".format(chunk, nslice))\n\n curstart = 0\n while True:\n if curstart >= len(sample):\n break\n slices.append(sample[curstart:min(curstart + chunk, len(sample))])\n curstart += chunk\n\n return slices\n\n\ndef islice_sample(sample, chunk=None, nslice=None):\n if chunk is None:\n chunk = int(len(sample) / nslice)\n else:\n if nslice is not None:\n raise RuntimeError(\"chunk ({}) and slice ({}) should not be specified simultaneously\".format(chunk, nslice))\n\n curstart = 0\n while True:\n if curstart >= len(sample):\n break\n yield sample[curstart:min(curstart + chunk, len(sample))]\n curstart += chunk\n\n\ndef apply_order(sample, order):\n return [sample[o] for o in order]\n\n\ndef shuffle_sample(sample, return_order=False):\n # type: (iterable) -> tuple\n order = np.random.permutation(np.arange(len(sample)))\n invorder = np.zeros((len(sample),), dtype='int32')\n invorder[order] = np.arange(len(sample))\n\n if return_order:\n return apply_order(sample, order), order, invorder\n else:\n return apply_order(sample, order)\n\n\n# archive protocol\nclass Archivable(object):\n def archive(self, name=None, copy=True):\n return {}\n\n def load_archive(self, ar, copy=True, name=None):\n pass\n\n\nclass OffsetList(Archivable):\n def __init__(self, offset, length, datasrc, copy=True, managed=None):\n self.offset = offset\n self.length = length\n self.__managed = managed\n if hasattr(datasrc, '__getitem__'):\n if not copy:\n self.__items = datasrc\n if self.__managed is None:\n self.__managed = False\n else:\n self.__items = deepcopy(datasrc)\n if self.__managed is None:\n self.__managed = True\n self.__factory = lambda x: self.__items[x - self.offset]\n else:\n self.__items = [None] * self.length\n self.__factory = datasrc\n if self.__managed is None:\n self.__managed = True \n self.__iter = 0\n self.__accessed = {}\n\n def __len__(self):\n return self.length\n \n def __normalize_slice(self, slc):\n start, stop, step = slc.start, slc.stop, slc.step\n if slc.start is None:\n start = self.offset\n if slc.stop is None:\n stop = self.offset + self.length\n if slc.step is None:\n step = 1\n start = self.__normalize_neg_index(start)\n stop = self.__normalize_neg_index(stop)\n return slice(start, stop, step)\n\n def __normalize_neg_index(self, idx):\n if idx < 0:\n return idx + self.offset + self.length\n else:\n return idx\n\n def __setitem__(self, key, item):\n if isinstance(key, slice):\n slc = self.__normalize_slice(key)\n rg = range(slc.start, slc.stop, slc.step)\n\n if len(rg) != len(item):\n raise ValueError(\"Trying to set {} items with {} value\".format(len(rg), len(item)))\n \n if slc.start < self.offset or slc.stop > self.offset + self.length:\n raise KeyError(\"{} not in range [{}, {})\"\n .format(slc, self.offset, self.offset + self.length))\n for step, itm in zip(rg, item):\n self._store_item(step, itm)\n else:\n key = self.__normalize_neg_index(key)\n if key < self.offset or key >= self.offset + self.length:\n raise KeyError(\"{} not in range [{}, {})\"\n .format(key, self.offset, self.offset + self.length))\n self._store_item(key, item)\n\n def __getitem__(self, key):\n if key == 'any':\n return self._load_item(self.offset)\n\n if isinstance(key, slice):\n slc = self.__normalize_slice(key)\n rg = range(slc.start, slc.stop, slc.step)\n \n if slc.start < self.offset or slc.stop > self.offset + self.length:\n raise KeyError(\"{} not in range [{}, {})\"\n .format(slc, self.offset, self.offset + self.length))\n items = []\n for step in rg:\n items.append(self._load_item(step))\n return items\n else:\n key = self.__normalize_neg_index(key)\n if key < self.offset or key >= self.offset + self.length:\n raise KeyError(\"{} not in range [{}, {})\"\n .format(key, self.offset, self.offset + self.length))\n return self._load_item(key)\n \n def __array__(self):\n # np.array fails when len(self) == 1, I have no idea why this happens\n # but have to specify array interface manually\n return np.asarray(list(self))\n\n def __iter__(self):\n self.__iter = self.offset\n return self\n\n # for py3 compatibility\n def __next__(self):\n return self.next()\n\n def append(self, item):\n if not self.__managed:\n raise RuntimeError(\"Cannot append to unmanaged OffsetList\")\n self.length += 1\n self.__items.append(item)\n\n def extend(self, lst):\n if not self.__managed:\n raise RuntimeError(\"Cannot extend an unmanaged OffsetList\")\n self.length += len(lst)\n self.__items.extend(lst)\n\n def next(self):\n if self.__iter >= self.offset + self.length:\n raise StopIteration\n ret = self._load_item(self.__iter)\n self.__iter += 1\n return ret\n\n def _load_item(self, step):\n # do some caching\n if self.__accessed.get(step, None) is None:\n self.__items[step - self.offset] = self.__factory(step)\n self.__accessed[step] = True\n return self.__items[step - self.offset]\n\n def _store_item(self, step, itm):\n self.__items[step - self.offset] = itm\n self.__accessed[step] = True\n\n def archive(self, name=None, copy=True):\n if name is None:\n prefix = 'OffsetList'\n else:\n prefix = '{}_OffsetList'.format(name)\n\n ar = super(OffsetList, self).archive(name)\n ar['{}_offset'.format(prefix)] = self.offset\n ar['{}_length'.format(prefix)] = self.length\n ar['{}_data'.format(prefix)] = list(self)\n if copy:\n ar['{}_data'.format(prefix)] = deepcopy(ar['{}_data'.format(prefix)])\n return ar\n\n def load_archive(self, ar, copy=False, name=None):\n if name is None:\n prefix = 'OffsetList'\n else:\n prefix = '{}_OffsetList'.format(name)\n\n self.__init__(ar['{}_offset'.format(prefix)], ar['{}_length'.format(prefix)], ar['{}_data'.format(prefix)], copy=copy)\n\n\ndef group_by(data, key=lambda x: x):\n ret = []\n key2idx = {}\n for d in data:\n k = key(d)\n idx = key2idx.get(k, None)\n if idx is None:\n idx = key2idx[k] = len(key2idx)\n ret.append([])\n ret[idx].append(d)\n return ret\n\n\ndef crandint(ub):\n \"\"\"\n returns random value between 0 and 1\n this method is not c-implemented, it is called crandint for compatibility\n :param ub:\n :return:\n \"\"\"\n return random.randint(0, max(ub - 1, 0))\n" }, { "path": "data/academic_toy.pickle", "content": "(dp1\nS'confmap'\np2\n(dp3\nI0\nS'INFORMS Journal on Computing'\np4\nsI1\nS'Theoretical Computer Science'\np5\nsI129748\nS\"NSDI'14 Proceedings of the 11th USENIX Conference on Networked Systems Design and Implementation\"\np6\nsI10245\nS\"ASP-DAC '06 Proceedings of the 2006 Asia and South Pacific Design Automation Conference\"\np7\nsI7\nS'Integration, the VLSI Journal'\np8\nsI9\nS'Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining'\np9\nsI65546\nS\"CAIP '09 Proceedings of the 13th International Conference on Computer Analysis of Images and Patterns\"\np10\nsI116747\nS'Proceedings of the 2013 international conference on Autonomous agents and multi-agent systems'\np11\nsI14351\nS\"IIH-MSP '06 Proceedings of the 2006 International Conference on Intelligent Information Hiding and Multimedia\"\np12\nsI2065\nS'Journal of Automated Reasoning'\np13\nsI91139\nS\"DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I\"\np14\nsI68270\nS'IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics'\np15\nsI22\nS'Journal of Computational and Applied Mathematics'\np16\nsI11268\nS\"ICDE '06 Proceedings of the 22nd International Conference on Data Engineering\"\np17\nsI73755\nS\"CHI '10 Extended Abstracts on Human Factors in Computing Systems\"\np18\nsI61468\nS\"ISNN '09 Proceedings of the 6th International Symposium on Neural Networks on Advances in Neural Networks\"\np19\nsI196954\nS\"IPDPS '02 Proceedings of the 16th International Parallel and Distributed Processing Symposium\"\np20\nsI72561\nS\"WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing\"\np21\nsI110624\nS'Proceedings of the 11th ACM Workshop on Hot Topics in Networks'\np22\nsI33\nS'Communications of the ACM'\np23\nsI59426\nS'Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation'\np24\nsI65571\nS'Journal of Artificial Intelligence Research'\np25\nsI61476\nS'ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part III'\np26\nsI11270\nS\"ICDEW '06 Proceedings of the 22nd International Conference on Data Engineering Workshops\"\np27\nsI202793\nS\"ICDM '02 Proceedings of the 2002 IEEE International Conference on Data Mining\"\np28\nsI98346\nS\"PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing\"\np29\nsI14343\nS\"ICDM '06 Proceedings of the Sixth International Conference on Data Mining\"\np30\nsI88110\nS\"FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition\"\np31\nsI96303\nS\"ICCIS '11 Proceedings of the 2011 International Conference on Computational and Information Sciences\"\np32\nsI2097\nS'Proceedings of the 12th annual ACM international conference on Multimedia'\np33\nsI49502\nS\"CHINAGRID '08 Proceedings of the The Third ChinaGrid Annual Conference (chinagrid 2008)\"\np34\nsI65592\nS\"AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 1\"\np35\nsI80950\nS\"ICDCS '10 Proceedings of the 2010 IEEE 30th International Conference on Distributed Computing Systems\"\np36\nsI10301\nS\"ASP-DAC '03 Proceedings of the 2003 Asia and South Pacific Design Automation Conference\"\np37\nsI84032\nS\"MILCOM'06 Proceedings of the 2006 IEEE conference on Military communications\"\np38\nsI90177\nS\"CHI '11 Extended Abstracts on Human Factors in Computing Systems\"\np39\nsI88130\nS\"STOC '94 Proceedings of the twenty-sixth annual ACM symposium on Theory of computing\"\np40\nsI134155\nS'Proceedings of the 2014 IEEE/ACM International Conference on Computer-Aided Design'\np41\nsI86087\nS\"ICPADS '10 Proceedings of the 2010 IEEE 16th International Conference on Parallel and Distributed Systems\"\np42\nsI10316\nS'ACM SIGecom Exchanges'\np43\nsI77\nS'Pattern Recognition'\np44\nsI98383\nS\"DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part II\"\np45\nsI10320\nS'Proceedings of the 2005 Asia and South Pacific Design Automation Conference'\np46\nsI70328\nS\"ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo\"\np47\nsI84050\nS\"IPDPS'06 Proceedings of the 20th international conference on Parallel and distributed processing\"\np48\nsI112995\nS\"INCOS '12 Proceedings of the 2012 Fourth International Conference on Intelligent Networking and Collaborative Systems\"\np49\nsI82007\nS'Frontiers of Computer Science in China'\np50\nsI90200\nS'Property testing'\np51\nsI66916\nS\"IAS '09 Proceedings of the 2009 Fifth International Conference on Information Assurance and Security - Volume 02\"\np52\nsI82011\nS'Structural and Multidisciplinary Optimization'\np53\nsI12986\nS'Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology'\np54\nsI266334\nS'Proceedings of the 13th international conference on World Wide Web'\np55\nsI127072\nS'Proceedings of the 2014 ACM SIGMOD international conference on Management of data'\np56\nsI32865\nS'ACM Transactions on Knowledge Discovery from Data (TKDD)'\np57\nsI3771\nS'ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)'\np58\nsI137316\nS\"CSE '14 Proceedings of the 2014 IEEE 17th International Conference on Computational Science and Engineering\"\np59\nsI96359\nS\"ITHINGSCPSCOM '11 Proceedings of the 2011 International Conference on Internet of Things and 4th International Conference on Cyber, Physical and Social Computing\"\np60\nsI141416\nS\"ICCAD '99 Proceedings of the 1999 IEEE/ACM international conference on Computer-aided design\"\np61\nsI2156\nS'IEEE Spectrum'\np62\nsI110003\nS'Proceedings of the 4th International Conference on Internet Multimedia Computing and Service'\np63\nsI96366\nS\"MASS '11 Proceedings of the 2011 IEEE Eighth International Conference on Mobile Ad-Hoc and Sensor Systems\"\np64\nsI59504\nS\"ICDE '09 Proceedings of the 2009 IEEE International Conference on Data Engineering\"\np65\nsI2161\nS'Expert Systems with Applications: An International Journal'\np66\nsI84086\nS\"CIT '10 Proceedings of the 2010 10th IEEE International Conference on Computer and Information Technology\"\np67\nsI59512\nS\"ICDE '08 Proceedings of the 2008 IEEE 24th International Conference on Data Engineering\"\np68\nsI106619\nS'Proceedings of the 34th International Conference on Software Engineering'\np69\nsI137341\nS\"ICDM '14 Proceedings of the 2014 IEEE International Conference on Data Mining\"\np70\nsI49279\nS\"CISP '08 Proceedings of the 2008 Congress on Image and Signal Processing, Vol. 4 - Volume 04\"\np71\nsI108672\nS\"IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering\"\np72\nsI36994\nS'Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining'\np73\nsI98435\nS\"FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II\"\np74\nsI65558\nS'ACM SIGGRAPH Asia 2009 papers'\np75\nsI2182\nS'Machine Vision and Applications'\np76\nsI94343\nS'Proceedings of the 2011 ACM international conference on Object oriented programming systems languages and applications'\np77\nsI90248\nS'Proceedings of the 2011 ACM Symposium on Applied Computing'\np78\nsI6281\nS'Multimedia Systems'\np79\nsI98447\nS\"ISPA'04 Proceedings of the Second international conference on Parallel and Distributed Processing and Applications\"\np80\nsI116880\nS'Proceedings of the 50th Annual Design Automation Conference'\np81\nsI114836\nS\"PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing\"\np82\nsI118256\nS'Proceedings of the 11th ACM Conference on Embedded Networked Sensor Systems'\np83\nsI86168\nS'Proceedings of the fourth ACM international conference on Web search and data mining'\np84\nsI53403\nS\"WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01\"\np85\nsI80031\nS'Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval'\np86\nsI73861\nS\"PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence\"\np87\nsI65705\nS\"IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence\"\np88\nsI32939\nS'Computers and Electronics in Agriculture'\np89\nsI32940\nS'Engineering Applications of Artificial Intelligence'\np90\nsI32941\nS'Microelectronics Journal'\np91\nsI32942\nS'Electronic Notes in Theoretical Computer Science (ENTCS)'\np92\nsI32943\nS'Robotics and Autonomous Systems'\np93\nsI32945\nS'Computer Methods and Programs in Biomedicine'\np94\nsI32946\nS'Computers in Biology and Medicine'\np95\nsI68979\nS\"ICEET '09 Proceedings of the 2009 International Conference on Energy and Environment Technology - Volume 02\"\np96\nsI32948\nS'Journal of Discrete Algorithms'\np97\nsI53429\nS\"EUC '08 Proceedings of the 2008 IEEE/IFIP International Conference on Embedded and Ubiquitous Computing - Volume 01\"\np98\nsI53431\nS\"EUC '08 Proceedings of the 2008 IEEE/IFIP International Conference on Embedded and Ubiquitous Computing - Volume 02\"\np99\nsI80059\nS'Proceedings of the 29th ACM SIGACT-SIGOPS symposium on Principles of distributed computing'\np100\nsI80060\nS'Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining'\np101\nsI373\nS'Computational Geometry: Theory and Applications'\np102\nsI32962\nS'Information Fusion'\np103\nsI32963\nS'Applied Soft Computing'\np104\nsI12485\nS'Information Technology for Development'\np105\nsI32966\nS'Knowledge-Based Systems'\np106\nsI90145\nS\"CDCIEM '11 Proceedings of the 2011 International Conference on Computer Distributed Control and Intelligent Environmental Monitoring\"\np107\nsI32968\nS'Computers and Graphics'\np108\nsI32969\nS'Web Semantics: Science, Services and Agents on the World Wide Web'\np109\nsI32970\nS'Computational Biology and Chemistry'\np110\nsI2252\nS'Nordic Journal of Computing'\np111\nsI32973\nS'Ad Hoc Networks'\np112\nsI32974\nS'Computers and Structures'\np113\nsI32975\nS'Computers & Mathematics with Applications'\np114\nsI109036\nS\"ICETCE '12 Proceedings of the 2012 Second International Conference on Electric Technology and Civil Engineering\"\np115\nsI264401\nS\"ITCC '04 Proceedings of the International Conference on Information Technology: Coding and Computing (ITCC'04) Volume 2 - Volume 2\"\np116\nsI32978\nS'Journal of Visual Communication and Image Representation'\np117\nsI37075\nS'Proceedings of the 6th ACM international conference on Image and video retrieval'\np118\nsI32980\nS'Journal of Visual Languages and Computing'\np119\nsI32981\nS'Environmental Modelling & Software'\np120\nsI127192\nS'Proceedings of the 51st Annual Design Automation Conference'\np121\nsI32987\nS'Advanced Engineering Informatics'\np122\nsI35038\nS\"HICSS '07 Proceedings of the 40th Annual Hawaii International Conference on System Sciences\"\np123\nsI108767\nS'Design Automation for Embedded Systems'\np124\nsI135393\nS'Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems'\np125\nsI227\nS'Fuzzy Sets and Systems'\np126\nsI80100\nS'Proceedings of the 47th Design Automation Conference'\np127\nsI2278\nS'Automatica (Journal of IFAC)'\np128\nsI68305\nS'IEEE Transactions on Image Processing'\np129\nsI135402\nS'Proceedings of the 33rd Annual ACM Conference Extended Abstracts on Human Factors in Computing Systems'\np130\nsI235\nS'Analog Integrated Circuits and Signal Processing'\np131\nsI236\nS'Numerische Mathematik'\np132\nsI67965\nS'IEEE Journal on Selected Areas in Communications'\np133\nsI243\nS'Combinatorica'\np134\nsI245\nS'Data Mining and Knowledge Discovery'\np135\nsI100598\nS\"MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling\"\np136\nsI247\nS'Information Technology and Management'\np137\nsI75589\nS\"ICMTMA '10 Proceedings of the 2010 International Conference on Measuring Technology and Mechatronics Automation - Volume 01\"\np138\nsI249\nS'Computer Graphics Forum'\np139\nsI80122\nS'Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1'\np140\nsI37117\nS'EURASIP Journal on Applied Signal Processing'\np141\nsI254\nS'Distributed and Parallel Databases'\np142\nsI95414\nS\"IPDPS '11 Proceedings of the 2011 IEEE International Parallel & Distributed Processing Symposium\"\np143\nsI81093\nS'Proceedings of the ACM SIGCOMM 2010 conference'\np144\nsI259\nS'Multimedia Tools and Applications'\np145\nsI4358\nS'Journal of Management Information Systems'\np146\nsI264\nS'Biological Cybernetics'\np147\nsI49420\nS\"ICDCS '08 Proceedings of the 2008 The 28th International Conference on Distributed Computing Systems\"\np148\nsI269\nS'interactions'\np149\nsI262417\nS'Sourcebook of parallel computing'\np150\nsI105859\nS\"ICDE '12 Proceedings of the 2012 IEEE 28th International Conference on Data Engineering\"\np151\nsI276\nS'The Journal of Machine Learning Research'\np152\nsI278\nS'Advances in Engineering Software'\np153\nsI280\nS'ACM Transactions on Computer-Human Interaction (TOCHI)'\np154\nsI41745\nS'International Journal of Computer Applications in Technology'\np155\nsI96541\nS\"ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part I\"\np156\nsI287\nS'Finite Elements in Analysis and Design'\np157\nsI288\nS'Information and Management'\np158\nsI289\nS'Artificial Intelligence'\np159\nsI291\nS'Computer Vision and Image Understanding'\np160\nsI4389\nS\"EEE '05 Proceedings of the 2005 IEEE International Conference on e-Technology, e-Commerce and e-Service (EEE'05) on e-Technology, e-Commerce and e-Service\"\np161\nsI295\nS'Journal of Parallel and Distributed Computing'\np162\nsI296\nS'Journal of Systems and Software'\np163\nsI4393\nS'Proceedings of the conference on Design, Automation and Test in Europe - Volume 1'\np164\nsI12586\nS'Proceedings of the 43rd annual Design Automation Conference'\np165\nsI299\nS'Journal of Systems Architecture: the EUROMICRO Journal'\np166\nsI39212\nS\"ICPP '07 Proceedings of the 2007 International Conference on Parallel Processing\"\np167\nsI39213\nS\"ICNC '07 Proceedings of the Third International Conference on Natural Computation - Volume 03\"\np168\nsI302\nS'Neural Computation'\np169\nsI304\nS'Journal of Biomedical Informatics'\np170\nsI305\nS'ACM Transactions on Software Engineering and Methodology (TOSEM)'\np171\nsI307\nS'ACM Transactions on Database Systems (TODS)'\np172\nsI102708\nS\"CHI '12 Extended Abstracts on Human Factors in Computing Systems\"\np173\nsI309\nS'Mathematics and Computers in Simulation'\np174\nsI39222\nS\"ICNC '07 Proceedings of the Third International Conference on Natural Computation - Volume 04\"\np175\nsI96567\nS\"FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery\"\np176\nsI82232\nS'Proceedings of the ACM international conference on Object oriented programming systems languages and applications'\np177\nsI2361\nS'ACM SIGOPS Operating Systems Review'\np178\nsI314\nS'Microelectronic Engineering'\np179\nsI68319\nS'IEEE Transactions on Neural Networks'\np180\nsI2364\nS'Proceedings of the thirteenth ACM international conference on Information and knowledge management'\np181\nsI317\nS'Proceedings of the joint international conference on Measurement and modeling of computer systems'\np182\nsI4414\nS'Higher-Order and Symbolic Computation'\np183\nsI319\nS'ACM SIGACT News'\np184\nsI320\nS'Wireless Personal Communications: An International Journal'\np185\nsI53569\nS\"PACIIA '08 Proceedings of the 2008 IEEE Pacific-Asia Workshop on Computational Intelligence and Industrial Application - Volume 02\"\np186\nsI322\nS'Discrete & Computational Geometry'\np187\nsI2371\nS'ACM SIGMOBILE Mobile Computing and Communications Review'\np188\nsI81027\nS\"MVHI '10 Proceedings of the 2010 International Conference on Machine Vision and Human-machine Interface\"\np189\nsI7222\nS'Computers and Security'\np190\nsI12614\nS\"SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval\"\np191\nsI329\nS'Journal of Experimental Algorithmics (JEA)'\np192\nsI330\nS'ACM SIGSOFT Software Engineering Notes'\np193\nsI84303\nS\"WI-IAT '10 Proceedings of the 2010 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01\"\np194\nsI138979\nS'Proceedings of the 1998 IEEE/ACM international conference on Computer-aided design'\np195\nsI136590\nS'Proceedings of the 52nd Annual Design Automation Conference'\np196\nsI196950\nS\"IPPS '96 Proceedings of the 10th International Parallel Processing Symposium\"\np197\nsI196951\nS\"IPPS '99/SPDP '99 Proceedings of the 13th International Symposium on Parallel Processing and the 10th Symposium on Parallel and Distributed Processing\"\np198\nsI196952\nS\"IPDPS '01 Proceedings of the 15th International Parallel & Distributed Processing Symposium\"\np199\nsI196953\nS\"IPDPS '00 Proceedings of the 15 IPDPS 2000 Workshops on Parallel and Distributed Processing\"\np200\nsI346\nS'Acta Informatica'\np201\nsI347\nS'Knowledge and Information Systems'\np202\nsI202757\nS\"ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 1 - Volume 1\"\np203\nsI53545\nS\"ICYCS '08 Proceedings of the 2008 The 9th International Conference for Young Computer Scientists\"\np204\nsI350\nS'ACM SIGPLAN Notices'\np205\nsI353\nS'Designs, Codes and Cryptography'\np206\nsI354\nS'Computers and Industrial Engineering'\np207\nsI355\nS'Computer Networks: The International Journal of Computer and Telecommunications Networking'\np208\nsI196964\nS\"IPPS '95 Proceedings of the 9th International Symposium on Parallel Processing\"\np209\nsI357\nS'Computers & Education'\np210\nsI359\nS'Computers in Industry'\np211\nsI127459\nS'Proceedings of the 37th international ACM SIGIR conference on Research & development in information retrieval'\np212\nsI363\nS'Information Processing Letters'\np213\nsI366\nS'Information Processing and Management: an International Journal'\np214\nsI33135\nS'ACM Transactions on the Web (TWEB)'\np215\nsI368\nS'Journal of Algorithms'\np216\nsI369\nS'Journal of Combinatorial Theory Series A'\np217\nsI33139\nS'Electronic Commerce Research and Applications'\np218\nsI372\nS'Future Generation Computer Systems'\np219\nsI12661\nS\"DAC '98 Proceedings of the 35th annual Design Automation Conference\"\np220\nsI53622\nS\"SODA '09 Proceedings of the twentieth Annual ACM-SIAM Symposium on Discrete Algorithms\"\np221\nsI33143\nS'Proceedings of the 2006 IEEE/ACM international conference on Computer-aided design'\np222\nsI12665\nS'Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining'\np223\nsI381\nS'Fundamenta Informaticae'\np224\nsI211930\nS'Proceedings of the 2003 international symposium on Low power electronics and design'\np225\nsI192902\nS'Proceedings of the eleventh international conference on Information and knowledge management'\np226\nsI110657\nS\"ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1\"\np227\nsI67979\nS'IEEE Transactions on Audio, Speech, and Language Processing'\np228\nsI39309\nS\"NPC '07 Proceedings of the 2007 IFIP International Conference on Network and Parallel Computing Workshops\"\np229\nsI49550\nS\"ICDM '07 Proceedings of the 2007 Seventh IEEE International Conference on Data Mining\"\np230\nsI72429\nS\"SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics\"\np231\nsI67984\nS'IEEE Transactions on Evolutionary Computation'\np232\nsI117139\nS\"DATE '12 Proceedings of the Conference on Design, Automation and Test in Europe\"\np233\nsI102805\nS\"SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data\"\np234\nsI39319\nS\"SNPD '07 Proceedings of the Eighth ACIS International Conference on Software Engineering, Artificial Intelligence, Networking, and Parallel/Distributed Computing - Volume 03\"\np235\nsI67992\nS'IEEE Communications Letters'\np236\nsI67994\nS'IEEE Transactions on Communications'\np237\nsI67995\nS'IEEE Transactions on Information Forensics and Security'\np238\nsI67996\nS'IEEE Transactions on Information Technology in Biomedicine'\np239\nsI74141\nS\"APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management\"\np240\nsI82334\nS'Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems'\np241\nsI80965\nS\"ICICTA '10 Proceedings of the 2010 International Conference on Intelligent Computation Technology and Automation - Volume 01\"\np242\nsI97008\nS\"PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining\"\np243\nsI420\nS'The Journal of Supercomputing'\np244\nsI423\nS\"STOC '04 Proceedings of the thirty-sixth annual ACM symposium on Theory of computing\"\np245\nsI12715\nS'ACM Transactions on Autonomous and Adaptive Systems (TAAS)'\np246\nsI115118\nS\"IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering\"\np247\nsI12719\nS\"CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 1\"\np248\nsI432\nS'Autonomous Robots'\np249\nsI12721\nS\"CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2\"\np250\nsI2483\nS\"ICDM '04 Proceedings of the Fourth IEEE International Conference on Data Mining\"\np251\nsI117173\nS'Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication'\np252\nsI439\nS\"SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data\"\np253\nsI102840\nS'IEEE Transactions on Nanotechnology'\np254\nsI95647\nS\"MM '11 Proceedings of the 19th ACM international conference on Multimedia\"\np255\nsI445\nS'ACM SIGKDD Explorations Newsletter'\np256\nsI450\nS'Machine Learning'\np257\nsI451\nS'ACM SIGMETRICS Performance Evaluation Review'\np258\nsI8646\nS'Bioinformatics'\np259\nsI12743\nS\"ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 1\"\np260\nsI12744\nS\"ICDEW '05 Proceedings of the 21st International Conference on Data Engineering Workshops\"\np261\nsI43084\nS'Proceedings of the 2008 ACM SIGMOD international conference on Management of data'\np262\nsI458\nS'Computers and Operations Research'\np263\nsI88523\nS\"GREENCOM-CPSCOM '10 Proceedings of the 2010 IEEE/ACM Int'l Conference on Green Computing and Communications & Int'l Conference on Cyber, Physical and Social Computing\"\np264\nsI68044\nS'IEEE Transactions on Robotics'\np265\nsI72141\nS\"INFOCOM'09 Proceedings of the 28th IEEE international conference on Computer Communications Workshops\"\np266\nsI82383\nS'Proceedings of the Conference on Design, Automation and Test in Europe'\np267\nsI82385\nS\"CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management\"\np268\nsI68050\nS'IEEE Transactions on Signal Processing'\np269\nsI262611\nS\"ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2\"\np270\nsI470\nS'Journal of Computational Physics'\np271\nsI471\nS'Information and Computation'\np272\nsI104921\nS'Proceedings of the 27th Annual ACM Symposium on Applied Computing'\np273\nsI115163\nS'Proceedings of the 16th International Conference on Extending Database Technology'\np274\nsI8668\nS\"ICWS '05 Proceedings of the IEEE International Conference on Web Services\"\np275\nsI477\nS'ACM SIGMIS Database'\np276\nsI478\nS'Science of Computer Programming'\np277\nsI12767\nS'Computer-Aided Design'\np278\nsI480\nS'Parallel Computing'\np279\nsI82401\nS'Photonic Network Communications'\np280\nsI12771\nS'Computational Statistics & Data Analysis'\np281\nsI82404\nS'Journal of Combinatorial Optimization'\np282\nsI117517\nS'Proceedings of the 21st ACM international conference on Multimedia'\np283\nsI115176\nS\"ICEICE '12 Proceedings of the 2012 Second International Conference on Electric Information and Control Engineering - Volume 02\"\np284\nsI109034\nS\"HPCC '12 Proceedings of the 2012 IEEE 14th International Conference on High Performance Computing and Communication & 2012 IEEE 9th International Conference on Embedded Software and Systems\"\np285\nsI115179\nS\"ICEICE '12 Proceedings of the 2012 Second International Conference on Electric Information and Control Engineering - Volume 03\"\np286\nsI86508\nS\"RV'10 Proceedings of the First international conference on Runtime verification\"\np287\nsI8686\nS\"WI '05 Proceedings of the 2005 IEEE/WIC/ACM International Conference on Web Intelligence\"\np288\nsI109040\nS\"ICICEE '12 Proceedings of the 2012 International Conference on Industrial Control and Electronics Engineering\"\np289\nsI12785\nS\"ICICIC '06 Proceedings of the First International Conference on Innovative Computing, Information and Control - Volume 3\"\np290\nsI109044\nS\"ICME '12 Proceedings of the 2012 IEEE International Conference on Multimedia and Expo\"\np291\nsI115189\nS\"ICPCA/SWS'12 Proceedings of the 2012 international conference on Pervasive Computing and the Networked World\"\np292\nsI68086\nS'Proceedings of the Conference on High Performance Computing Networking, Storage and Analysis'\np293\nsI109047\nS\"ICCIS '12 Proceedings of the 2012 Fourth International Conference on Computational and Information Sciences\"\np294\nsI504\nS'Real-Time Systems'\np295\nsI125974\nS'Proceedings of the companion publication of the 23rd international conference on World wide web companion'\np296\nsI116767\nS'Proceedings of the ACM SIGCOMM 2013 conference on SIGCOMM'\np297\nsI8700\nS'IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences'\np298\nsI74237\nS'Proceedings of the 19th international conference on World wide web'\np299\nsI82432\nS\"COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics\"\np300\nsI115201\nS\"APSCC '12 Proceedings of the 2012 IEEE Asia-Pacific Services Computing Conference)\"\np301\nsI8706\nS'IEICE - Transactions on Information and Systems'\np302\nsI82435\nS'Proceedings of the international conference on Multimedia'\np303\nsI80897\nS\"Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers\"\np304\nsI98823\nS\"AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication\"\np305\nsI97026\nS\"ICCS'05 Proceedings of the 5th international conference on Computational Science - Volume Part III\"\np306\nsI98831\nS\"WAIM '06 Proceedings of the 7th international conference on Advances in Web-Age Information Management\"\np307\nsI49680\nS\"ICESSSYMPOSIA '08 Proceedings of the 2008 International Conference on Embedded Software and Systems Symposia\"\np308\nsI49681\nS\"CISP '08 Proceedings of the 2008 Congress on Image and Signal Processing, Vol. 3 - Volume 03\"\np309\nsI2578\nS'Information Retrieval'\np310\nsI39446\nS\"VLDB '03 Proceedings of the 29th international conference on Very large data bases - Volume 29\"\np311\nsI131607\nS'Proceedings of the 2014 ACM SIGSAC Conference on Computer and Communications Security'\np312\nsI74264\nS'Proceedings of the 2010 ACM Symposium on Applied Computing'\np313\nsI133475\nS'Eighth ACM International Conference on Web Search and Data Mining'\np314\nsI431\nS'Journal of Medical Systems'\np315\nsI540\nS'TON IEEE/ACM Transactions on Networking (TON)'\np316\nsI541\nS'IEEE/ACM Transactions on Networking (TON)'\np317\nsI109086\nS\"ACM SIGCOMM Computer Communication Review - Special october issue SIGCOMM '12\"\np318\nsI39460\nS\"VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30\"\np319\nsI549\nS'International Journal of Parallel Programming'\np320\nsI433\nS'Mathematical Programming: Series A and B'\np321\nsI90665\nS\"ISNN'05 Proceedings of the Second international conference on Advances in neural networks - Volume Part II\"\np322\nsI39466\nS'EURASIP Journal on Advances in Signal Processing'\np323\nsI137772\nS\"STOC '98 Proceedings of the thirtieth annual ACM symposium on Theory of computing\"\np324\nsI135455\nS\"ICICTA '14 Proceedings of the 2014 7th International Conference on Intelligent Computation Technology and Automation\"\np325\nsI40371\nS\"CIS '07 Proceedings of the 2007 International Conference on Computational Intelligence and Security\"\np326\nsI262708\nS\"ICCNMC '03 Proceedings of the 2003 International Conference on Computer Networks and Mobile Computing\"\np327\nsI131637\nS'ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2014'\np328\nsI567\nS'Journal of Intelligent Information Systems'\np329\nsI571\nS'Applied Intelligence'\np330\nsI12863\nS'Speech Communication'\np331\nsI12864\nS\"AAMAS '06 Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems\"\np332\nsI72257\nS\"DASC '09 Proceedings of the 2009 Eighth IEEE International Conference on Dependable, Autonomic and Secure Computing\"\np333\nsI97035\nS\"ISPA'05 Proceedings of the 2005 international conference on Parallel and Distributed Processing and Applications\"\np334\nsI98884\nS\"ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I\"\np335\nsI117793\nS'Proceedings of the 22nd ACM international conference on Conference on information & knowledge management'\np336\nsI84065\nS'Proceedings of the 2010 Asia and South Pacific Design Automation Conference'\np337\nsI100936\nS\"Edutainment'06 Proceedings of the First international conference on Technologies for E-Learning and Digital Entertainment\"\np338\nsI585\nS'Journal of the ACM (JACM)'\np339\nsI587\nS'IBM Journal of Research and Development'\np340\nsI37452\nS'Journal of Nanomaterials'\np341\nsI589\nS'Computer'\np342\nsI74319\nS\"ISICA'07 Proceedings of the 2nd international conference on Advances in computation and intelligence\"\np343\nsI592\nS'Journal of Cryptology'\np344\nsI56760\nS'Proceedings of the 18th international conference on World wide web'\np345\nsI594\nS'Theory of Computing Systems'\np346\nsI595\nS'Formal Methods in System Design'\np347\nsI596\nS'Computational Optimization and Applications'\np348\nsI72279\nS\"ICISE '09 Proceedings of the 2009 First IEEE International Conference on Information Science and Engineering\"\np349\nsI600\nS'Algorithmica'\np350\nsI602\nS'Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval'\np351\nsI98314\nS\"UIC'06 Proceedings of the Third international conference on Ubiquitous Intelligence and Computing\"\np352\nsI605\nS'Journal of Intelligent and Robotic Systems'\np353\nsI606\nS'Journal of Network and Systems Management'\np354\nsI607\nS'SIAM Journal on Computing'\np355\nsI12896\nS\"WSC '04 Proceedings of the 36th conference on Winter simulation\"\np356\nsI609\nS'SIAM Journal on Discrete Mathematics'\np357\nsI610\nS'SIAM Journal on Numerical Analysis'\np358\nsI611\nS'SIAM Journal on Scientific Computing'\np359\nsI612\nS'Graphs and Combinatorics'\np360\nsI614\nS'IEEE Software'\np361\nsI615\nS'IEEE Security and Privacy'\np362\nsI616\nS'IEEE Transactions on Parallel and Distributed Systems'\np363\nsI617\nS'IEEE Transactions on Visualization and Computer Graphics'\np364\nsI618\nS'Computing in Science and Engineering'\np365\nsI90731\nS'Proceedings of the 2011 ACM SIGMOD International Conference on Management of data'\np366\nsI620\nS'IEEE Transactions on Knowledge and Data Engineering'\np367\nsI39536\nS'Proceedings of the sixteenth ACM conference on Conference on information and knowledge management'\np368\nsI37495\nS\"VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases\"\np369\nsI49787\nS\"CISP '08 Proceedings of the 2008 Congress on Image and Signal Processing, Vol. 5 - Volume 05\"\np370\nsI49788\nS\"CISP '08 Proceedings of the 2008 Congress on Image and Signal Processing, Vol. 2 - Volume 02\"\np371\nsI49789\nS\"WAIM '08 Proceedings of the 2008 The Ninth International Conference on Web-Age Information Management\"\np372\nsI72319\nS\"ICYCS'93 Proceedings of the third international conference on Young computer scientists\"\np373\nsI199475\nS\"DSN '02 Proceedings of the 2002 International Conference on Dependable Systems and Networks\"\np374\nsI74369\nS\"PCM'07 Proceedings of the multimedia 8th Pacific Rim conference on Advances in multimedia information processing\"\np375\nsI97387\nS\"ICIC'06 Proceedings of the 2006 international conference on Intelligent Computing - Volume Part I\"\np376\nsI81020\nS\"ICWS '10 Proceedings of the 2010 IEEE International Conference on Web Services\"\np377\nsI35462\nS'Proceedings of the conference on Design, automation and test in Europe'\np378\nsI649\nS'Proceedings of the 2003 IEEE/ACM international conference on Computer-aided design'\np379\nsI115339\nS'ACM Transactions on Graphics (TOG) - SIGGRAPH 2013 Conference Proceedings'\np380\nsI654\nS'Discrete Mathematics'\np381\nsI657\nS'Applied Mathematics and Computation'\np382\nsI43459\nS\"CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval\"\np383\nsI98966\nS\"PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining\"\np384\nsI3524\nS'Journal of Computing Sciences in Colleges'\np385\nsI137882\nS'Proceedings of the 2015 International Conference on Autonomous Agents and Multiagent Systems'\np386\nsI69402\nS\"WCNC'09 Proceedings of the 2009 IEEE conference on Wireless Communications & Networking Conference\"\np387\nsI105118\nS'Mathematical and Computer Modelling: An International Journal'\np388\nsI137835\nS'Proceedings of the 15th Pacific-Rim Conference on Advances in Multimedia Information Processing --- PCM 2014 - Volume 8879'\np389\nsI201378\nS\"WWW '03 Proceedings of the 12th international conference on World Wide Web\"\np390\nsI675\nS'ACM Transactions on Information Systems (TOIS)'\np391\nsI454\nS'The Visual Computer: International Journal of Computer Graphics'\np392\nsI68262\nS'IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans'\np393\nsI679\nS'ACM Transactions on Modeling and Computer Simulation (TOMACS)'\np394\nsI262824\nS'Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining'\np395\nsI681\nS'Robotica'\np396\nsI98986\nS\"ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part II\"\np397\nsI92844\nS'Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining'\np398\nsI686\nS'Annals of Mathematics and Artificial Intelligence'\np399\nsI139951\nS'Proceedings of the 36th annual ACM/IEEE Design Automation Conference'\np400\nsI139720\nS'Mobility'\np401\nsI692\nS'ACM SIGMOD Record'\np402\nsI693\nS'International Journal on Software Tools for Technology Transfer (STTT)'\np403\nsI68279\nS'IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews'\np404\nsI696\nS'ACM SIGCSE Bulletin'\np405\nsI131769\nS\"ICCAD '97 Proceedings of the 1997 IEEE/ACM international conference on Computer-aided design\"\np406\nsI698\nS'Microsystem Technologies'\np407\nsI68283\nS'IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems'\np408\nsI55057\nS'Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology'\np409\nsI105149\nS'IEEE Transactions on Education'\np410\nsI704\nS'Soft Computing - A Fusion of Foundations, Methodologies and Applications'\np411\nsI201411\nS'Proceedings of the 40th annual Design Automation Conference'\np412\nsI708\nS'Decision Support Systems'\np413\nsI709\nS'Data & Knowledge Engineering'\np414\nsI41740\nS'International Journal of Bioinformatics Research and Applications'\np415\nsI712\nS'IBM Systems Journal'\np416\nsI713\nS'Journal of VLSI Signal Processing Systems'\np417\nsI99019\nS\"KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II\"\np418\nsI70348\nS\"CCNC'09 Proceedings of the 6th IEEE Conference on Consumer Communications and Networking Conference\"\np419\nsI721\nS'Signal Processing'\np420\nsI722\nS'Pattern Recognition Letters'\np421\nsI723\nS'Journal of Symbolic Computation'\np422\nsI49876\nS\"IIH-MSP '08 Proceedings of the 2008 International Conference on Intelligent Information Hiding and Multimedia Signal Processing\"\np423\nsI74456\nS\"DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications\"\np424\nsI49883\nS\"ICICIC '08 Proceedings of the 2008 3rd International Conference on Innovative Computing Information and Control\"\np425\nsI13020\nS\"WSC '05 Proceedings of the 37th conference on Winter simulation\"\np426\nsI126074\nS\"CLOUDCOM '13 Proceedings of the 2013 IEEE International Conference on Cloud Computing Technology and Science - Volume 01\"\np427\nsI41765\nS'International Journal of Computational Science and Engineering'\np428\nsI59491\nS\"ETCS '09 Proceedings of the 2009 First International Workshop on Education Technology and Computer Science - Volume 01\"\np429\nsI96996\nS\"DASFAA'06 Proceedings of the 11th international conference on Database Systems for Advanced Applications\"\np430\nsI741\nS'ACM Transactions on Programming Languages and Systems (TOPLAS)'\np431\nsI742\nS'ACM Transactions on Architecture and Code Optimization (TACO)'\np432\nsI743\nS'Combinatorics, Probability and Computing'\np433\nsI744\nS'SIAM Journal on Matrix Analysis and Applications'\np434\nsI70377\nS\"ACC'09 Proceedings of the 2009 conference on American Control Conference\"\np435\nsI749\nS'Neural Computing and Applications'\np436\nsI750\nS'Pattern Analysis & Applications'\np437\nsI126077\nS\"CSA '13 Proceedings of the 2013 International Conference on Computer Sciences and Applications\"\np438\nsI81996\nS'Software and Systems Modeling (SoSyM)'\np439\nsI129783\nS'Proceedings of the conference on Design, Automation & Test in Europe'\np440\nsI64639\nS\"CASE '09 Proceedings of the 2009 IITA International Conference on Control, Automation and Systems Engineering (case 2009)\"\np441\nsI767\nS'Geoinformatica'\np442\nsI768\nS'Journal of Global Optimization'\np443\nsI769\nS'Journal of Mathematical Imaging and Vision'\np444\nsI63311\nS'Proceedings of the 2009 International Conference on Wireless Communications and Mobile Computing: Connecting the World Wirelessly'\np445\nsI95363\nS\"APPEEC '11 Proceedings of the 2011 Asia-Pacific Power and Energy Engineering Conference\"\np446\nsI79318\nS\"INFOCOM'10 Proceedings of the 29th conference on Information communications\"\np447\nsI775\nS'Neural Processing Letters'\np448\nsI113417\nS\"ICECC '12 Proceedings of the 2012 International Conference on Electronics, Communications and Control\"\np449\nsI35287\nS\"ICSEW '07 Proceedings of the 29th International Conference on Software Engineering Workshops\"\np450\nsI780\nS'Journal of Scientific Computing'\np451\nsI41741\nS'International Journal of Ad Hoc and Ubiquitous Computing'\np452\nsI105230\nS\"APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications\"\np453\nsI783\nS'Computer Aided Geometric Design'\np454\nsI785\nS'European Journal of Combinatorics'\np455\nsI787\nS'Mobile Networks and Applications'\np456\nsI41748\nS'Proceedings of the 2008 Asia and South Pacific Design Automation Conference'\np457\nsI6935\nS'Journal of Graph Theory'\np458\nsI101144\nS'Proceedings of the 21st international conference on World Wide Web'\np459\nsI101147\nS'Proceedings of the 21st international conference companion on World Wide Web'\np460\nsI799\nS'Wireless Networks'\np461\nsI76576\nS\"GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications\"\np462\nsI801\nS'Graphical Models'\np463\nsI32965\nS'Image Communication'\np464\nsI804\nS'ACM Transactions on Computer Systems (TOCS)'\np465\nsI37669\nS'Proceedings of the international workshop on Workshop on multimedia information retrieval'\np466\nsI13094\nS\"VLDB '06 Proceedings of the 32nd international conference on Very large data bases\"\np467\nsI41767\nS'International Journal of Data Mining and Bioinformatics'\np468\nsI41769\nS'International Journal of High Performance Computing and Networking'\np469\nsI144519\nS\"MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia\"\np470\nsI116164\nS\"CHI '13 Extended Abstracts on Human Factors in Computing Systems\"\np471\nsI35293\nS\"ISVLSI '07 Proceedings of the IEEE Computer Society Annual Symposium on VLSI\"\np472\nsI71475\nS\"CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference\"\np473\nsI820\nS'Personal and Ubiquitous Computing'\np474\nsI821\nS'International Journal of Computer Vision'\np475\nsI84105\nS\"ICEE '10 Proceedings of the 2010 International Conference on E-Business and E-Government\"\np476\nsI41780\nS'International Journal of Wireless and Mobile Computing'\np477\nsI479\nS'Neural Networks'\np478\nsI41788\nS'International Journal of Security and Networks'\np479\nsI52029\nS\"CSSE '08 Proceedings of the 2008 International Conference on Computer Science and Software Engineering - Volume 02\"\np480\nsI99134\nS\"SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication\"\np481\nsI831\nS'ACM SIGCHI Bulletin'\np482\nsI41792\nS'International Journal of Grid and Utility Computing'\np483\nsI97090\nS\"CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I\"\np484\nsI115851\nS'Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data'\np485\nsI836\nS'ACM SIGIR Forum'\np486\nsI9030\nS\"ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01\"\np487\nsI13128\nS'Intelligent Data Analysis'\np488\nsI841\nS'ACM Transactions on Internet Technology (TOIT)'\np489\nsI99146\nS\"ASWC'06 Proceedings of the First Asian conference on The Semantic Web\"\np490\nsI843\nS'ACM Computing Surveys (CSUR)'\np491\nsI82403\nS'Scientometrics'\np492\nsI852\nS'Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters'\np493\nsI41814\nS'ACM SIGGRAPH 2008 papers'\np494\nsI7000\nS'ACM Transactions on Algorithms (TALG)'\np495\nsI115172\nS\"ICEICE '12 Proceedings of the 2012 Second International Conference on Electric Information and Control Engineering - Volume 01\"\np496\nsI52059\nS\"GCC '08 Proceedings of the 2008 Seventh International Conference on Grid and Cooperative Computing\"\np497\nsI68444\nS\"IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence\"\np498\nsI861\nS'ACM Transactions on Computational Logic (TOCL)'\np499\nsI52062\nS\"FSKD '08 Proceedings of the 2008 Fifth International Conference on Fuzzy Systems and Knowledge Discovery - Volume 05\"\np500\nsI863\nS'International Journal of Information Security'\np501\nsI866\nS'Artificial Intelligence Review'\np502\nsI867\nS'Natural Computing: an international journal'\np503\nsI870\nS'Journal of Network and Computer Applications'\np504\nsI52071\nS\"ICICTA '08 Proceedings of the 2008 International Conference on Intelligent Computation Technology and Automation - Volume 02\"\np505\nsI52072\nS\"ICINIS '08 Proceedings of the 2008 First International Conference on Intelligent Networks and Intelligent Systems\"\np506\nsI52073\nS\"ICICTA '08 Proceedings of the 2008 International Conference on Intelligent Computation Technology and Automation - Volume 01\"\np507\nsI142698\nS\"SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data\"\np508\nsI112961\nS\"CLUSTER '12 Proceedings of the 2012 IEEE International Conference on Cluster Computing\"\np509\nsI41839\nS'IEEE Transactions on Information Theory'\np510\nsI881\nS'Information Sciences: an International Journal'\np511\nsI60276\nS'Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining'\np512\nsI107301\nS'Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining'\np513\nsI201876\nS\"CCGRID '03 Proceedings of the 3st International Symposium on Cluster Computing and the Grid\"\np514\nsI52091\nS\"ICNC '08 Proceedings of the 2008 Fourth International Conference on Natural Computation - Volume 07\"\np515\nsI52092\nS\"ICNC '08 Proceedings of the 2008 Fourth International Conference on Natural Computation - Volume 05\"\np516\nsI115178\nS\"ICEE '12 Proceedings of the 2012 3rd International Conference on E-Business and E-Government - Volume 04\"\np517\nsI894\nS'ACM SIGCOMM Computer Communication Review'\np518\nsI897\nS'ACM Transactions on Design Automation of Electronic Systems (TODAES)'\np519\nsI37764\nS'Proceedings of the 15th international conference on Multimedia'\np520\nsI7046\nS'Image and Vision Computing'\np521\nsI97411\nS\"MSN'05 Proceedings of the First international conference on Mobile Ad-hoc and Sensor Networks\"\np522\nsI54152\nS'Computer Vision, Graphics, and Image Processing'\np523\nsI99209\nS\"DASFAA'05 Proceedings of the 10th international conference on Database Systems for Advanced Applications\"\np524\nsI52107\nS\"ICWS '08 Proceedings of the 2008 IEEE International Conference on Web Services\"\np525\nsI911\nS'Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining'\np526\nsI101268\nS\"CHINACOM '11 Proceedings of the 2011 6th International ICST Conference on Communications and Networking in China\"\np527\nsI127470\nS'ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH 2014'\np528\nsI920\nS'SIAM Journal on Optimization'\np529\nsI76612\nS'International Journal of Bio-Inspired Computation'\np530\nsI74652\nS\"APWeb'08 Proceedings of the 10th Asia-Pacific web conference on Progress in WWW research and development\"\np531\nsI925\nS'Management Science'\np532\nsI123806\nS'Proceedings of the ninth ACM conference on Emerging networking experiments and technologies'\np533\nsI10053\nS\"PDCAT '05 Proceedings of the Sixth International Conference on Parallel and Distributed Computing Applications and Technologies\"\np534\nsI928\nS'Operations Research'\np535\nsI74023\nS\"PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining\"\np536\nsI7076\nS'AI Communications'\np537\nsI933\nS'Journal of Functional Programming'\np538\nsI109041\nS\"IMIS '12 Proceedings of the 2012 Sixth International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing\"\np539\nsI936\nS'Mathematical Structures in Computer Science'\np540\nsI7081\nS'Artificial Intelligence in Medicine'\np541\nsI101292\nS\"ICME '11 Proceedings of the 2011 IEEE International Conference on Multimedia and Expo\"\np542\nsI129966\nS'Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining'\np543\nsI43992\nS'Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval'\np544\nsI951\nS'Computing'\np545\nsI83103\nS'Algorithms and theory of computation handbook'\np546\nsI98434\nS\"ICESS'04 Proceedings of the First international conference on Embedded Software and Systems\"\np547\nsI101312\nS\"ISDEA '12 Proceedings of the 2012 Second International Conference on Intelligent System Design and Engineering Application\"\np548\nsI98464\nS'Proceedings of the International Conference on Computer-Aided Design'\np549\nsI54210\nS\"PCM '08 Proceedings of the 9th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing\"\np550\nsI39755\nS'Proceedings of the 2007 IEEE/ACM international conference on Computer-aided design'\np551\nsI9156\nS'Proceedings of the 3rd international conference on Embedded networked sensor systems'\np552\nsI114166\nS'Proceedings of the Winter Simulation Conference'\np553\nsI54214\nS\"ISAAC '08 Proceedings of the 19th International Symposium on Algorithms and Computation\"\np554\nsI9159\nS'Computers and Electrical Engineering'\np555\nsI968\nS'International Journal on Digital Libraries'\np556\nsI68296\nS'IEEE Transactions on Fuzzy Systems'\np557\nsI84322\nS\"PCSPA '10 Proceedings of the 2010 First International Conference on Pervasive Computing, Signal Processing and Applications\"\np558\nsI7119\nS'Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining'\np559\nsI977\nS'Theory and Practice of Logic Programming'\np560\nsI1187\nS'Computational Complexity'\np561\nsI982\nS'Multidimensional Systems and Signal Processing'\np562\nsI983\nS'Information Systems Frontiers'\np563\nsI984\nS'Autonomous Agents and Multi-Agent Systems'\np564\nsI985\nS'ACM Transactions on Information and System Security (TISSEC)'\np565\nsI97242\nS\"WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management\"\np566\nsI14159\nS\"MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia\"\np567\nsI988\nS'ACM Transactions on Embedded Computing Systems (TECS)'\np568\nsI74717\nS\"ECIR'08 Proceedings of the IR research, 30th European conference on Advances in information retrieval\"\np569\nsI52191\nS'IEEE Transactions on Services Computing'\np570\nsI992\nS'Proceedings of the 2004 Asia and South Pacific Design Automation Conference'\np571\nsI69456\nS\"CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation\"\np572\nsI93154\nS'Studies in complexity and cryptography'\np573\nsI7140\nS'Proceedings of the fourth international joint conference on Autonomous agents and multiagent systems'\np574\nsI81595\nS\"MILCOM'09 Proceedings of the 28th IEEE conference on Military communications\"\np575\nsI105448\nS'IEEE Transactions on Consumer Electronics'\np576\nsI97447\nS\"APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development\"\np577\nsI9196\nS'Proceedings of the 14th ACM international conference on Information and knowledge management'\np578\nsI117742\nS\"SC '13 Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis\"\np579\nsI130037\nS'Proceedings of the 2014 ACM conference on SIGCOMM'\np580\nsI97270\nS\"PDCAT'04 Proceedings of the 5th international conference on Parallel and Distributed Computing: applications and Technologies\"\np581\nsI7159\nS'Computers & Geosciences'\np582\nsI41976\nS'Proceedings of the 17th international conference on World Wide Web'\np583\nsI6996\nS'ACM Transactions on Sensor Networks (TOSN)'\np584\nsI74747\nS\"IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application\"\np585\nsI142506\nS'Proceedings of the 10th international conference on World Wide Web'\np586\nsI44031\nS'Proceedings of the 45th annual Design Automation Conference'\np587\nsI1025\nS'ACM Transactions on Graphics (TOG)'\np588\nsI11266\nS\"ICCAD '05 Proceedings of the 2005 IEEE/ACM International conference on Computer-aided design\"\np589\nsI1027\nS'ACM SIGGRAPH 2004 Papers'\np590\nsI7172\nS\"VLDB '05 Proceedings of the 31st international conference on Very large data bases\"\np591\nsI91141\nS'Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries'\np592\nsI9222\nS'MIS Quarterly'\np593\nsI9223\nS'Computer Standards & Interfaces'\np594\nsI105481\nS'Operations Research Letters'\np595\nsI64523\nS\"AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1\"\np596\nsI86370\nS\"ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service\"\np597\nsI9230\nS'Proceedings of the 13th annual ACM international conference on Multimedia'\np598\nsI84141\nS\"ICPR '10 Proceedings of the 2010 20th International Conference on Pattern Recognition\"\np599\nsI52056\nS\"FSKD '08 Proceedings of the 2008 Fifth International Conference on Fuzzy Systems and Knowledge Discovery - Volume 02\"\np600\nsI97298\nS\"ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II\"\np601\nsI117316\nS\"SOSE '13 Proceedings of the 2013 IEEE Seventh International Symposium on Service-Oriented System Engineering\"\np602\nsI44054\nS'International Journal of Geographical Information Science'\np603\nsI125975\nS'Proceedings of the 23rd international conference on World wide web'\np604\nsI97306\nS\"ISI'06 Proceedings of the 4th IEEE international conference on Intelligence and Security Informatics\"\np605\nsI7196\nS'Computers and Biomedical Research'\np606\nsI211997\nS'Proceedings of the 2003 ACM SIGMOD international conference on Management of data'\np607\nsI11296\nS'Proceedings of the conference on Design, automation and test in Europe: Proceedings'\np608\nsI1057\nS'Automated Software Engineering'\np609\nsI64548\nS\"COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1\"\np610\nsI50217\nS'Proceedings of the VLDB Endowment'\np611\nsI9259\nS'Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval'\np612\nsI11312\nS'Proceedings of the thirty-eighth annual ACM symposium on Theory of computing'\np613\nsI1075\nS'Journal of Computer and System Sciences'\np614\nsI116241\nS\"ICCECT '12 Proceedings of the 2012 International Conference on Control Engineering and Communication Technology\"\np615\nsI140126\nS'Proceedings of the tenth annual ACM-SIAM symposium on Discrete algorithms'\np616\nsI1078\nS'Performance Evaluation'\np617\nsI137319\nS\"CLOUDCOM '14 Proceedings of the 2014 IEEE 6th International Conference on Cloud Computing Technology and Science\"\np618\nsI137396\nS\"UIC-ATC-SCALCOM '14 Proceedings of the 2014 IEEE 11th Intl Conf on Ubiquitous Intelligence and Computing and 2014 IEEE 11th Intl Conf on Autonomic and Trusted Computing and 2014 IEEE 14th Intl Conf on Scalable Computing and Communications and Its Associated Workshops (UIC-ATC-ScalCom)\"\np619\nsI1082\nS'Web Intelligence and Agent Systems'\np620\nsI44091\nS'International Journal of Remote Sensing'\np621\nsI114741\nS'Proceedings of the sixth ACM international conference on Web search and data mining'\np622\nsI3135\nS'SIAM Journal on Applied Mathematics'\np623\nsI142402\nS\"ASP-DAC '00 Proceedings of the 2000 Asia and South Pacific Design Automation Conference\"\np624\nsI44101\nS'International Journal of Computer Mathematics'\np625\nsI7240\nS'EURASIP Journal on Wireless Communications and Networking'\np626\nsI80970\nS\"ICICTA '10 Proceedings of the 2010 International Conference on Intelligent Computation Technology and Automation - Volume 02\"\np627\nsI95415\nS\"IMIS '11 Proceedings of the 2011 Fifth International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing\"\np628\nsI1101\nS'Cluster Computing'\np629\nsI1103\nS'Journal of Electronic Testing: Theory and Applications'\np630\nsI48212\nS\"ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks\"\np631\nsI1113\nS'Empirical Software Engineering'\np632\nsI95418\nS\"IPPS '92 Proceedings of the 6th International Parallel Processing Symposium\"\np633\nsI54366\nS'Proceedings of the ACM/SIGDA international symposium on Field programmable gate arrays'\np634\nsI117856\nS'Proceedings of the 2013 ACM SIGSAC conference on Computer & communications security'\np635\nsI116873\nS'Proceedings of the 22nd international conference on World Wide Web'\np636\nsI1125\nS'International Journal of Human-Computer Studies'\np637\nsI70161\nS\"PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing\"\np638\nsI124008\nS\"IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence\"\np639\nsI93031\nS'Proceedings of the 48th Design Automation Conference'\np640\nsI109074\nS\"MASCOTS '12 Proceedings of the 2012 IEEE 20th International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems\"\np641\nsI1135\nS'Journal of Computer Security'\np642\nsI1137\nS'Software\\xe2\\x80\\x94Practice & Experience'\np643\nsI142450\nS'Proceedings of the 2001 Asia and South Pacific Design Automation Conference'\np644\nsI116175\nS\"CIS '12 Proceedings of the 2012 Eighth International Conference on Computational Intelligence and Security\"\np645\nsI1143\nS'Discrete Applied Mathematics'\np646\nsI1146\nS'IEEE Transactions on Software Engineering'\np647\nsI11388\nS\"CCGRID '06 Proceedings of the Sixth IEEE International Symposium on Cluster Computing and the Grid\"\np648\nsI116789\nS'Proceedings of the 2013 International Conference on Software Engineering'\np649\nsI44158\nS\"AINA '08 Proceedings of the 22nd International Conference on Advanced Information Networking and Applications\"\np650\nsI44159\nS\"AINAW '08 Proceedings of the 22nd International Conference on Advanced Information Networking and Applications - Workshops\"\np651\nsI1155\nS'World Wide Web'\np652\nsI49686\nS\"COMPSAC '08 Proceedings of the 2008 32nd Annual IEEE International Computer Software and Applications Conference\"\np653\nsI124313\nS\"INCOS '13 Proceedings of the 2013 5th International Conference on Intelligent Networking and Collaborative Systems\"\np654\nsI97415\nS\"GCC'05 Proceedings of the 4th international conference on Grid and Cooperative Computing\"\np655\nsI11403\nS'Proceedings of the 15th international conference on World Wide Web'\np656\nsI81036\nS\"SCC '10 Proceedings of the 2010 IEEE International Conference on Services Computing\"\np657\nsI95374\nS\"ASONAM '11 Proceedings of the 2011 International Conference on Advances in Social Networks Analysis and Mining\"\np658\nsI1169\nS'IEEE Transactions on Computers'\np659\nsI97427\nS\"EUC'05 Proceedings of the 2005 international conference on Embedded and Ubiquitous Computing\"\np660\nsI1172\nS'IEEE Computer Graphics and Applications'\np661\nsI1174\nS'IEEE Design & Test'\np662\nsI1175\nS'IEEE Internet Computing'\np663\nsI1176\nS'IT Professional'\np664\nsI1177\nS'IEEE Micro'\np665\nsI1178\nS'IEEE Pervasive Computing'\np666\nsI1179\nS'IEEE Transactions on Mobile Computing'\np667\nsI1180\nS'IEEE Transactions on Pattern Analysis and Machine Intelligence'\np668\nsI1182\nS'IEEE MultiMedia'\np669\nsI1183\nS'Microprocessors & Microsystems'\np670\nsI1185\nS'The Computer Journal'\np671\nsI11427\nS'Computer Communications'\np672\nsI43889\nS\"NSDI'08 Proceedings of the 5th USENIX Symposium on Networked Systems Design and Implementation\"\np673\nsI49692\nS\"HPCC '08 Proceedings of the 2008 10th IEEE International Conference on High Performance Computing and Communications\"\np674\nsI95401\nS\"ICIG '11 Proceedings of the 2011 Sixth International Conference on Image and Graphics\"\np675\nsI95406\nS\"IPDPSW '11 Proceedings of the 2011 IEEE International Symposium on Parallel and Distributed Processing Workshops and PhD Forum\"\np676\nsI39112\nS\"GCC '07 Proceedings of the Sixth International Conference on Grid and Cooperative Computing\"\np677\nsI95412\nS\"ICWS '11 Proceedings of the 2011 IEEE International Conference on Web Services\"\np678\nsI97461\nS\"CIS '11 Proceedings of the 2011 Seventh International Conference on Computational Intelligence and Security\"\np679\nsI64694\nS\"ICMTMA '09 Proceedings of the 2009 International Conference on Measuring Technology and Mechatronics Automation - Volume 01\"\np680\nsI64695\nS\"ICMTMA '09 Proceedings of the 2009 International Conference on Measuring Technology and Mechatronics Automation - Volume 03\"\np681\nsI1210\nS'Distributed Computing'\np682\nsI1212\nS'International Journal of Systems Science'\np683\nsI91325\nS\"CSO '11 Proceedings of the 2011 Fourth International Joint Conference on Computational Sciences and Optimization\"\np684\nsI91326\nS\"ICDE '11 Proceedings of the 2011 IEEE 27th International Conference on Data Engineering\"\np685\nsI83135\nS\"WAIM'10 Proceedings of the 11th international conference on Web-age information management\"\np686\nsI116314\nS'Proceedings of the 28th Annual ACM Symposium on Applied Computing'\np687\nsI75638\nS\"DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications\"\np688\nsI126150\nS\"IIH-MSP '13 Proceedings of the 2013 Ninth International Conference on Intelligent Information Hiding and Multimedia Signal Processing\"\np689\nsI130248\nS'Proceedings of the 15th ACM international symposium on Mobile ad hoc networking and computing'\np690\nsI1225\nS\"ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 4 - Volume 04\"\np691\nsI52426\nS\"ICIRA '08 Proceedings of the First International Conference on Intelligent Robotics and Applications: Part II\"\np692\nsI68815\nS'IEEE Communications Magazine'\np693\nsI68816\nS'IEEE Network: The Magazine of Global Internetworking'\np694\nsI81106\nS'Proceedings of the 19th ACM International Symposium on High Performance Distributed Computing'\np695\nsI126163\nS\"UIC-ATC '13 Proceedings of the 2013 IEEE 10th International Conference on Ubiquitous Intelligence & Computing and 2013 IEEE 10th International Conference on Autonomic & Trusted Computing\"\np696\nsI68822\nS'IEEE Wireless Communications'\np697\nsI63353\nS\"ICWS '09 Proceedings of the 2009 IEEE International Conference on Web Services\"\np698\nsI97499\nS\"ICPADS '11 Proceedings of the 2011 IEEE 17th International Conference on Parallel and Distributed Systems\"\np699\nsI107740\nS'ACM SIGGRAPH 2012 Posters'\np700\nsI122998\nS\"WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management\"\np701\nsI97503\nS\"ICDMW '11 Proceedings of the 2011 IEEE 11th International Conference on Data Mining Workshops\"\np702\nsI97504\nS\"TRUSTCOM '11 Proceedings of the 2011IEEE 10th International Conference on Trust, Security and Privacy in Computing and Communications\"\np703\nsI63356\nS\"IPDPS '09 Proceedings of the 2009 IEEE International Symposium on Parallel&Distributed Processing\"\np704\nsI95469\nS\"SCC '11 Proceedings of the 2011 IEEE International Conference on Services Computing\"\np705\nsI130286\nS'Proceedings of the Twenty-Fifth Annual ACM-SIAM Symposium on Discrete Algorithms'\np706\nsI75645\nS\"APCC'09 Proceedings of the 15th Asia-Pacific conference on Communications\"\np707\nsI1264\nS'Journal of Computer Science and Technology'\np708\nsI54513\nS'Proceedings of the 2008 IEEE/ACM International Conference on Computer-Aided Design'\np709\nsI54515\nS'Proceedings of the 2009 Asia and South Pacific Design Automation Conference'\np710\nsI1277\nS\"DATE '03 Proceedings of the conference on Design, Automation and Test in Europe - Volume 1\"\np711\nsI67797\nS'Proceedings of the ACM International Conference on Image and Video Retrieval'\np712\nsI95490\nS'Proceedings of 2011 International Conference for High Performance Computing, Networking, Storage and Analysis'\np713\nsI105473\nS\"IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two\"\np714\nsI95493\nS'Proceedings of the 20th ACM international conference on Information and knowledge management'\np715\nsI99131\nS\"PCM'04 Proceedings of the 5th Pacific Rim Conference on Advances in Multimedia Information Processing - Volume Part II\"\np716\nsI97495\nS\"ICDM '11 Proceedings of the 2011 IEEE 11th International Conference on Data Mining\"\np717\nsI98381\nS\"DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I\"\np718\nsI39812\nS'Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems'\np719\nsI66844\nS'Proceedings of the 46th Annual Design Automation Conference'\np720\nsI97565\nS\"ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part II\"\np721\nsI66847\nS\"IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence\"\np722\nsI66848\nS'ACM Multimedia Conference'\np723\nsI126149\nS\"SMC '13 Proceedings of the 2013 IEEE International Conference on Systems, Man, and Cybernetics\"\np724\nsI60708\nS\"NSDI'09 Proceedings of the 6th USENIX symposium on Networked systems design and implementation\"\np725\nsI265094\nS\"SODA '04 Proceedings of the fifteenth annual ACM-SIAM symposium on Discrete algorithms\"\np726\nsI68904\nS\"CHINAGRID '09 Proceedings of the 2009 Fourth ChinaGrid Annual Conference\"\np727\nsI116863\nS'Proceedings of the 22nd international conference on World Wide Web companion'\np728\nsI95532\nS\"CLUSTER '11 Proceedings of the 2011 IEEE International Conference on Cluster Computing\"\np729\nsI68035\nS'IEEE Transactions on Multimedia'\np730\nsI79151\nS\"APWEB '10 Proceedings of the 2010 12th International Asia-Pacific Web Conference\"\np731\nsI95536\nS\"ICDMA '11 Proceedings of the 2011 Second International Conference on Digital Manufacturing & Automation\"\np732\nsI63368\nS\"MMIT '08 Proceedings of the 2008 International Conference on MultiMedia and Information Technology\"\np733\nsI66866\nS\"MM '09 Proceedings of the 17th ACM international conference on Multimedia\"\np734\nsI111923\nS\"Euro-Par'12 Proceedings of the 18th international conference on Parallel Processing\"\np735\nsI54580\nS\"ICDM '08 Proceedings of the 2008 Eighth IEEE International Conference on Data Mining\"\np736\nsI93493\nS'Proceedings of the 13th international conference on Ubiquitous computing'\np737\nsI129525\nS'Proceedings of the 2014 international conference on Autonomous agents and multi-agent systems'\np738\nsI97591\nS\"ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications\"\np739\nsI63370\nS\"PERCOM '09 Proceedings of the 2009 IEEE International Conference on Pervasive Computing and Communications\"\np740\nsI124297\nS\"ICDCS '13 Proceedings of the 2013 IEEE 33rd International Conference on Distributed Computing Systems\"\np741\nsI79170\nS\"CMC '10 Proceedings of the 2010 International Conference on Communications and Mobile Computing - Volume 01\"\np742\nsI118083\nS\"ICDE '13 Proceedings of the 2013 IEEE International Conference on Data Engineering (ICDE 2013)\"\np743\nsI107848\nS\"SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval\"\np744\nsI66890\nS\"WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01\"\np745\nsI118091\nS\"IPDPS '13 Proceedings of the 2013 IEEE 27th International Symposium on Parallel and Distributed Processing\"\np746\nsI117819\nS'Frontiers of Computer Science: Selected Publications from Chinese Universities'\np747\nsI136531\nS'Proceedings of the 24th International Conference on World Wide Web'\np748\nsI184095\nS'Proceedings of the 2002 ACM SIGMOD international conference on Management of data'\np749\nsI41781\nS'International Journal of Web and Grid Services'\np750\nsI66903\nS\"CSE '09 Proceedings of the 2009 International Conference on Computational Science and Engineering - Volume 02\"\np751\nsI136536\nS'Proceedings of the 24th International Conference on World Wide Web Companion'\np752\nsI70543\nS\"IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks\"\np753\nsI124252\nS\"BCGIN '13 Proceedings of the 2013 International Conference on Business Computing and Global Informatization\"\np754\nsI105476\nS\"IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three\"\np755\nsI67795\nS'Proceedings of the 18th ACM conference on Information and knowledge management'\np756\nsI66915\nS\"IAS '09 Proceedings of the 2009 Fifth International Conference on Information Assurance and Security - Volume 01\"\np757\nsI5476\nS'International Journal of Approximate Reasoning'\np758\nsI128913\nS\"ACPR '13 Proceedings of the 2013 2nd IAPR Asian Conference on Pattern Recognition\"\np759\nsI66921\nS\"HIS '09 Proceedings of the 2009 Ninth International Conference on Hybrid Intelligent Systems - Volume 03\"\np760\nsI68970\nS\"FSKD '09 Proceedings of the 2009 Sixth International Conference on Fuzzy Systems and Knowledge Discovery - Volume 05\"\np761\nsI83310\nS'International Journal of Automation and Computing'\np762\nsI68975\nS\"ICDM '09 Proceedings of the 2009 Ninth IEEE International Conference on Data Mining\"\np763\nsI68976\nS\"ICDMW '09 Proceedings of the 2009 IEEE International Conference on Data Mining Workshops\"\np764\nsI91505\nS'Quantum Information & Computation'\np765\nsI68978\nS\"ICEET '09 Proceedings of the 2009 International Conference on Energy and Environment Technology - Volume 01\"\np766\nsI5491\nS\"ICDE '05 Proceedings of the 21st International Conference on Data Engineering\"\np767\nsI5492\nS\"ICIG '04 Proceedings of the Third International Conference on Image and Graphics\"\np768\nsI5493\nS\"IPDPS '05 Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Papers - Volume 01\"\np769\nsI124278\nS\"EIDWT '13 Proceedings of the 2013 Fourth International Conference on Emerging Intelligent Data and Web Technologies\"\np770\nsI66938\nS\"ICCCN '09 Proceedings of the 2009 Proceedings of 18th International Conference on Computer Communications and Networks\"\np771\nsI131647\nS'Proceedings of the 23rd ACM International Conference on Conference on Information and Knowledge Management'\np772\nsI116252\nS\"IMCCC '12 Proceedings of the 2012 Second International Conference on Instrumentation, Measurement, Computer, Communication and Control\"\np773\nsI124287\nS\"GREENCOM-ITHINGS-CPSCOM '13 Proceedings of the 2013 IEEE International Conference on Green Computing and Communications and IEEE Internet of Things and IEEE Cyber, Physical and Social Computing\"\np774\nsI132482\nS\"BIGDATACONGRESS '14 Proceedings of the 2014 IEEE International Congress on Big Data\"\np775\nsI84203\nS\"CASON '10 Proceedings of the 2010 International Conference on Computational Aspects of Social Networks\"\np776\nsI124293\nS\"ICCIS '13 Proceedings of the 2013 International Conference on Computational and Information Sciences\"\np777\nsI44422\nS\"ISQED '08 Proceedings of the 9th international symposium on Quality Electronic Design\"\np778\nsI11655\nS\"SIGMETRICS '06/Performance '06 Proceedings of the joint international conference on Measurement and modeling of computer systems\"\np779\nsI47340\nS'Proceedings of the 2008 ACM/IEEE conference on Supercomputing'\np780\nsI114058\nS'Proceedings of the 10th ACM Conference on Embedded Network Sensor Systems'\np781\nsI36759\nS'ACM SIGGRAPH 2007 papers'\np782\nsI5518\nS'Information and Software Technology'\np783\nsI95631\nS'Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems'\np784\nsI41880\nS'Proceedings of the 2008 ACM symposium on Applied computing'\np785\nsI132498\nS\"IPDPSW '14 Proceedings of the 2014 IEEE International Parallel & Distributed Processing Symposium Workshops\"\np786\nsI98883\nS\"ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part III\"\np787\nsI124310\nS\"IMCCC '13 Proceedings of the 2013 Third International Conference on Instrumentation, Measurement, Computer, Communication and Control\"\np788\nsI5529\nS'Proceedings of the SIGCHI Conference on Human Factors in Computing Systems'\np789\nsI97519\nS\"ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I\"\np790\nsI263582\nS\"SAINT-W '04 Proceedings of the 2004 Symposium on Applications and the Internet-Workshops (SAINT 2004 Workshops)\"\np791\nsI63045\nS'Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval'\np792\nsI263586\nS'Proceedings of the conference on Design, automation and test in Europe - Volume 1'\np793\nsI124323\nS\"MASS '13 Proceedings of the 2013 IEEE 10th International Conference on Mobile Ad-Hoc and Sensor Systems\"\np794\nsI40360\nS\"WI '07 Proceedings of the IEEE/WIC/ACM International Conference on Web Intelligence\"\np795\nsI40362\nS'ACM Transactions on Reconfigurable Technology and Systems (TRETS)'\np796\nsI11691\nS'Proceedings of the 2006 ACM symposium on Applied computing'\np797\nsI23987\nS'Digital Signal Processing'\np798\nsI199582\nS\"PCM '01 Proceedings of the Second IEEE Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing\"\np799\nsI262729\nS'Proceedings of the 2003 ACM symposium on Applied computing'\np800\nsI11704\nS'ACM SIGGRAPH 2006 Papers'\np801\nsI927\nS'Mathematics of Operations Research'\np802\nsI3521\nS'Neurocomputing'\np803\nsI72267\nS\"FCST '09 Proceedings of the 2009 Fourth International Conference on Frontier of Computer Science and Technology\"\np804\nsI11716\nS'Proceedings of the 2006 ACM SIGMOD international conference on Management of data'\np805\nsI116167\nS\"BIBMW '12 Proceedings of the 2012 IEEE International Conference on Bioinformatics and Biomedicine Workshops (BIBMW)\"\np806\nsI118217\nS\"CLOUD '13 Proceedings of the 2013 IEEE Sixth International Conference on Cloud Computing\"\np807\nsI5578\nS\"CHI '05 Extended Abstracts on Human Factors in Computing Systems\"\np808\nsI5580\nS'International Journal of High Performance Computing Applications'\np809\nsI118221\nS\"ICWS '13 Proceedings of the 2013 IEEE 20th International Conference on Web Services\"\np810\nsI118222\nS\"SCC '13 Proceedings of the 2013 IEEE International Conference on Services Computing\"\np811\nsI56783\nS'Proceedings of the 2009 ACM symposium on Applied Computing'\np812\nsI118224\nS\"CVPR '13 Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition\"\np813\nsI116178\nS\"CIT '12 Proceedings of the 2012 IEEE 12th International Conference on Computer and Information Technology\"\np814\nsI5588\nS'Simulation'\np815\nsI5590\nS\"GLSVLSI '05 Proceedings of the 15th ACM Great Lakes symposium on VLSI\"\np816\nsI137336\nS\"HPCC '14 Proceedings of the 2014 IEEE Intl Conf on High Performance Computing and Communications, 2014 IEEE 6th Intl Symp on Cyberspace Safety and Security, 2014 IEEE 11th Intl Conf on Embedded Software and Syst (HPCC,CSS,ICESS)\"\np817\nsI44508\nS'Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining'\np818\nsI139752\nS\"SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data\"\np819\nsI41893\nS\"CoNEXT '07 Proceedings of the 2007 ACM CoNEXT conference\"\np820\nsI79331\nS\"CCNC'10 Proceedings of the 7th IEEE conference on Consumer communications and networking conference\"\np821\nsI44518\nS'Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 2'\np822\nsI196249\nS'IEEE Expert: Intelligent Systems and Their Applications'\np823\nsI5612\nS\"AINA '05 Proceedings of the 19th International Conference on Advanced Information Networking and Applications - Volume 1\"\np824\nsI93001\nS'Proceedings of the 2011 SIGGRAPH Asia Conference'\np825\nsI40432\nS\"ICICIC '07 Proceedings of the Second International Conference on Innovative Computing, Informatio and Control\"\np826\nsI8787\nS'Proceedings of the twentieth ACM symposium on Operating systems principles'\np827\nsI124303\nS\"ICIG '13 Proceedings of the 2013 Seventh International Conference on Image and Graphics\"\np828\nsI34294\nS'Integrated Computer-Aided Engineering'\np829\nsI3576\nS\"MMM '05 Proceedings of the 11th International Multimedia Modelling Conference\"\np830\nsI40445\nS\"IIH-MSP '07 Proceedings of the Third International Conference on International Information Hiding and Multimedia Signal Processing (IIH-MSP 2007) - Volume 01\"\np831\nsI128939\nS\"WISA '13 Proceedings of the 2013 10th Web Information System and Application Conference\"\np832\nsI52043\nS\"CSSE '08 Proceedings of the 2008 International Conference on Computer Science and Software Engineering - Volume 04\"\np833\nsI41787\nS'International Journal of Sensor Networks'\np834\nsI116235\nS\"ICDM '12 Proceedings of the 2012 IEEE 12th International Conference on Data Mining\"\np835\nsI3596\nS'International Journal of Robotics Research'\np836\nsI36781\nS\"SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval\"\np837\nsI3600\nS'Random Structures & Algorithms'\np838\nsI72280\nS\"ICPADS '09 Proceedings of the 2009 15th International Conference on Parallel and Distributed Systems\"\np839\nsI40467\nS\"SKG '07 Proceedings of the Third International Conference on Semantics, Knowledge and Grid\"\np840\nsI124439\nS\"TRUSTCOM '13 Proceedings of the 2013 12th IEEE International Conference on Trust, Security and Privacy in Computing and Communications\"\np841\nsI141317\nS'Proceedings of the 37th Annual Design Automation Conference'\np842\nsI5660\nS'Concurrency and Computation: Practice & Experience'\np843\nsI116253\nS\"ICPADS '12 Proceedings of the 2012 IEEE 18th International Conference on Parallel and Distributed Systems\"\np844\nsI116263\nS\"MINES '12 Proceedings of the 2012 Fourth International Conference on Multimedia Information Networking and Security\"\np845\nsI116266\nS\"MACE '12 Proceedings of the 2012 Third International Conference on Mechanic Automation and Control Engineering\"\np846\nsI116267\nS\"SCC '12 Proceedings of the 2012 SC Companion: High Performance Computing, Networking Storage and Analysis\"\np847\nsI117341\nS'Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service'\np848\nsI124466\nS'Proceedings of the 29th Annual ACM Symposium on Applied Computing'\np849\nsI116275\nS\"PDCAT '12 Proceedings of the 2012 13th International Conference on Parallel and Distributed Computing, Applications and Technologies\"\np850\nsI56884\nS'ACM SIGGRAPH 2009 papers'\np851\nsI69476\nS\"PCS'09 Proceedings of the 27th conference on Picture Coding Symposium\"\np852\nsI88671\nS'Proceedings of the 20th international conference companion on World wide web'\np853\nsI65589\nS\"AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1\"\np854\nsI116286\nS\"SC '12 Proceedings of the 2012 International Conference for High Performance Computing, Networking, Storage and Analysis\"\np855\nsI72288\nS\"ICICIC '09 Proceedings of the 2009 Fourth International Conference on Innovative Computing, Information and Control\"\np856\nsI13893\nS\"CIT '06 Proceedings of the Sixth IEEE International Conference on Computer and Information Technology\"\np857\nsI130632\nS'Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct Publication'\np858\nsI3657\nS'Journal of Optimization Theory and Applications'\np859\nsI110861\nS'Proceedings of the 20th ACM international conference on Multimedia'\np860\nsI13912\nS\"GCCW '06 Proceedings of the Fifth International Conference on Grid and Cooperative Computing Workshops\"\np861\nsI108121\nS\"CLOUD '12 Proceedings of the 2012 IEEE Fifth International Conference on Cloud Computing\"\np862\nsI56922\nS\"DASFAA '09 Proceedings of the 14th International Conference on Database Systems for Advanced Applications\"\np863\nsI108123\nS\"CMCSN '12 Proceedings of the 2012 International Conference on Computing, Measurement, Control and Sensor Network\"\np864\nsI3677\nS'ACM Transactions on Storage (TOS)'\np865\nsI56926\nS\"APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management\"\np866\nsI13923\nS\"ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2\"\np867\nsI13924\nS\"ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 3 (ICME '03) - Volume 03\"\np868\nsI13925\nS\"ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 03\"\np869\nsI13926\nS\"ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 02\"\np870\nsI13927\nS\"ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 04\"\np871\nsI13928\nS'Circuits, Systems, and Signal Processing'\np872\nsI13929\nS\"ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 01\"\np873\nsI98919\nS\"ICCNMC'05 Proceedings of the Third international conference on Networking and Mobile Computing\"\np874\nsI13933\nS\"ISDA '06 Proceedings of the Sixth International Conference on Intelligent Systems Design and Applications - Volume 02\"\np875\nsI110525\nS\"SC '12 Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis\"\np876\nsI135443\nS\"ICPR '14 Proceedings of the 2014 22nd International Conference on Pattern Recognition\"\np877\nsI91764\nS\"ICDCS '11 Proceedings of the 2011 31st International Conference on Distributed Computing Systems\"\np878\nsI111623\nS'Proceedings of the 21st ACM international conference on Information and knowledge management'\np879\nsI196595\nS'Proceedings of the tenth ACM international conference on Multimedia'\np880\nsI108162\nS\"ICCAD '11 Proceedings of the 2011 IEEE/ACM International Conference on Computer-Aided Design\"\np881\nsI108163\nS\"ICDCS '12 Proceedings of the 2012 IEEE 32nd International Conference on Distributed Computing Systems\"\np882\nsI108164\nS\"ICCV '11 Proceedings of the 2011 International Conference on Computer Vision\"\np883\nsI84246\nS\"ICECE '10 Proceedings of the 2010 International Conference on Electrical and Control Engineering\"\np884\nsI36491\nS\"ICDCS '07 Proceedings of the 27th International Conference on Distributed Computing Systems\"\np885\nsI5775\nS\"WWW '05 Special interest tracks and posters of the 14th international conference on World Wide Web\"\np886\nsI108176\nS\"IPDPSW '12 Proceedings of the 2012 IEEE 26th International Parallel and Distributed Processing Symposium Workshops & PhD Forum\"\np887\nsI142993\nS'Proceedings of the 38th annual Design Automation Conference'\np888\nsI108184\nS\"IPDPS '12 Proceedings of the 2012 IEEE 26th International Parallel and Distributed Processing Symposium\"\np889\nsI34457\nS'Proceedings of the 16th international conference on World Wide Web'\np890\nsI69279\nS\"NCM '09 Proceedings of the 2009 Fifth International Joint Conference on INC, IMS and IDC\"\np891\nsI74352\nS'ACM SIGGRAPH 2010 papers'\np892\nsI5798\nS'ACM Journal on Emerging Technologies in Computing Systems (JETC)'\np893\nsI72988\nS\"ICIG '09 Proceedings of the 2009 Fifth International Conference on Image and Graphics\"\np894\nsI108897\nS'Proceedings of the 2012 ACM Conference on Ubiquitous Computing'\np895\nsI67248\nS'IEEE Transactions on Circuits and Systems for Video Technology'\np896\nsI5819\nS'International Journal of Intelligent Systems'\np897\nsI108220\nS\"TRUSTCOM '12 Proceedings of the 2012 IEEE 11th International Conference on Trust, Security and Privacy in Computing and Communications\"\np898\nsI40643\nS'Journal of Signal Processing Systems'\np899\nsI34514\nS'Proceedings of the 2007 ACM symposium on Applied computing'\np900\nsI67285\nS\"IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence\"\np901\nsI263566\nS'Proceedings of the 2004 ACM symposium on Applied computing'\np902\nsI9943\nS\"CIT '05 Proceedings of the The Fifth International Conference on Computer and Information Technology\"\np903\nsI9945\nS\"ICEBE '05 Proceedings of the IEEE International Conference on e-Business Engineering\"\np904\nsI81627\nS'ACM Transactions on Intelligent Systems and Technology (TIST)'\np905\nsI104156\nS'Proceedings of the 49th Annual Design Automation Conference'\np906\nsI5854\nS'Proceedings of the 42nd annual Design Automation Conference'\np907\nsI293\nS'Journal of Combinatorial Theory Series B'\np908\nsI69346\nS'Proceedings of the 2009 International Conference on Computer-Aided Design'\np909\nsI76411\nS'Proceedings of the 2010 ACM SIGMOD International Conference on Management of data'\np910\nsI55012\nS\"ICMCS '99 Proceedings of the IEEE International Conference on Multimedia Computing and Systems - Volume 2\"\np911\nsI50921\nS'Proceedings of the 17th ACM conference on Information and knowledge management'\np912\nsI10535\nS'Telecommunications Systems'\np913\nsI77550\nS\"ICC'09 Proceedings of the 2009 IEEE international conference on Communications\"\np914\nsI39208\nS\"ICNC '07 Proceedings of the Third International Conference on Natural Computation - Volume 01\"\np915\nsI9970\nS\"ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining\"\np916\nsI108783\nS'ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012'\np917\nsI5879\nS'Proceedings of the 2005 ACM SIGMOD international conference on Management of data'\np918\nsI91900\nS'Proceedings of the ACM SIGCOMM 2011 conference'\np919\nsI39210\nS\"ICIG '07 Proceedings of the Fourth International Conference on Image and Graphics\"\np920\nsI2347\nS'BYTE'\np921\nsI71429\nS\"CCDC'09 Proceedings of the 21st annual international conference on Chinese Control and Decision Conference\"\np922\nsI53548\nS\"IITAW '08 Proceedings of the 2008 International Symposium on Intelligent Information Technology Application Workshops\"\np923\nsI93964\nS\"WAIM'11 Proceedings of the 12th international conference on Web-age information management\"\np924\nsI35249\nS\"ICDMW '06 Proceedings of the Sixth IEEE International Conference on Data Mining - Workshops\"\np925\nsI135470\nS\"TRUSTCOM '14 Proceedings of the 2014 IEEE 13th International Conference on Trust, Security and Privacy in Computing and Communications\"\np926\nsI55066\nS'Proceedings of the 40th Conference on Winter Simulation'\np927\nsI77595\nS\"ICIP'09 Proceedings of the 16th IEEE international conference on Image processing\"\np928\nsI85788\nS\"CLOUDCOM '10 Proceedings of the 2010 IEEE Second International Conference on Cloud Computing Technology and Science\"\np929\nsI5917\nS'International Journal of Communication Systems'\np930\nsI108165\nS\"ICBEB '12 Proceedings of the 2012 International Conference on Biomedical Engineering and Biotechnology\"\np931\nsI77600\nS\"ROBIO'09 Proceedings of the 2009 international conference on Robotics and biomimetics\"\np932\nsI262448\nS\"ICCIMA '03 Proceedings of the 5th International Conference on Computational Intelligence and Multimedia Applications\"\np933\nsI135473\nS\"MASS '14 Proceedings of the 2014 IEEE 11th International Conference on Mobile Ad Hoc and Sensor Systems\"\np934\nsI115857\nS'Proceeding of the 11th annual international conference on Mobile systems, applications, and services'\np935\nsI5931\nS\"GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation\"\np936\nsI63276\nS\"CSO '09 Proceedings of the 2009 International Joint Conference on Computational Sciences and Optimization - Volume 01\"\np937\nsI65597\nS\"AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2\"\np938\nsI132497\nS\"ICDCS '14 Proceedings of the 2014 IEEE 34th International Conference on Distributed Computing Systems\"\np939\nsI5939\nS\"CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01\"\np940\nsI5942\nS\"ICDCS '05 Proceedings of the 25th IEEE International Conference on Distributed Computing Systems\"\np941\nsI124728\nS'Proceedings of the 7th ACM international conference on Web search and data mining'\np942\nsI5945\nS\"CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02\"\np943\nsI51002\nS\"MM '08 Proceedings of the 16th ACM international conference on Multimedia\"\np944\nsI10045\nS\"SODA '06 Proceedings of the seventeenth annual ACM-SIAM symposium on Discrete algorithm\"\np945\nsI5950\nS'Journal of Software Maintenance: Research and Practice'\np946\nsI126603\nS\"ICCV '13 Proceedings of the 2013 IEEE International Conference on Computer Vision\"\np947\nsI1861\nS'The VLDB Journal \\xe2\\x80\\x94 The International Journal on Very Large Data Bases'\np948\nsI75590\nS\"ICMTMA '10 Proceedings of the 2010 International Conference on Measuring Technology and Mechatronics Automation - Volume 02\"\np949\nsI91444\nS'Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval'\np950\nsI1864\nS'Quantum Information Processing'\np951\nsI75593\nS\"ICMTMA '10 Proceedings of the 2010 International Conference on Measuring Technology and Mechatronics Automation - Volume 03\"\np952\nsI262830\nS\"MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia\"\np953\nsI130893\nS'Proceedings of the ACM International Conference on Multimedia'\np954\nsI1871\nS'ACM Transactions on Mathematical Software (TOMS)'\np955\nsI63312\nS\"ICASSP '09 Proceedings of the 2009 IEEE International Conference on Acoustics, Speech and Signal Processing\"\np956\nsI68326\nS'IEEE Transactions on Wireless Communications'\np957\nsI203217\nS\"AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems\"\np958\nsI63319\nS\"ICDCS '09 Proceedings of the 2009 29th IEEE International Conference on Distributed Computing Systems\"\np959\nsI34648\nS'Proceedings of the 2007 ACM SIGMOD international conference on Management of data'\np960\nsI5983\nS\"SODA '05 Proceedings of the sixteenth annual ACM-SIAM symposium on Discrete algorithms\"\np961\nsI63328\nS\"ICCSN '09 Proceedings of the 2009 International Conference on Communication Software and Networks\"\np962\nsI14180\nS'Proceedings of the 4th international conference on Embedded networked sensor systems'\np963\nsI51047\nS\"MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval\"\np964\nsI75624\nS\"FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5\"\np965\nsI39753\nS\"VLDB '07 Proceedings of the 33rd international conference on Very large data bases\"\np966\nsI136168\nS'Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data'\np967\nsI40820\nS'Winter Simulation Conference'\np968\nsI6006\nS'Computer Networks and ISDN Systems'\np969\nsI14199\nS\"CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management\"\np970\nsI14200\nS'Journal of Electronic Materials'\np971\nsI1913\nS'ACM SIGARCH Computer Architecture News'\np972\nsI51068\nS'Proceedings of the 6th ACM conference on Embedded network sensor systems'\np973\nsI1917\nS'IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)'\np974\nsI117131\nS'Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining'\np975\nsI10113\nS'Proceedings of the 2004 IEEE/ACM International conference on Computer-aided design'\np976\nsI63367\nS\"WAINA '09 Proceedings of the 2009 International Conference on Advanced Information Networking and Applications Workshops\"\np977\nsI1928\nS'Information Systems'\np978\nsI96236\nS\"ICADL'04 Proceedings of the 7th international Conference on Digital Libraries: international collaboration and cross-fertilization\"\np979\nsI1930\nS'Journal of the American Society for Information Science and Technology'\np980\nsI118082\nS\"IPDPSW '13 Proceedings of the 2013 IEEE 27th International Symposium on Parallel and Distributed Processing Workshops and PhD Forum\"\np981\nsI63374\nS\"JCAI '09 Proceedings of the 2009 International Joint Conference on Artificial Intelligence\"\np982\nsI76648\nS'Proceedings of the 6th International Wireless Communications and Mobile Computing Conference'\np983\nsI137108\nS'Proceedings of the 2015 Design, Automation & Test in Europe Conference & Exhibition'\np984\nsI87957\nS\"COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters\"\np985\nsI6038\nS'Wireless Communications & Mobile Computing'\np986\nsI10135\nS'Pervasive and Mobile Computing'\np987\nsI40857\nS\"EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology\"\np988\nsI1947\nS'IEEE Intelligent Systems'\np989\nsI112965\nS\"CSSS '12 Proceedings of the 2012 International Conference on Computer Science and Service System\"\np990\nsI130976\nS\"IPDPS '14 Proceedings of the 2014 IEEE 28th International Parallel and Distributed Processing Symposium\"\np991\nsI1953\nS\"CIT '04 Proceedings of the The Fourth International Conference on Computer and Information Technology\"\np992\nsI14242\nS'Proceedings of the 2006 ACM/IEEE conference on Supercomputing'\np993\nsI116643\nS'Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval'\np994\nsI133029\nS\"CVPR '14 Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition\"\np995\nsI85928\nS\"ICCIS '10 Proceedings of the 2010 International Conference on Computational and Information Sciences\"\np996\nsI85930\nS\"ICDMW '10 Proceedings of the 2010 IEEE International Conference on Data Mining Workshops\"\np997\nsI85931\nS\"ICDM '10 Proceedings of the 2010 IEEE International Conference on Data Mining\"\np998\nsI1964\nS\"WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence\"\np999\nsI1965\nS\"SCC '04 Proceedings of the 2004 IEEE International Conference on Services Computing\"\np1000\nsI34739\nS\"WI '06 Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence\"\np1001\nsI1973\nS'Proceedings of the 41st annual Design Automation Conference'\np1002\nsI97449\nS\"APWeb'06 Proceedings of the 2006 international conference on Advanced Web and Network Technologies, and Applications\"\np1003\nsI6076\nS'ACM SIGGRAPH 2005 Papers'\np1004\nsI97610\nS'Proceedings of the fifth ACM international conference on Web search and data mining'\np1005\nsI1984\nS'IEEE Transactions on Dependable and Secure Computing'\np1006\nsI124871\nS\"CHI '14 Extended Abstracts on Human Factors in Computing Systems\"\np1007\nsI10186\nS'IEEE Computer Architecture Letters'\np1008\nsI34765\nS\"AINA '07 Proceedings of the 21st International Conference on Advanced Networking and Applications\"\np1009\nsI34767\nS\"AINAW '07 Proceedings of the 21st International Conference on Advanced Information Networking and Applications Workshops - Volume 01\"\np1010\nsI68259\nS'IEEE Transactions on Intelligent Transportation Systems'\np1011\nsI96212\nS\"ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II\"\np1012\nsI42966\nS\"BMEI '08 Proceedings of the 2008 International Conference on BioMedical Engineering and Informatics - Volume 01\"\np1013\nsI2008\nS'IEEE Transactions on Very Large Scale Integration (VLSI) Systems'\np1014\nsI36825\nS'Proceedings of the 44th annual Design Automation Conference'\np1015\nsI52100\nS\"ISCID '08 Proceedings of the 2008 International Symposium on Computational Intelligence and Design - Volume 01\"\np1016\nsI199880\nS'Proceedings of the 27th International Conference on Very Large Data Bases'\np1017\nsI96221\nS\"WISE'06 Proceedings of the 7th international conference on Web Information Systems\"\np1018\nsI105125\nS\"STOC '95 Proceedings of the twenty-seventh annual ACM symposium on Theory of computing\"\np1019\nsI202720\nS\"ASP-DAC '02 Proceedings of the 2002 Asia and South Pacific Design Automation Conference\"\np1020\nsI61410\nS'Proceedings of the 2009 ACM SIGMOD International Conference on Management of data'\np1021\nsI105467\nS'International Journal of Information Management: The Journal for Information Professionals'\np1022\nsI101030\nS'ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings'\np1023\nsI130648\nS'Proceedings of the 20th annual international conference on Mobile computing and networking'\np1024\nsI96234\nS\"CIS'04 Proceedings of the First international conference on Computational and Information Science\"\np1025\nsI6124\nS'Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval'\np1026\nsI14319\nS\"APSCC '06 Proceedings of the 2006 IEEE Asia-Pacific Conference on Services Computing\"\np1027\nsI65453\nS\"ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications\"\np1028\nsI14323\nS\"E-SCIENCE '06 Proceedings of the Second IEEE International Conference on e-Science and Grid Computing\"\np1029\nsI202740\nS\"IPDPS '03 Proceedings of the 17th International Symposium on Parallel and Distributed Processing\"\np1030\nsI94197\nS'Proceedings of the Third International Conference on Internet Multimedia Computing and Service'\np1031\nsI96246\nS\"APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development\"\np1032\nsI108201\nS\"SCC '12 Proceedings of the 2012 IEEE Ninth International Conference on Services Computing\"\np1033\nsI264394\nS\"ICDE '04 Proceedings of the 20th International Conference on Data Engineering\"\np1034\nsI133114\nS'Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis'\np1035\nsI97383\nS'Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium'\np1036\nssS'args'\np1037\n(dp1038\nS'datafile'\np1039\nS'/home/luckiezhou/Projects/graphemb/citedata/citation-acm-v8.txt'\np1040\nsS'maxyear'\np1041\nI2015\nsS'minpub'\np1042\nI15\nsS'nnodes'\np1043\nI2000\nsS'minattend'\np1044\nI20\nsS'minyear'\np1045\nI1980\nsS'output'\np1046\nS'citation-acm-v8.txt.1980.2015.2000.pickle'\np1047\nssS'graphs'\np1048\n(dp1049\nI1980\nccore.mygraph\nGraph_Int32_Float\np1050\n(tRp1051\n(S'2000\\n87\\n0\\n91\\n0\\n100\\n0\\n103\\n0\\n181\\n0\\n259\\n0\\n260\\n0\\n457\\n0\\n656\\n0\\n667\\n0\\n749\\n0\\n759\\n0\\n791\\n0\\n807\\n0\\n808\\n0\\n848\\n0\\n879\\n0\\n953\\n0\\n955\\n0\\n977\\n0\\n989\\n0\\n1018\\n0\\n1524\\n0\\n1584\\n0\\n1588\\n0\\n1593\\n0\\n1598\\n0\\n1776\\n0\\n1864\\n0\\n1919\\n0\\n2150\\n0\\n2171\\n0\\n2176\\n0\\n2181\\n0\\n2184\\n0\\n2200\\n0\\n2204\\n0\\n2246\\n0\\n2300\\n0\\n2455\\n0\\n2460\\n0\\n2482\\n0\\n2494\\n0\\n2517\\n0\\n2534\\n0\\n2558\\n1 17249 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}, { "path": "docs/README.md", "content": "\n\n### Dynamic Network Embedding\n\nThe goal of so-called \"network embedding\" is to project each vertex in a graph to a vector in a low-dimensional space. The task attracts considerable research efforts recently, and often serves as a basic feature extraction method for more complex problems. Existing work on network embedding focus mainly on static networks [2,3], however, most real-world networks regards evolution as their natural characteristics, and there are numerous researches that focus on the internal mechanism of network dynamics [4,5].\n\nThe network embedding problem on dynamic networks, i.e. the *Dynamic Network Embedding* has become more and more popular, because on one hand it inherits all the merits from network embedding -- extracting reliable compact features for graphs, and on the other hand it fits into dynamic scenarios that we often meet in real world. As far as we know, there is no widely-accepted dynamic network embedding algorithm that is proved to work well in practice.\n\nMost existing dynamic network embedding algorithms generally hold two common assumptions, namely social homophily and temporal smoothness [6, 7]. The social homophily assumption includes all kinds of structural proximities that is well studied in the static networks, and temporal smoothness is about the relation between the projection of the same vertex in consecutive time steps, which often depicts a smooth change over time. However, these assumptions consider spatial and temporal relations separately, and can hardly capture complex network evolution patterns (i.e. the patterns of structural change).\n\n### Triadic Closure Process and Social Strategy\n\nAs an effort to take evolution patterns directly into account, we try to model some basic patterns in our dynamic network embedding algorithm. Triangles are known to be a common component of a social network, and the closing of a triangles is considered one of the most important factors for a new edge to emerge [8]. As a result, *the Triadic Closure Process* is directly modeled in the dynamic network embedding algorithm proposed in our new AAAI 18 paper [1].\n\nIn a social network, *the Triadic Closure Process* describes the scenario when users are introduced to each other by their common friend. Obviously, the probability of two users to be acquainted with each other depends on the eagerness of their common friends to introduce them to each other, and we call such eagerness the *social strategy* of the user (indeed, the name is not precise as what we discuss here reflects only a part of the literal meaning of social strategy). It is natural to assume that the *social strategy* varies for each user (vertex) in the network. As shown in the figure below, user A tends to introduce new links between his/her friends while user B tends to keep the relations unchanged. \n\n
\n

\n
\n\n### Dynamic Network Embedding by Modeling Triadic Closure Process\n\nThe core idea of paper [1] is to model the willingness of a user to introduce his/her friends to each other, which we call *social strategy*, according to their relation strengths, and integrate this information into the embedding vector of this user. \n\nThe proposed algorithm defines a triadic loss for each open triangle (two edges among three vertices), computed according to the relative positions of the three vertices in the latent space, the weight of edges between them and whether the open triangle closes in the next time step. Specifically, given unlinked users i and j who share a common friend k at time step t, the probability of the triangle to close is\n\n$$ P_{tr}^t(i,j,k) = \\frac{1}{1+\\exp(-\\langle \\mathbf{\\theta},\\mathbf{x}_{ijk}^t \\rangle)} $$\n\nwhere\n\n$$ \\mathbf{x}_{ijk}^t = w_{ik}^t * (\\mathbf{u}_k^t - \\mathbf{u}_i^t) + w_{jk}^t * (\\mathbf{u}_k^t - \\mathbf{u}_j^t) $$\n\nis determined by the weight of the edges and relative position of vertex embedding vectors in the triangle. \n\n\nThe overall loss for triadic closure process is defined by summing up the negative log closing probability of open triangles sampled in the network. Together with the basic assumptions of social homophily and temporal smoothness, we define a loss function for each assumption and convert the embedding task into an optimization problem. The optimization problem can be effectively solved with EM algorithm. Refer to [1] for details about the loss function.\n\n### Evaluation Results\n\nA number of experiments are conducted to show the effectiveness of our algorithm, among which is a visualization of vertex representations on \"Academic\" data set in [1], as shown below\n\n
\n

\n
\n\nThe original embedding vectors in the visualization is calculated in the 5th time step in Academic data set, and the vertices are labeled according to the information extracted from the 6th time step. The projection to the 2D plane is performed using t-SNE algorithm.\n\nData mining members enjoy so wide interests that they are often found cooperating with users from other fields, as a result, they are more or less inseparable from other communities in our visualization. However, our algorithm shows the best result among the baselines thanks to the dynamic information we incorporated into our embedding vectors.\n\n### Reference\n\n[1] Zhou, L; Yang, Y; Ren, X; Wu, F and Zhuang, Y, 2018, Dynamic Network Embedding by Modelling Triadic Closure Process, In AAAI, 2018 \n\n[2] Perozzi, B., Al-Rfou, R. and Skiena, S. (2014, August). Deepwalk: Online learning of social representations. In Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining (pp. 701-710). ACM.\n\n[3] Grover, A. and Leskovec, J. (2016, August). node2vec: Scalable feature learning for networks. In Proceedings of the 22nd ACM SIGKDD international conference on Knowledge discovery and data mining (pp. 855-864). ACM.\n\n[4] Sun, J., Faloutsos, C., Papadimitriou, S. and Yu, P. S. (2007, August). Graphscope: parameter-free mining of large time-evolving graphs. In Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining (pp. 687-696). ACM.\n\n[5] Zhuang, H., Sun, Y., Tang, J., Zhang, J. and Sun, X. (2013, December). Influence maximization in dynamic social networks. In Data Mining (ICDM), 2013 IEEE 13th International Conference on (pp. 1313-1318). IEEE.\n\n[6] Zhu, L., Guo, D., Yin, J., Ver Steeg, G. and Galstyan, A. (2016). Scalable temporal latent space inference for link prediction in dynamic social networks. IEEE Transactions on Knowledge and Data Engineering, 28(10), 2765-2777.\n\n[7] Heaukulani, C. and Ghahramani, Z. (2013, February). Dynamic probabilistic models for latent feature propagation in social networks. In International Conference on Machine Learning (pp. 275-283).\n\n[8] Gamst, F. C. (1991). Foundations of social theory. Anthropology of Work Review, 12(3), 19-25." }, { "path": "docs/_config.yml", "content": "theme: jekyll-theme-slate\ntitle: DynamicTriad\ndescription: Dynamic Network Embedding by Modeling Triadic Closure Process [1]\n" }, { "path": "docs/_layouts/default.html", "content": "\n\n\n \n \n \n \n \n\n \n {% endif %}\n \n \n" }, { "path": "requirements.txt", "content": "Cython>=0.25.2\nKeras>=2.0.4\ndill>=0.2.5\nsix>=1.10.0\nscipy>=0.19.0\nnumpy>=1.11.0\nscikit_learn>=0.19.1\n\n\n" }, { "path": "scripts/academic2adjlist.py", "content": "from __future__ import print_function\n\nimport sys\nimport os\nfrom six.moves import cPickle\nimport regex as re\n\ntry:\n from core import mygraph_utils as mgutils # required to load core.mygraph\nexcept ImportError:\n mainpath = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))\n print(\"Error while importing core modules, try adding {} to python path\".format(mainpath))\n sys.path.append(mainpath)\n\nhelpmsg = \"python academic2edgelist.py \\n\" \\\n \"this converts the academic toy data to edgelist format\\n\" \\\n \"arguments:\\n\" \\\n \"\\t[,:]: academic data file\\n\" \\\n \"\\t: output directory\"\n\nif len(sys.argv) >= 2 and sys.argv[1] == '-h':\n print(helpmsg)\n exit(0)\nelif len(sys.argv) != 3:\n print(\"exactly two arguments expected, use -h for help\")\n exit(1)\n\nmat = re.match(r\"([^,]+):(\\d+),(\\d+)\", sys.argv[1])\nif mat:\n infn = mat.captures(1)[0]\n begin = int(mat.captures(2)[0])\n end = int(mat.captures(3)[0])\nelse:\n infn = sys.argv[1]\n begin = end = None\n\ndata = cPickle.load(open(infn, 'r'))\n\ngraphs = sorted(data['graphs'].items(), key=lambda x: int(x[0]))\noutidx = 0\nfor y, g in graphs:\n if begin is not None and int(y) < begin:\n continue\n if end is not None and int(y) >= end:\n break\n fn = \"{}/{}\".format(sys.argv[2], outidx)\n print(\"saving graph for year {} to file {}\".format(y, fn))\n mgutils.save_adjlist(g, fn)\n \n outidx += 1\n" }, { "path": "scripts/demo.sh", "content": "pushd () {\n command pushd \"$@\" > /dev/null\n}\n\npopd () {\n command popd \"$@\" > /dev/null\n}\n\nset -e\n\nMAINPATH=$(dirname $(readlink -f $0))/..\nexport PYTHONPATH=$MAINPATH\necho setting \\$PYTHONPATH to $PYTHONPATH\necho entering directory $MAINPATH\npushd $MAINPATH\n\nif [ -e output ]; then\n if [ -f output/.dynamic_triad ]; then\n rm -rf output\n else\n echo file/directory $MAINPATH/output already exists, please remove it before running the demo 1>&2\n popd\n exit 1\n fi\nfi\n\nmkdir -p output\ntouch output/.dynamic_triad\nrm -rf data/academic_toy\nmkdir -p data/academic_toy\npython scripts/academic2adjlist.py data/academic_toy.pickle data/academic_toy\npython . -I 10 -d data/academic_toy -n 15 -K 48 -l 4 -s 2 -o output --beta-smooth 1 --beta-triad 1 --cachefn /tmp/academic -b 5000\n#python . -I 10 -d data/academic_toy -n 15 -K 48 -l 1 -s 1 -o output --beta-smooth 1 --beta-triad 1 --cachefn /tmp/academic -b 5000\n# we have to use a different cache file because the file name and indexing are different between data/academic_toy and data/academic_toy.pickle,\n# though they are actually the same dataset\npython scripts/stdtests.py -f output -d data/academic_toy.pickle -m 1980 -s 4 -l 2 -n 15 -t all --datasetmod core.dataset.citation --cachefn /tmp/academic_raw\n\npopd\n" }, { "path": "scripts/demo_raw.sh", "content": "pushd () {\n command pushd \"$@\" > /dev/null\n}\n\npopd () {\n command popd \"$@\" > /dev/null\n}\n\nset -e\n\nMAINPATH=$(dirname $(readlink -f $0))/..\nexport PYTHONPATH=$MAINPATH\necho setting \\$PYTHONPATH to $PYTHONPATH\necho entering directory $MAINPATH\npushd $MAINPATH\n\nif [ -e output ]; then\n if [ -f output/.dynamic_triad ]; then\n rm -rf output\n else\n echo file/directory $MAINPATH/output already exists, please remove it before running the demo 1>&2\n popd\n exit 1\n fi\nfi\n\nmkdir -p output\ntouch output/.dynamic_triad\npython . -I 10 -d data/academic_toy.pickle -n 15 -K 48 -l 4 -s 2 -o output --beta-smooth 1 --beta-triad 1 --datasetmod core.dataset.citation -m 1980 --cachefn /tmp/academic_raw -b 5000\n# we have to use a different cache file because the file name and indexing are different between data/academic_toy and data/academic_toy.pickle,\n# though they are actually the same dataset\npython scripts/stdtests.py -f output -d data/academic_toy.pickle -m 1980 -s 4 -l 2 -n 15 -t all --datasetmod core.dataset.citation --cachefn /tmp/academic_raw\n\npopd\n" }, { "path": "scripts/stdtests.py", "content": "from __future__ import print_function\n\nimport sys\nimport os\n\ntry:\n import core\nexcept ImportError:\n mainpath = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))\n print(\"Error while importing core modules, try adding {} to python path\".format(mainpath))\n sys.path.append(mainpath)\n\nimport numpy as np\nimport argparse\nimport random\ntry:\n from sklearn.model_selection import cross_val_score, KFold, StratifiedKFold\nexcept ImportError:\n from sklearn.cross_validation import cross_val_score, KFold, StratifiedKFold\nfrom sklearn import svm\nfrom sklearn.metrics import f1_score, precision_score, recall_score, accuracy_score\nfrom six.moves import cPickle\nimport importlib\nfrom sklearn.linear_model import LogisticRegression\nfrom os.path import isfile\n\n\nclass StdTests(object):\n def __init__(self, ds, emb, **kwargs):\n self.scale = kwargs.get('scale', None)\n self.debug = kwargs.get('debug', False)\n self.clname = kwargs.get('classifier', 'lr')\n self.ds = ds\n self.emb = emb\n \n self.clf = self.__make_classifier()\n\n def __make_classifier(self):\n class_weight = 'balanced'\n \n if self.clname == 'svm':\n return svm.SVC(kernel='linear', class_weight=class_weight)\n elif self.clname == 'lr':\n return LogisticRegression(class_weight=class_weight)\n else:\n raise NotImplementedError()\n\n def __classify(self, feat, lbs):\n sm = None\n\n poscnt, negcnt = np.sum(lbs == 1), np.sum(lbs == -1)\n print(\"classifying with pos:neg = {}:{}\".format(poscnt, negcnt))\n\n try:\n cv = StratifiedKFold(n_splits=5, shuffle=True)\n parts = cv.split(feat, lbs)\n except TypeError:\n cv = StratifiedKFold(lbs, n_folds=5, shuffle=True)\n parts = cv\n\n f1, prec, rec, acc = [], [], [], []\n for tr, te in parts:\n if sm is not None:\n x, y = sm.fit_sample(feat[tr], lbs[tr])\n # x, y = feat[tr], lbs[tr]\n else:\n x, y = feat[tr], lbs[tr]\n model = self.clf.fit(x, y)\n p = model.predict(feat[te])\n if self.debug:\n print(\"results:\", p, lbs[te])\n f1.append(f1_score(lbs[te], p))\n prec.append(precision_score(lbs[te], p))\n rec.append(recall_score(lbs[te], p))\n acc.append(accuracy_score(lbs[te], p))\n return prec, rec, f1, acc\n\n # each element in feat is a list of feature vectors\n def __classify_multifeat(self, feat, lbs, decision_func=None):\n if decision_func is None:\n # vote\n def decision_func(model, feat):\n res = []\n for f in feat:\n # TODO: note that max because in most cases, we identify a positive sample\n # TODO: as long as it is identified positive in any time step\n res.append(max(model.decision_function(f)))\n return res\n\n sm = None\n\n poscnt, negcnt = np.sum(lbs == 1), np.sum(lbs == -1)\n print(\"classifying with pos:neg = {}:{}\".format(poscnt, negcnt))\n\n try:\n cv = StratifiedKFold(n_splits=5, shuffle=True)\n parts = cv.split(feat, lbs)\n except TypeError:\n cv = StratifiedKFold(lbs, n_folds=5, shuffle=True)\n parts = cv\n\n f1, prec, rec, acc = [], [], [], []\n for tr, te in parts:\n x, y = [], []\n for f, l in zip(feat[tr], lbs[tr]):\n x.extend(f)\n y.extend([l] * len(f))\n \n if sm is not None:\n x, y = sm.fit_sample(x, y)\n # x, y = feat[tr], lbs[tr]\n \n model = self.clf.fit(x, y)\n score = decision_func(model, feat[te])\n p = np.sign(score)\n # p = model.predict(feat[te])\n if self.debug:\n print(\"results:\", p, lbs[te])\n f1.append(f1_score(lbs[te], p))\n prec.append(precision_score(lbs[te], p))\n rec.append(recall_score(lbs[te], p))\n acc.append(accuracy_score(lbs[te], p))\n\n return prec, rec, f1, acc\n\n class ResultPresenter(object):\n def __init__(self):\n self.f1, self.prec, self.rec, self.acc = [], [], [], []\n\n def add_result(self, res):\n self.prec.extend(res[0])\n self.rec.extend(res[1])\n self.f1.extend(res[2])\n self.acc.extend(res[3])\n\n def show_result(self):\n print(\"precision mean: {} std: {}\".format(np.mean(self.prec), np.std(self.prec)))\n print(\"recall mean: {} std: {}\".format(np.mean(self.rec), np.std(self.rec)))\n print(\"f1 mean: {} std: {}\".format(np.mean(self.f1), np.std(self.f1)))\n print(\"accuracy mean: {} std: {}\".format(np.mean(self.acc), np.std(self.acc)))\n\n # we predict time t from features at time t-intv\n def node_classify(self, ds, emb, scale=None, intv=0, repeat=1):\n samp, lbs = ds.sample_test_data('node_classify', ds.localstep + intv, ds.localstep + ds.nsteps)\n if len(samp) == 0:\n raise RuntimeError(\"No valid sample found in dataset {}\".format(ds.name))\n posidx = np.nonzero(lbs == 1)[0]\n negidx = np.nonzero(lbs == -1)[0]\n\n rp = StdTests.ResultPresenter()\n for time in range(repeat):\n # generate random neg sample\n if scale is None:\n curnegidx = negidx\n else:\n curnegidx = random.sample(negidx, scale * len(posidx))\n cursamp = np.concatenate((samp[posidx], samp[curnegidx]), axis=0)\n curlb = np.concatenate((lbs[posidx], lbs[curnegidx]), axis=0)\n # predict current\n feat = emb[cursamp[:, 0] - intv - ds.localstep, cursamp[:, 1]]\n\n res = self.__classify(feat, curlb)\n rp.add_result(res)\n rp.show_result()\n\n def all_link_predict(self, ds, emb, intv=0, repeat=1):\n samp, lbs = ds.sample_test_data('link_reconstruction', ds.localstep + intv, ds.localstep + ds.nsteps)\n\n # TODO: different feature generation method might be used here\n feat = np.fabs(emb[samp[:, 0] - intv - ds.localstep, samp[:, 1]] - emb[samp[:, 0] - intv - ds.localstep, samp[:, 2]])\n print(\"feature shape {}\".format(feat.shape))\n rp = StdTests.ResultPresenter()\n for i in range(repeat):\n res = self.__classify(feat, lbs)\n rp.add_result(res)\n rp.show_result()\n\n def changed_link_predict(self, ds, emb, intv=0, repeat=1):\n samp, lbs = ds.sample_test_data('changed_link_classify', ds.localstep + intv, ds.localstep + ds.nsteps)\n\n feat = np.fabs(emb[samp[:, 0] - intv - ds.localstep, samp[:, 1]] - emb[samp[:, 0] - intv - ds.localstep, samp[:, 2]])\n print(\"feature shape {}\".format(feat.shape))\n rp = StdTests.ResultPresenter()\n for i in range(repeat):\n res = self.__classify(feat, lbs)\n rp.add_result(res)\n rp.show_result()\n\n def run_tests(self, tests, repeat=1):\n if 'node_classify' in tests or 'node_classify_all' in tests or 'all' in tests:\n try:\n print(\"task: node label predict from current time step\")\n self.node_classify(self.ds, self.emb, scale=self.scale, intv=0, repeat=repeat)\n except (AttributeError, NotImplementedError, RuntimeError) as e:\n print(\"skipping node_classify task\", e.message)\n\n if 'node_predict' in tests or 'node_classify_all' in tests or 'all' in tests:\n try:\n print(\"task: node label predict from previous time step\")\n self.node_classify(self.ds, self.emb, scale=self.scale, intv=1, repeat=repeat)\n except (AttributeError, NotImplementedError, RuntimeError) as e:\n print(\"skipping node_predict task\", e.message)\n\n if 'link_classify' in tests or 'link_classify_all' in tests or 'all' in tests:\n try:\n print(\"task: link prediction from current time step\")\n self.all_link_predict(self.ds, self.emb, intv=0, repeat=repeat)\n except (AttributeError, NotImplementedError, RuntimeError) as e:\n print(\"skipping link_classify task\", e.message)\n \n if 'link_predict' in tests or 'link_classify_all' in tests or 'all' in tests:\n try:\n print(\"task: link prediction from previous time step\")\n self.all_link_predict(self.ds, self.emb, intv=1, repeat=repeat)\n except (AttributeError, NotImplementedError, RuntimeError) as e:\n print(\"skipping link_predict task\", e.message) \n\n if 'changed_link_classify' in tests or 'changed_link_classify_all' in tests or 'all' in tests:\n try:\n print(\"task: changed link prediction from current time step\")\n self.changed_link_predict(self.ds, self.emb, intv=0, repeat=repeat)\n except (AttributeError, NotImplementedError) as e:\n print(\"skipping changed_link_classify task\", e.message)\n \n if 'changed_link_predict' in tests or 'changed_link_classify_all' in tests or 'all' in tests:\n try:\n print(\"task: changed link prediction from previous time step\")\n self.changed_link_predict(self.ds, self.emb, intv=1, repeat=repeat)\n except (AttributeError, NotImplementedError) as e:\n print(\"skipping changed_link_predict task\", e.message)\n\n\nif __name__ == '__main__':\n def load_datamod(modname):\n mod = importlib.import_module(modname)\n return getattr(mod, 'Dataset')\n\n\n def load_or_update_cache(ds, cacheprefix):\n if isfile(cacheprefix + '.cache.args'):\n args = cPickle.load(open(cacheprefix + '.cache.args', 'r'))\n try:\n ds.load_cache(args, lambda: cPickle.load(open(cacheprefix + '.cache', 'r')))\n print(\"Data loaded from cache file {}\".format(cacheprefix + '.cache'))\n return\n except (ValueError, EOFError) as e:\n print(\"Failed to load cache file {}: {}\".format(cacheprefix + '.cache', e.message))\n\n # update cache when load failed\n print(\"updating cache for prefix {}\".format(cacheprefix))\n ar, args = ds.cache()\n cPickle.dump(args, open(cacheprefix + '.cache.args', 'w'))\n cPickle.dump(ar, open(cacheprefix + '.cache', 'w'))\n print(\"cache file {} updated\".format(cacheprefix))\n\n\n def load_embedding(fn, vs):\n data = open(fn, 'r').read().rstrip('\\n').split('\\n')\n emb = {}\n for line in data:\n fields = line.split()\n emb[fields[0]] = [float(e) for e in fields[1:]]\n # it is possible that the output order differs from :param vs: given different node_type,\n # so we have to reorder the embedding according to :param vs:\n emb = [emb[str(v)] for v in vs]\n\n return np.vstack(emb)\n\n parser = argparse.ArgumentParser(formatter_class=argparse.ArgumentDefaultsHelpFormatter)\n parser.add_argument('-f', '--embdir', type=str, required=True, help='directory storing embedding outputs')\n parser.add_argument('-t', '--test', type=str, nargs='+', default='all',\n help='type of test, (node_classify, node_predict, link_classify, link_predict, '\n 'changed_link_classify, changed_link_predict, all)')\n parser.add_argument('-m', '--starttime', type=str, default=0, help=argparse.SUPPRESS)\n parser.add_argument('--datasetmod', type=str, default='core.dataset.edgelist', help=argparse.SUPPRESS)\n parser.add_argument('-d', '--datafn', type=str, required=True, help='data file path')\n parser.add_argument('-s', '--stepsize', type=int, required=True, help='step size')\n parser.add_argument('-l', '--stepstride', type=int, required=True, help='step stride')\n parser.add_argument('-n', '--nsteps', type=int, required=True, help='#steps to test')\n parser.add_argument('--classifier', type=str, default='lr', help='lr, svm')\n parser.add_argument('--repeat', type=int, default=1, help='number of times to repeat experiment')\n parser.add_argument('--cachefn', type=str, default=None, help='name of dataset cache file')\n # parser.add_argument('--dataname', type=str, default=None, help='name for the current data file')\n args = parser.parse_args()\n\n args.debug = False\n args.scale = 1\n\n print(\"running with options: \", args.__dict__)\n\n Dataset = load_datamod(args.datasetmod)\n\n # although arguments can be found in cache files, we require them to be specified explicitly\n # so that it may not be a problem to leave the old cache not removed\n ds = Dataset(args.datafn, args.starttime, args.nsteps,\n stepsize=args.stepsize, stepstride=args.stepstride)\n if args.cachefn is not None:\n load_or_update_cache(ds, args.cachefn)\n\n emb = []\n for i in range(ds.localstep, ds.localstep + args.nsteps):\n fn = \"{}/{}.out\".format(args.embdir, i - ds.localstep)\n emb.append(load_embedding(fn, ds.mygraphs['any'].vertices()))\n emb = np.stack(emb, axis=0)\n print(\"embedding shape is {}\".format(emb[0].shape))\n\n tester = StdTests(ds, emb, scale=args.scale, classifier=args.classifier, debug=args.debug)\n tester.run_tests(args.test, repeat=args.repeat)\n" }, { "path": "scripts/test.py", "content": "import sys\nimport os\n\nrootpath = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))\nsys.path.append(rootpath)\n\nfrom core import gconfig\n\nprint(\"Checking mygraph submodule ...\")\ntry:\n import core.mygraph\nexcept ImportError as e:\n raise RuntimeError(\"mygraph submodule not avaiable: {}\".format(str(e)))\nprint(\"OK\\n\")\n\nprint(\"Checking c extension ...\")\ntry:\n import core.algorithm.dynamic_triad_cimpl\nexcept ImportError as e:\n raise RuntimeError(\"c extention not available: {}\".format(str(e)))\nprint(\"OK\\n\")\n\nprint(\"Checking Cython modules ...\")\nfrom core import utils\nif gconfig.use_cython and utils.__impl__ != 'cython':\n raise RuntimeError(\"Cython not available\")\nprint(\"OK\\n\")\n\n\n" } ]