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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": "Makefile", "content": "include ThunderGP.mk\n\n.PHONY: all clean exe hwemuprepare\n\n\ninclude utils/main.mk" }, { "path": "README.md", "content": "![logo](docs/images/ThunderGP.png)\n\n[![GitHub license](https://img.shields.io/badge/license-apache2-yellowgreen)](./LICENSE)\n[![GitHub issues](https://img.shields.io/github/issues/Xtra-Computing/ThunderGP.svg)](https://github.com/Xtra-Computing/ThunderGP/issues)\n[![DOI](https://zenodo.org/badge/254307005.svg)](https://zenodo.org/badge/latestdoi/254307005)\n\n# ThunderGP: HLS-based Graph Processing Framework on FPGAs\n\n## What's new?\n\n***ThunderGP for HBM-Enabled FPGA platforms has been released. Please see the [branch](https://github.com/Xtra-Computing/ThunderGP/tree/v_HBM).***\n\nThunderGP has been published in ACM Transactions on Reconfigurable Technology and Systems (TRETS), as one of \"Best Papers in FPGA 2021\". \n\nThunderGP won the third place in [2020 Xilinx Adaptive Computing Developer Contest](https://www.hackster.io/contests/xilinxadaptivecomputing), top 9 out of 79 teams.\n\nThunderGP is accepted to be [FPGA 2021](https://isfpga.org/). Read [the paper](https://github.com/Xtra-Computing/ThunderGP/blob/master/ThunderGP_camera_ready-pdfa.pdf).\n\nThunderGP is featured at [Xilinx Apps and Libraries](https://www.xilinx.com/products/apps-and-libraries.html).\n\nThunderGP was presented at [XACC@NUS Workshop Series 2020: Reconfigurable Computing Systems](https://xaccnus.github.io/). see [Slides](https://xaccnus.github.io/slides/ThunderGP_Fast_Graph_Processing_for_HLS-based_FPGAs.pdf), [Video/Youtube](https://youtu.be/zqxLevJiCpk), [Video/bilibili](https://www.bilibili.com/video/BV1kD4y1m7r8/).\n\n\n## Introduction\n\nThunderGP enables data scientists to enjoy the ***performance*** of FPGA-based graph processing without compromising ***programmability***. ***To our best knowledge and experiments, this is the fastest graph processing framework on HLS-based FPGAs.***\n\nTwo aspacts make the ThunderGP deliver superior performance.\nOn the one hand, ThunderGP embraces an improved execution flow to better exploit the pipeline parallelism of FPGA and alleviate the data access amount to the global memory. On the other hand, the memory accesses are highly optimized to fully utilize the memory bandwidth capacity of the hardware platforms. \n\nOn Xilinx multi-SLR based FPGAs, it is running at 250Mhz, and the performance can be up to ***6400 MTEPS (million traversed edges per second)***, or a ***2.9 times speedup*** over the state-of-the-art. \n\n## Prerequisites\n* The gcc-9.3\n* Tools:\n * SDAccel 2018.3 Design Suit\n * SDAccel 2019.1 Design Suit\n* Evaluated platforms from Xilinx:\n * Xilinx Virtex UltraScale+ FPGA VCU1525 Acceleration Development Kit (SDAccel 2018.3)\n * Alveo U200 Data Center Accelerator Card (SDAccel 2019.1)\n * Alveo U250 Data Center Accelerator Card (SDAccel 2019.1)\n \n## Run the code\nThunderGP currently has seven build-in graph algorithms: PageRank (PR), Sparse Matrix-Vector Multiplication (SpMV), Breadth-First Search (BFS), Single Source Shortest Path (SSSP), Closeness Centrality (CC), ArticleRank (AR), and Weakly Connected Component (WCC). \nThe desired application can be implemented by passing argument ```app=[the algorithm]``` to ``` make ``` command. The below table is for quick reference.\n\n| Argument | Accelerated algorithm |\n|--------------|--------------|\n| ```app=pr``` | PageRank (PR)|\n| ```app=spmv``` | Sparse Matrix-vector Multiplication (SpMV) |\n| ```app=bfs``` | Breadth First Search (BFS)|\n| ```app=sssp``` | Single Source Shortest Path (SSSP)|\n| ```app=cc``` | Closeness Centrality (CC)|\n| ```app=ar``` | ArticleRank (AR)|\n| ```app=wcc``` | Weakly Connected Component (WCC)|\n\n#### Here is the example of implementing the accelerator for PageRank on Alveo U250 platform with SDAccel 2019.1. \n```sh\n$ git clone https://github.com/Xtra-Computing/ThunderGP.git\n$ cd ./\n$ vim ThunderGP.mk \n$ # configure the DEVICE as DEVICES := xilinx_u250_xdma_201830_2; configure TARGETS := hw\n$ make app=pr all # make the host execution program and the FPGA bitstream. It takes time :)\n# For execution on real hardware. The path of graph dataset needs to be provided by the user. \n$ ./host_graph_fpga_pr xclbin_pr/*.xclbin ./dataset/rmat-14-32.txt\n```\n#### More details: [Compiling ThunderGP ](docs/compile_arch.md)\n\n## Results (performance)\n\nThroughput (MTEPS) of different graph processing algorithms over datasets on VCU1525 platform.\n\n|App.|PR|SPMV|BFS|SSSP|CC|AR|WCC |\n|----|--|----|---|----|--|--|----|\n|R21| 5,015|4,190|5,417|3,901|4,623|4,848|4,584 |\n|R24| 4,599|3,781|3,437|3,430|4,339|4,486|4,328 |\n|G24| 5,039|4,037|5,216|3,725|4,752|4,927|4,704 |\n|G25| 4,464|3,615|4,660|3,343|4,344|4,389|4,356 |\n|WT| 2,884|2,874|2,717|2,427|2,776|2,833|2,776 |\n|MG| 4,454|3,883|4,939|3,699|4,077|4,285|4,088 |\n|PK| 4,001|3,729|4,251|3,169|3,833|3,909|3,716 |\n|WP| 3,030|2,994|3,112|2,491|2,993|2,931|2,894 |\n|LJ| 3,186|3,003|3,408|2,623|3,113|3,081|3,099 |\n|TW| 2,938|2,801|2,120|2,425|2,962|2,853|2,894 |\n\n\nThroughput (MTEPS) of different graph processing algorithms over datasets on U250 platform. \n\n\n|App.|PR|SPMV|BFS|SSSP|CC|AR|WCC |\n|----|--|----|---|----|--|--|----|\n|R21 |4,669|5,056|6,028|4,879|4,783|4,667|4,901 |\n|R24 |4,732|4,946|5,897|4,285|4,939|4,732|4,988 |\n|G24 |5,040|5,305|5,772|4,428|3,705|5,040|5,303 |\n|G25 |4,978|4,072|4,974|3,864|3,661|4,984|5,254 |\n|WT |2,251|2,938|2,630|2,583|2,369|2,253|2,405 |\n|MG |3,756|4,195|4,949|4,378|3,914|3,737|3,891 |\n|PK |3,630|4,372|4,629|3,927|3,865|3,662|3,841 |\n|WP |3,255|3,652|4,058|3,417|3,341|3,259|3,432 |\n|LJ |3,342|3,693|4,329|3,614|3,557|3,328|3,708 |\n|TW |3,538|3,959|3,671|3,585|3,759|3,533|3,806 |\n\n\n\n* [Datasets and More Results](docs/results.md)\n\n## APIs (programmability) \n![auto](docs/images/automation.png)\n\n\nBenefiting from the high level abstraction of HLS, our APIs natively support C/C++ languages. \nThunderGraph covers three levels of API for implementation or further exploration. \nAPIs in L1 and L2 are for building the accelerators, and APIs of L3 are for host program. Details are as below:\n\n* L1 is used to construct the basic modules to build the compute kernels and the dataflow. \n\n* L2 provides hooks for mapping graph processing algorithms. \n * [Mapping new graph analytic algorithms](docs/algorithm_mapping.md) \n\n* L3 provides the high-level APIs on host side to deploy or control graph processing accelerator. Since recent FPGAs usually consist of multiple (SLRs), L3 also wraps the partition scheduling and memory management interface for multiple SLRs. \n\n * [Memory Management](docs/memory.md) \n\n * [Scheduling across Multi SLRs](docs/scheduling.md) \n\n * [Verification](docs/verification.md)\n\n* More details: [ThunderGP APIs ](docs/api_details.md)\n\n\n## Framework Overview\n\n### The Adopted Computation Model\nThe Gather-Apply-Scatter (GAS) model is widely used for FPGA-based graph processing frameworks as computation model due to its extensibility to various graph processing algorithms. ThunderGP adopts a simplified version of GAS model by following work [*On-the-fly-data-shuffling-for-OpenCL-based-FPGAs*](https://www.comp.nus.edu.sg/~hebs/pub/fpl19-graph.pdf).\nThis model updates the vertex property by propagating from source vertex to destination vertex. The input for the model is an unordered set of directed edges of the graph. Undirected edges in a graph can be represented by a pair of directed edges. \n\n\"drawing\"\n\nThe process per iteration mainly contains three stages: **Scatter**, **Gather**, and **Apply**. \n\n* In the **Scatter** stage (shown in line 2 to 6), for each input edge with format ``````, an update tuple is generated for the destination vertex of the edge. The update tuple is of the format ``````, where the *dst* is the destination vertex of the edge and *value* is generated by processing the vertex properties and edge weights. \n* In the **Gather** stage (shown in line 7 to 9), all the update tuples generated in the **Scatter** stage are accumulated to update destination vertices. \n* The final **Apply** stage (shown in line 10 to 12) executes an apply function on all the vertices of the graph. \n\n\n### The Execution Flow of ThunderGP\n\n![overview](docs/images/overview.png)\n\nAs shown in the above diagram, The edges in one partition are streamed into **Scatter** stage, For each edges, the property of source vertices will be fetched from the global memory by the per-fetching and the cache module, at the same time, the property of corresponding edge, or the weight of edge is loaded from global memory in stream, then these two value go through an *__algorithm-specific processing__* which return an update of the property of the destination vertex, finally, at the end of scatter stage, this update value and the destination of this edge is combined to create a update tuple. The update tuples are streamed into the shuffle stage which dispatches the tuples to corresponding gather processing engines(PEs). The **Gather** PEs *__accumulates__* the update value in local on-chip memory which is caching the property of destination vertices. After all the edges in this partition are processed, the cached data in gather PEs will be aggregated to the global memory. and the **Apply** stage which calls *__algorithm-specific function__* updates all the vertices for the next iteration.\n\n### Future Work\n\n* Application wrapper for high level platform (Spark, etc.)\n* Hardware-accelerated query engine.\n* Cycle-precision software simulation for the verification of dynamic modules(Cache, etc.) and channel depth tuning.\n* Optimization for large scale graph. (distributed processing or HBM-based memory hierarchy)\n\n\n## How to cite **ThunderGP** \nIf you use **ThunderGP** in your paper, please cite our work ([full version](https://github.com/Xtra-Computing/ThunderGP/blob/master/ThunderGP_camera_ready-pdfa.pdf)).\n```\n@article{10.1145/3517141,\nauthor = {Chen, Xinyu and Cheng, Feng and Tan, Hongshi and Chen, Yao and He, Bingsheng and Wong, Weng-Fai and Chen, Deming},\ntitle = {ThunderGP: Resource-Efficient Graph Processing Framework on FPGAs with HLS},\nyear = {2022},\npublisher = {Association for Computing Machinery},\naddress = {New York, NY, USA},\nissn = {1936-7406},\nurl = {https://doi.org/10.1145/3517141},\ndoi = {10.1145/3517141},\nnote = {Just Accepted},\njournal = {ACM Trans. Reconfigurable Technol. Syst.},\nmonth = {feb},\nkeywords = {FPGA; HBM; HLS; Graph Processing; Framework}\n}\n\n@inbook{10.1145/3431920.3439290,\nauthor = {Chen, Xinyu and Tan, Hongshi and Chen, Yao and He, Bingsheng and Wong, Weng-Fai and Chen, Deming},\ntitle = {ThunderGP: HLS-Based Graph Processing Framework on FPGAs},\nyear = {2021},\nurl = {https://doi.org/10.1145/3431920.3439290},\nbooktitle = {The 2021 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays},\npages = {69–80},\nnumpages = {12}\n}\n```\n\n## Related publications\n* Xinyu Chen*, Ronak Bajaj^, Yao Chen, Jiong He, Bingsheng He, Weng-Fai Wong and Deming Chen. [On-The-Fly Parallel Data Shuffling for Graph Processing on OpenCL-based FPGAs](https://www.comp.nus.edu.sg/~hebs/pub/fpl19-graph.pdf). FPL, 2019.\n* Xinyu Chen*, Yao Chen^, Ronak Bajaj, Jiong He, Bingsheng He, Weng-Fai Wong and Deming Chen. [Is FPGA useful for hash joins](https://www.comp.nus.edu.sg/~hebs/pub/cidr20-join.pdf). CIDR 2020: Conference on Innovative Data Systems Research\n\n\n## Related systems\n* Graph systems on GPU: [G3](https://github.com/Xtra-Computing/G3) | [Medusa](https://github.com/Xtra-Computing/Medusa)\n* Other Thunder-series systems in Xtra NUS: [ThunderGBM](https://github.com/Xtra-Computing/thundergbm) | [ThunderSVM](https://github.com/Xtra-Computing/thundersvm)\n\n\n## Key members\n* Hongshi Tan, Xinyu Chen (NUS)\n* Advisor: [Bingsheng He](https://www.comp.nus.edu.sg/~hebs/) and [Weng-Fai Wong](https://www.comp.nus.edu.sg/~wongwf/), NUS\n* Collaborators: [Yao Chen (ADSC)](https://microideax.github.io/) and [Deming Chen (UIUC)](http://dchen.ece.illinois.edu/)\n\n\n## Acknowledgement\n* [Xilinx Adaptive Compute Clusters (XACC) program](https://www.xilinx.com/support/university/XUP-XACC.html)\n* Singapore MoE Tier 2 grant (MOE2017-T2-1-122).\n \n\n" }, { "path": "ThunderGP.mk", "content": "TARGETS := hw\n# emu or acc:\n# hw\n# hw_emu\n\nAPP := \n# pass in by app=\n\nTARGET_BANDWIDTH := 77\n# target memory bandwidth in GB/s\n# max: 77GB/s\n# this value can be overridden by $(app)/build.mk\n\nDEVICES := xilinx_vcu1525_xdma_201830_1\n# device list:\n# xilinx_vcu1525_xdma_201830_1\n# xilinx_u200_xdma_201830_2\n# xilinx_u250_xdma_201830_2\n" }, { "path": "application/ar/apply_kernel.mk", "content": "" }, { "path": "application/ar/build.mk", "content": "\n#scatter-gather kernel\nHAVE_EDGE_PROP=false\nHAVE_UNSIGNED_PROP=false\n\n#apply kernel\nHAVE_APPLY=true\nCUSTOMIZE_APPLY=false\nHAVE_APPLY_OUTDEG=true\n\n#scheduler\nSCHEDULER=secondOrderEstimator\n\n#entry\nDEFAULT_ENTRY=false\n" }, { "path": "application/ar/config.mk", "content": "FREQ=250\n\nQUEUE_SIZE_FILTER=16\nQUEUE_SIZE_MEMORY=512\n\nLOG_SCATTER_CACHE_BURST_SIZE=6\n\nAPPLY_REF_ARRAY_SIZE=1\n" }, { "path": "application/ar/dataPrepare.cpp", "content": "#include \"host_graph_api.h\"\n#include \"fpga_application.h\"\n\n\nstatic unsigned int avg_outdegree;\n\nunsigned int dataPrepareGetArg(graphInfo *info)\n{\n return avg_outdegree;\n}\n\nint dataPrepareProperty(graphInfo *info)\n{\n int *outDeg = (int *)get_host_mem_pointer(MEM_ID_OUT_DEG_ORIGIN);\n prop_t *vertexPushinProp = (prop_t*)get_host_mem_pointer(MEM_ID_PUSHIN_PROP);\n\n int vertexNum = info->vertexNum;\n int alignedVertexNum = get_he_mem(MEM_ID_PUSHIN_PROP)->size/sizeof(int);\n\n unsigned int total_outdegree = 0;\n\n for (int i = 0; i < vertexNum; i++)\n {\n vertexPushinProp[i] = 0;\n total_outdegree += outDeg[i];\n }\n avg_outdegree = (unsigned int)(((double)total_outdegree) / vertexNum);\n\n for (int i = vertexNum; i < alignedVertexNum; i++) {\n vertexPushinProp[i] = 0;\n }\n return 0;\n}" }, { "path": "application/ar/l2.h", "content": "#ifndef __L2_H__\n#define __L2_H__\n\n\n#define kDamp (0.85f)\n#define kDampFixPoint 108//(0.85 << 7) // * 128\n\n#define SCALE_DEGREE\t\t(16)\n#define SCALE_DAMPING\t\t(7)\n\n/* source vertex property process */\ninline prop_t preprocessProperty(prop_t srcProp)\n{\n\treturn (srcProp);\n}\n\n/* source vertex property & edge property */\ninline prop_t scatterFunc(prop_t srcProp, prop_t edgeProp)\n{\n\treturn (srcProp);\n}\n\n/* destination property update dst buffer update */\ninline prop_t gatherFunc(prop_t ori, prop_t update)\n{\n\treturn ((ori) + (update));\n}\n\ninline prop_t applyFunc( prop_t tProp,\n prop_t source,\n prop_t outDeg,\n unsigned int (&extra)[APPLY_REF_ARRAY_SIZE],\n unsigned int arg\n )\n{\n\n\tprop_t new_score ;\n\tprop_t old_score ;\n\tunsigned int C_avg = arg;\n\n\tprop_t tmp;\n\tprop_t C_Ta = outDeg;\n\ttmp = (1 << SCALE_DEGREE ) / (C_Ta + C_avg);\n\n\told_score = source * tmp;\n\tnew_score = kDampFixPoint * tProp + (unsigned int) ((1 << (SCALE_DEGREE + SCALE_DAMPING)) * (1.0f - kDamp));\n\n\tprop_t update = (new_score * tmp);\n\n\textra[0] = (new_score - old_score) > 0 ? (new_score - old_score) : (old_score - new_score) ;\n\n\treturn update;\n}\n#endif /* __L2_H__ */\n" }, { "path": "application/ar/main.cpp", "content": "#include \n#include \n#include \n#include \n\n#include \"host_graph_api.h\"\n#include \"host_graph_verification.h\"\n\nusing namespace std;\n\ngraphInfo graphDataInfo;\n\nint main(int argc, char **argv) {\n\n char * xcl_file = NULL;\n if (argc > 1)\n {\n xcl_file = argv[1];\n }\n\n std::string gName;\n if (argc > 2)\n {\n gName = argv[2];\n }\n else\n {\n gName = \"wiki-talk\";\n }\n std::string mode = \"normal\";\n\n\n DEBUG_PRINTF(\"start main\\n\");\n\n acceleratorInit(\"graph_fpga\", xcl_file);\n\n acceleratorDataLoad(gName, mode, &graphDataInfo);\n\n acceleratorDataPreprocess(&graphDataInfo);\n\n for (int runCounter = 0 ; runCounter < 10 ; runCounter ++)\n {\n double startStamp, endStamp;\n startStamp = getCurrentTimestamp();\n\n acceleratorSuperStep(runCounter, &graphDataInfo);\n\n endStamp = getCurrentTimestamp();\n\n /* profile */\n acceleratorProfile(runCounter, runCounter, &graphDataInfo, endStamp - startStamp);\n }\n acceleratorDeinit();\n\n return 0;\n}\n\n" }, { "path": "application/bfs/apply_kernel.mk", "content": "" }, { "path": "application/bfs/build.mk", "content": "\n#scatter-gather kernel\nHAVE_EDGE_PROP=false\nHAVE_UNSIGNED_PROP=true\n\n#apply kernel\nHAVE_APPLY=true\nCUSTOMIZE_APPLY=false\nHAVE_APPLY_OUTDEG=false\n\n#scheduler\nSCHEDULER=secondOrderEstimator\n\n#entry\nDEFAULT_ENTRY=false\n\n" }, { "path": "application/bfs/config.mk", "content": "FREQ=250\n\nQUEUE_SIZE_FILTER=32\nQUEUE_SIZE_MEMORY=512\n\nLOG_SCATTER_CACHE_BURST_SIZE=7\n\nAPPLY_REF_ARRAY_SIZE=1\n" }, { "path": "application/bfs/dataPrepare.cpp", "content": "#include \"host_graph_api.h\"\n#include \"fpga_application.h\"\n\n#include \n#include \n#include \n\nunsigned int dataPrepareGetArg(graphInfo *info)\n{\n\treturn 0;\n}\n\nint dataPrepareProperty(graphInfo *info)\n{\n\tint *vertexPushinProp = (int*)get_host_mem_pointer(MEM_ID_PUSHIN_PROP);\n\n\tint alignedVertexNum = get_he_mem(MEM_ID_PUSHIN_PROP)->size / sizeof(int);\n\n\tfor (int i = 0; i < alignedVertexNum; i++)\n\t{\n\t\tvertexPushinProp[i] = MAX_PROP;\n\t}\n\tint select_index = ((double)std::rand()) / ((RAND_MAX + 1u) / info->vertexNum);\n\tvertexPushinProp[select_index] = 0x80000001;\n\treturn 0;\n}" }, { "path": "application/bfs/l2.h", "content": "#ifndef __L2_H__\n#define __L2_H__\n\n\n#define MAX_PROP (INT_MAX - 1)\n\n#define VERTEX_ACTIVE_BIT_MASK (0x80000000)\n#define IS_ACTIVE_VERTEX(a) ((((((a) & VERTEX_ACTIVE_BIT_MASK) == VERTEX_ACTIVE_BIT_MASK))) ? 1 : 0)\n\n/* source vertex property process */\ninline prop_t preprocessProperty(prop_t srcProp)\n{\n return ((srcProp) + 1);\n}\n\n/* source vertex property & edge property */\ninline prop_t scatterFunc(prop_t srcProp, prop_t edgeProp)\n{\n return (srcProp);\n}\n\n/* destination property update dst buffer update */\ninline prop_t gatherFunc(prop_t ori, prop_t update)\n{\n return (\n (\n (\n (((ori) & (~VERTEX_ACTIVE_BIT_MASK)) > ((update) & (~VERTEX_ACTIVE_BIT_MASK)))\n && (update != 0)\n )\n || (ori == 0x0)\n ) ? (update) : (ori)\n );\n}\n\ninline prop_t applyFunc( prop_t tProp,\n prop_t source,\n prop_t outDeg,\n unsigned int (&extra)[APPLY_REF_ARRAY_SIZE],\n unsigned int arg\n )\n{\n prop_t update = 0;\n\n prop_t uProp = source;\n prop_t wProp;\n if (((tProp & VERTEX_ACTIVE_BIT_MASK) == VERTEX_ACTIVE_BIT_MASK) && (uProp == MAX_PROP))\n {\n extra[0] = 1;\n wProp = tProp; // current active vertex, not travsered\n }\n else\n {\n extra[0] = 0;\n wProp = uProp & 0x7fffffff; // not travsered\n }\n update = wProp;\n\n return update;\n}\n\n#endif /* __L2_H__ */\n" }, { "path": "application/bfs/main.cpp", "content": "#include \n#include \n#include \n#include \n\n#include \"host_graph_api.h\"\n#include \"host_graph_verification.h\"\n\nusing namespace std;\n\ngraphInfo graphDataInfo;\n\nint main(int argc, char **argv) {\n\n char * xcl_file = NULL;\n if (argc > 1)\n {\n xcl_file = argv[1];\n }\n\n std::string gName;\n if (argc > 2)\n {\n gName = argv[2];\n }\n else\n {\n gName = \"wiki-talk\";\n }\n std::string mode = \"normal\";\n\n\n\n DEBUG_PRINTF(\"start main\\n\");\n\n acceleratorInit(\"graph_fpga\", xcl_file);\n\n acceleratorDataLoad(gName, mode, &graphDataInfo);\n\n acceleratorDataPreprocess(&graphDataInfo);\n\n int runCounter = 0;\n int activeVertices = 1;\n while (activeVertices != 0)\n {\n\n double startStamp, endStamp;\n startStamp = getCurrentTimestamp();\n\n acceleratorSuperStep(runCounter, &graphDataInfo);\n\n endStamp = getCurrentTimestamp();\n\n int *reg = (int *)acceleratorQueryRegister();\n activeVertices = reg[0];\n DEBUG_PRINTF(\"activeVertice : %d \\n\", activeVertices);\n\n\n /* profile */\n acceleratorProfile(runCounter, runCounter, &graphDataInfo, endStamp - startStamp);\n runCounter++;\n }\n acceleratorDeinit();\n\n return 0;\n}\n\n" }, { "path": "application/casair/apply_kernel.mk", "content": "" }, { "path": "application/casair/build.mk", "content": "\n#scatter-gather kernel\nHAVE_EDGE_PROP=true\nHAVE_UNSIGNED_PROP=false\n\n#apply kernel\nHAVE_APPLY=true\nCUSTOMIZE_APPLY=true\nHAVE_APPLY_OUTDEG=false\n\n#scheduler\nSCHEDULER=secondOrderEstimator\n\n#entry\nDEFAULT_ENTRY=false\n\n#override bandwidth\nTARGET_BANDWIDTH = 17\n\n#override partition_size\nTARGET_PARTITION_SIZE = 66536\n" }, { "path": "application/casair/config.mk", "content": "FREQ=300\n\nQUEUE_SIZE_FILTER=32\nQUEUE_SIZE_MEMORY=512\n\nLOG_SCATTER_CACHE_BURST_SIZE=7\n\nAPPLY_REF_ARRAY_SIZE=1\n" }, { "path": "application/casair/customized_apply.cpp", "content": "\n// pre-define:\n// uProp = theta_i * N\n// tProp = sum(sourceVertexProp * w) in scatter-gather stage\n// wProp: write back value\n\n/* Apply: updates all vertices for next iteration */\nint applyFunc( ... )\n{\n#pragma THUNDERGP APPLY_BASE_TYPE float\n\n#pragma THUNDERGP DEF_ARRAY theta_s\nfloat theta_s;\n#pragma THUNDERGP DEF_ARRAY theta_a\nfloat theta_a;\n#pragma THUNDERGP DEF_ARRAY theta_r\nfloat theta_r;\n#pragma THUNDERGP DEF_INPUT_ONLY_ARRAY alpha\nfloat alpha;\n#pragma THUNDERGP DEF_INPUT_ONLY_ARRAY pi\nfloat pi;\n#pragma THUNDERGP DEF_INPUT_ONLY_ARRAY N\nfloat N;\n#pragma THUNDERGP DEF_SCALAR beta\nfloat beta;\n#pragma THUNDERGP DEF_SCALAR gamma\nfloat gamma;\n\n\n#pragma THUNDERGP USER_APPLY_CODE_START\n//start\n\nfloat n = 1 / N;\nfloat theta_i = uProp * n / FIXED_SCALE;\nfloat weightSum = tProp / FIXED_SCALE;\nfloat updated_i = beta * pi * theta_s * (theta_i + weightSum * n);\nfloat theta_i_update = (1 - gamma) * theta_i + updated_i;\n\nfloat newtheta_a = theta_a + alpha * theta_s;\nfloat newtheta_s = (1 - alpha) * theta_s - updated_i;\nfloat newtheta_r = theta_r + gamma * theta_i;\n\nwProp = (theta_i_update * N) * FIXED_SCALE;\n\n#pragma THUNDERGP USER_APPLY_CODE_END\n//end\n}\n" }, { "path": "application/casair/dataPrepare.cpp", "content": "#include \"host_graph_api.h\"\n#include \"fpga_application.h\"\n#include \"customize_mem_1.h\"\n\n\nconst float epsilion = 0.077;\nconst float nu = 0.023;\n\n#define DATA_PATH \"../../sir/\"\n#define MEM_ID_LOAD_EDGE_PROP (MEM_ID_USER_DEFINE_BASE)\n#define MEM_ID_LOAD_VERTEX_PROP (MEM_ID_USER_DEFINE_BASE + 1)\n\nint dataPrepareProperty(graphInfo *info)\n{\n\n global.gamma = nu;\n global.beta = epsilion;\n\n load_from_csv(DATA_PATH\"input_S0.csv\", MEM_ID_THETA_S, MEM_ATTR_THETA_S);\n output_init(MEM_ID_NEWTHETA_S, MEM_ATTR_NEWTHETA_S, MEM_ID_THETA_S);\n load_from_csv(DATA_PATH\"input_A0.csv\", MEM_ID_THETA_A, MEM_ATTR_THETA_A);\n output_init(MEM_ID_NEWTHETA_A, MEM_ATTR_NEWTHETA_A, MEM_ID_THETA_A);\n load_from_csv(DATA_PATH\"input_R0.csv\", MEM_ID_THETA_R, MEM_ATTR_THETA_R);\n output_init(MEM_ID_NEWTHETA_R, MEM_ATTR_NEWTHETA_R, MEM_ID_THETA_R);\n\n load_from_csv(DATA_PATH\"input_alpha.csv\", MEM_ID_ALPHA, MEM_ATTR_ALPHA);\n load_from_csv(DATA_PATH\"input_pi.csv\", MEM_ID_PI, MEM_ATTR_PI);\n\n float * pop = load_from_csv(DATA_PATH\"input_pop.csv\", MEM_ID_N, MEM_ATTR_N);\n float * i0 = load_from_csv(DATA_PATH\"input_I0.csv\", MEM_ID_LOAD_VERTEX_PROP, ATTR_HOST_ONLY);\n \n if ((pop == NULL) || (i0 == NULL))\n {\n return -1;\n }\n\n prop_t *vertexPushinProp = (prop_t*)get_host_mem_pointer(MEM_ID_PUSHIN_PROP);\n int vertexNum = info->vertexNum;\n for (int i = 0; i < info->vertexNum; i++)\n {\n vertexPushinProp[i] = (int)(i0[i] * pop[i] * FIXED_SCALE);\n }\n int alignedVertexNum = get_he_mem(MEM_ID_PUSHIN_PROP)->size / sizeof(int);\n for (int i = vertexNum; i < alignedVertexNum; i++) {\n vertexPushinProp[i] = 0;\n }\n\n int * loadedEdgeProp = load_from_csv(DATA_PATH\"edge_prop.txt\", MEM_ID_LOAD_EDGE_PROP, ATTR_HOST_ONLY);\n prop_t *edgeProp = (prop_t*)get_host_mem_pointer(MEM_ID_EDGE_PROP);\n int edgeNum = info->edgeNum;\n for (int i = 0; i < edgeNum; i++)\n {\n edgeProp[i] = loadedEdgeProp[i];\n }\n int alignedEdgeNum = get_he_mem(MEM_ID_EDGE_PROP)->size / sizeof(int);\n for (int i = edgeNum; i < alignedEdgeNum; i++)\n {\n edgeProp[i] = 0;\n }\n\n\n return 0;\n}\n\nunsigned int dataPrepareGetArg(graphInfo *info)\n{\n return 0;\n}" }, { "path": "application/casair/host_vertex_apply.cpp", "content": "#include \"host_graph_sw.h\"\n\n#include \"fpga_application.h\"\n\n#include \"host_graph_verification.h\"\n\n\n#include \"customize_mem_1.h\"\n#include \"customize_apply_cl_kernel_1.h\"\n\n\n\n\n\nvoid partitionApplyCModel(\n cl_context &context,\n cl_device_id &device,\n int superStep,\n int partId,\n unsigned int applyArg\n)\n{\n}\n" }, { "path": "application/casair/l2.h", "content": "#ifndef __L2_H__\n#define __L2_H__\n\n\n#define FIXED_SCALE (1000000)\n\n\n/* source vertex property process */\ninline prop_t preprocessProperty(prop_t srcProp)\n{\n return (srcProp);\n}\n\n/* Scatter: return source vertex property \"srcProp\" as the value of update tuple */\ninline prop_t scatterFunc(prop_t srcProp, prop_t edgeProp)\n{\n return ((srcProp) * (edgeProp));\n}\n\n/* Gather: accumulates the update values from source vertices to original values*/\ninline prop_t gatherFunc(prop_t ori, prop_t update)\n{\n return ((ori) + (update));\n}\n\n#endif /* __L2_H__ */\n" }, { "path": "application/casair/main.cpp", "content": "#include \n#include \n#include \n#include \n\n\n#include \"customize_mem_1.h\"\n#include \"host_graph_api.h\"\n\nusing namespace std;\n\ngraphInfo graphDataInfo;\n\nint main(int argc, char **argv) {\n\n char * xcl_file = NULL;\n if (argc > 1)\n {\n xcl_file = argv[1];\n }\n\n std::string gName;\n if (argc > 2)\n {\n gName = argv[2];\n }\n else\n {\n gName = \"wiki-talk\";\n }\n std::string mode = \"normal\";\n\n DEBUG_PRINTF(\"start main\\n\");\n\n acceleratorInit(\"graph_fpga\", xcl_file);\n acceleratorDataLoad(gName, mode, &graphDataInfo);\n acceleratorDataPreprocess(&graphDataInfo);\n\n {\n double startStamp, endStamp;\n startStamp = getCurrentTimestamp();\n acceleratorSuperStep(0, &graphDataInfo);\n endStamp = getCurrentTimestamp();\n DEBUG_PRINTF(\"exe time : %lf \\n\", endStamp - startStamp);\n }\n\n write_back_csv(\"out_s1.csv\", MEM_ID_NEWTHETA_S);\n write_back_csv(\"out_a1.csv\", MEM_ID_NEWTHETA_A);\n write_back_csv(\"out_r1.csv\", MEM_ID_NEWTHETA_R);\n\n acceleratorDeinit();\n\n return 0;\n}\n" }, { "path": "application/casir/apply_kernel.mk", "content": "" }, { "path": "application/casir/build.mk", "content": "\n#scatter-gather kernel\nHAVE_EDGE_PROP=true\nHAVE_UNSIGNED_PROP=false\n\n#apply kernel\nHAVE_APPLY=true\nCUSTOMIZE_APPLY=true\nHAVE_APPLY_OUTDEG=false\n\n#scheduler\nSCHEDULER=secondOrderEstimator\n\n#entry\nDEFAULT_ENTRY=false\n\n#override bandwidth\nTARGET_BANDWIDTH = 17\n\n#override partition_size\nTARGET_PARTITION_SIZE = 66536\n" }, { "path": "application/casir/config.mk", "content": "FREQ=300\n\nQUEUE_SIZE_FILTER=32\nQUEUE_SIZE_MEMORY=512\n\nLOG_SCATTER_CACHE_BURST_SIZE=7\n\nAPPLY_REF_ARRAY_SIZE=1\n" }, { "path": "application/casir/customized_apply.cpp", "content": "\n// pre-define:\n// uProp = theta_i * N\n// tProp = sum(sourceVertexProp * w) in scatter-gather stage\n// wProp: write back value\n\n/* Apply: updates all vertices for next iteration */\nint applyFunc( ... )\n{\n#pragma THUNDERGP APPLY_BASE_TYPE float\n\n#pragma THUNDERGP DEF_ARRAY theta_s\n\tfloat theta_s;\n#pragma THUNDERGP DEF_ARRAY theta_r\n\tfloat theta_r;\n#pragma THUNDERGP DEF_INPUT_ONLY_ARRAY N\n\tfloat N;\n#pragma THUNDERGP DEF_SCALAR epsilon\n\tfloat epsilon;\n#pragma THUNDERGP DEF_SCALAR nu\n\tfloat nu;\n#pragma THUNDERGP DEF_SCALAR a\n\tfloat a;\n#pragma THUNDERGP DEF_SCALAR eta\n\tfloat eta;\n\n\n#pragma THUNDERGP USER_APPLY_CODE_START\n//start\n\t/*\n\t St = Sp-epsilon*Sp*Ip - Sp*a * epsilon * eta* wetVec\n\t It = (1-nu)*Ip+epsilon*Sp*Ip + Sp *a * epsilon * eta * wetVec\n\t Rt = Rp+nu*Ip\n\t*/\n\tfloat theta_i = uProp / N / FIXED_SCALE;\n\tfloat wetVec = tProp / N / FIXED_SCALE;\n\tfloat newtheta_s = theta_s\n\t - epsilon * theta_s * theta_i\n\t - theta_s * a * eta * wetVec;\n\tfloat newtheta_r = theta_r + nu * theta_i;\n\n\tfloat newtheta_i = (1 - nu) * theta_i\n\t + epsilon * theta_s * theta_i\n\t + theta_s * a * eta * wetVec;\n\twProp = newtheta_i * N * FIXED_SCALE;\n#pragma THUNDERGP USER_APPLY_CODE_END\n//end\n}\n" }, { "path": "application/casir/dataPrepare.cpp", "content": "#include \"host_graph_api.h\"\n#include \"fpga_application.h\"\n#include \"customize_mem_1.h\"\n\n\n#define DATA_PATH \"/graph_data/sir/\"\n#define MEM_ID_LOAD_EDGE_PROP (MEM_ID_USER_DEFINE_BASE)\n#define MEM_ID_LOAD_VERTEX_PROP (MEM_ID_USER_DEFINE_BASE + 1)\n\nint dataPrepareProperty(graphInfo *info)\n{\n\n global.nu = 0.023;\n global.epsilon = 0.077;\n global.a = 0.5;\n global.eta = 0.01;\n\n load_from_csv(DATA_PATH\"input_S0.csv\", MEM_ID_THETA_S, MEM_ATTR_THETA_S);\n output_init(MEM_ID_NEWTHETA_S, MEM_ATTR_NEWTHETA_S, MEM_ID_THETA_S);\n load_from_csv(DATA_PATH\"input_R0.csv\", MEM_ID_THETA_R, MEM_ATTR_THETA_R);\n output_init(MEM_ID_NEWTHETA_R, MEM_ATTR_NEWTHETA_R, MEM_ID_THETA_R);\n\n float * pop = load_from_csv(DATA_PATH\"input_pop.csv\", MEM_ID_N, MEM_ATTR_N);\n float * i0 = load_from_csv(DATA_PATH\"input_I0.csv\", MEM_ID_LOAD_VERTEX_PROP, ATTR_HOST_ONLY);\n \n if (i0 == NULL)\n {\n return -1;\n }\n\n prop_t *vertexPushinProp = (prop_t*)get_host_mem_pointer(MEM_ID_PUSHIN_PROP);\n int vertexNum = info->vertexNum;\n for (int i = 0; i < info->vertexNum; i++)\n {\n vertexPushinProp[i] = (int)(i0[i] * pop[i] * FIXED_SCALE);\n }\n int alignedVertexNum = get_he_mem(MEM_ID_PUSHIN_PROP)->size / sizeof(int);\n for (int i = vertexNum; i < alignedVertexNum; i++) {\n vertexPushinProp[i] = 0;\n }\n\n int * loadedEdgeProp = load_from_csv(DATA_PATH\"edge_prop_sir.txt\", MEM_ID_LOAD_EDGE_PROP, ATTR_HOST_ONLY);\n prop_t *edgeProp = (prop_t*)get_host_mem_pointer(MEM_ID_EDGE_PROP);\n int edgeNum = info->edgeNum;\n for (int i = 0; i < edgeNum; i++)\n {\n edgeProp[i] = loadedEdgeProp[i];\n }\n int alignedEdgeNum = get_he_mem(MEM_ID_EDGE_PROP)->size / sizeof(int);\n for (int i = edgeNum; i < alignedEdgeNum; i++)\n {\n edgeProp[i] = 0;\n }\n\n prop_t *test = (prop_t*)get_host_mem_pointer(MEM_ID_TEST);\n for (int i = 0; i < info->vertexNum; i++)\n {\n test[i] = vertexPushinProp[i];\n }\n\n\n return 0;\n}\n\nunsigned int dataPrepareGetArg(graphInfo *info)\n{\n return 0;\n}" }, { "path": "application/casir/host_vertex_apply.cpp", "content": "#include \"host_graph_sw.h\"\n\n#include \"fpga_application.h\"\n\n#include \"host_graph_verification.h\"\n\n\n#include \"customize_mem_1.h\"\n#include \"customize_apply_cl_kernel_1.h\"\n\n\n\n\n\nvoid partitionApplyCModel(\n cl_context &context,\n cl_device_id &device,\n int superStep,\n int partId,\n unsigned int applyArg\n)\n{\n}\n" }, { "path": "application/casir/l2.h", "content": "#ifndef __L2_H__\n#define __L2_H__\n\n\n#define FIXED_SCALE (1000000)\n\n\n/* source vertex property process */\ninline prop_t preprocessProperty(prop_t srcProp)\n{\n return (srcProp);\n}\n\n/* Scatter: return source vertex property \"srcProp\" as the value of update tuple */\ninline prop_t scatterFunc(prop_t srcProp, prop_t edgeProp)\n{\n return ((srcProp) * (edgeProp));\n}\n\n/* Gather: accumulates the update values from source vertices to original values*/\ninline prop_t gatherFunc(prop_t ori, prop_t update)\n{\n return ((ori) + (update));\n}\n\n#endif /* __L2_H__ */\n" }, { "path": "application/casir/main.cpp", "content": "#include \n#include \n#include \n#include \n\n#include \"customize_mem_1.h\"\n#include \"host_graph_api.h\"\nusing namespace std;\n\ngraphInfo graphDataInfo;\n\nint main(int argc, char **argv) {\n\n char * xcl_file = NULL;\n if (argc > 1)\n {\n xcl_file = argv[1];\n }\n\n std::string gName;\n if (argc > 2)\n {\n gName = argv[2];\n }\n else\n {\n gName = \"wiki-talk\";\n }\n std::string mode = \"normal\";\n\n DEBUG_PRINTF(\"start main\\n\");\n\n acceleratorInit(\"graph_fpga\", xcl_file);\n acceleratorDataLoad(gName, mode, &graphDataInfo);\n acceleratorDataPreprocess(&graphDataInfo);\n\n {\n double startStamp, endStamp;\n startStamp = getCurrentTimestamp();\n acceleratorSuperStep(0, &graphDataInfo);\n endStamp = getCurrentTimestamp();\n DEBUG_PRINTF(\"exe time : %lf \\n\", endStamp - startStamp);\n }\n\n write_back_csv(\"out_s1.csv\", MEM_ID_NEWTHETA_S);\n write_back_csv(\"out_r1.csv\", MEM_ID_NEWTHETA_R);\n\n acceleratorDeinit();\n\n return 0;\n}\n" }, { "path": "application/cc/apply_kernel.mk", "content": "" }, { "path": "application/cc/build.mk", "content": "\n#scatter-gather kernel\nHAVE_EDGE_PROP=false\nHAVE_UNSIGNED_PROP=true\n\n#apply kernel\nHAVE_APPLY=true\nCUSTOMIZE_APPLY=false\nHAVE_APPLY_OUTDEG=false\n\n#scheduler\nSCHEDULER=secondOrderEstimator\n\n#entry\nDEFAULT_ENTRY=false\n\n" }, { "path": "application/cc/config.mk", "content": "FREQ=250\n\nQUEUE_SIZE_FILTER=16\nQUEUE_SIZE_MEMORY=512\n\nLOG_SCATTER_CACHE_BURST_SIZE=7\n\nAPPLY_REF_ARRAY_SIZE=32\n" }, { "path": "application/cc/dataPrepare.cpp", "content": "#include \"host_graph_api.h\"\n#include \"fpga_application.h\"\n\n#include \n#include \n#include \n\n\nunsigned int dataPrepareGetArg(graphInfo *info)\n{\n return 0;\n}\n\nint dataPrepareProperty(graphInfo *info)\n{\n std::srand(std::time(nullptr));\n int *vertexPushinProp = (int*)get_host_mem_pointer(MEM_ID_PUSHIN_PROP);\n\n int alignedVertexNum = get_he_mem(MEM_ID_PUSHIN_PROP)->size/sizeof(int);\n\n for (int i = 0; i < alignedVertexNum; i++)\n {\n vertexPushinProp[i] = 0;\n }\n for (int i = 0; i < 32; i++)\n {\n int select_index = ((double)std::rand())/((RAND_MAX + 1u)/info->vertexNum);\n vertexPushinProp[select_index] = 1 << i;\n }\n return 0;\n}\n" }, { "path": "application/cc/l2.h", "content": "#ifndef __L2_H__\n#define __L2_H__\n\n\n#define MAX_PROP (INT_MAX - 1)\n\n#define VERTEX_ACTIVE_BIT_MASK (0x80000000)\n#define IS_ACTIVE_VERTEX(a) (a != 0)\n\n/* source vertex property process */\ninline prop_t preprocessProperty(prop_t srcProp)\n{\n return ((srcProp));\n}\n\n/* source vertex property & edge property */\ninline prop_t scatterFunc(prop_t srcProp, prop_t edgeProp)\n{\n return (srcProp);\n}\n\n/* destination property update dst buffer update */\ninline prop_t gatherFunc(prop_t ori, prop_t update)\n{\n return (ori | update);\n}\n\ninline prop_t applyFunc( prop_t tProp,\n prop_t source,\n prop_t outDeg,\n unsigned int (&extra)[APPLY_REF_ARRAY_SIZE],\n unsigned int arg\n )\n{\n\n for (int i = 0; i < APPLY_REF_ARRAY_SIZE; i++)\n {\n const prop_t mask = (1 << i);\n\n if (((source & mask) != mask ) && ((tProp & mask) == mask))\n {\n extra[i] = 1;\n }\n else\n {\n extra[i] = 0;\n }\n }\n\n return tProp | source;\n}\n\n#endif /* __L2_H__ */\n" }, { "path": "application/cc/main.cpp", "content": "#include \n#include \n#include \n#include \n\n#include \"host_graph_api.h\"\n#include \"host_graph_verification.h\"\n\nusing namespace std;\n\ngraphInfo graphDataInfo;\n\nint main(int argc, char **argv) {\n\n char * xcl_file = NULL;\n if (argc > 1)\n {\n xcl_file = argv[1];\n }\n\n std::string gName;\n if (argc > 2)\n {\n gName = argv[2];\n }\n else\n {\n gName = \"wiki-talk\";\n }\n std::string mode = \"normal\";\n\n DEBUG_PRINTF(\"start main\\n\");\n\n acceleratorInit(\"graph_fpga\", xcl_file);\n\n acceleratorDataLoad(gName, mode, &graphDataInfo);\n\n acceleratorDataPreprocess(&graphDataInfo);\n // 10 times for averaging result;\n for (int j = 0; j < 10 ; j ++)\n {\n int runCounter = 0;\n int totalActiveVertices = 1;\n int closenessCentrality[32];\n\n //random set 32 nodes to calculated their closeness centrality\n reTransferProp(&graphDataInfo);\n for (int i = 0; i < 32; i++)\n {\n closenessCentrality[i] = 0;\n }\n while (totalActiveVertices != 0)\n {\n totalActiveVertices = 0;\n double startStamp, endStamp;\n startStamp = getCurrentTimestamp();\n\n acceleratorSuperStep(runCounter, &graphDataInfo);\n\n endStamp = getCurrentTimestamp();\n\n int *reg = (int *)acceleratorQueryRegister();\n for (int i = 0; i < 32; i++)\n {\n int activeVertices = reg[i];\n totalActiveVertices += activeVertices;\n DEBUG_PRINTF(\"activeVertice@path_%d : %d \\n\", i, activeVertices);\n }\n for (int i = 0; i < 32; i++)\n {\n closenessCentrality[i] += reg[i] * runCounter;\n }\n /* profile */\n acceleratorProfile(runCounter, runCounter, &graphDataInfo, endStamp - startStamp);\n runCounter ++;\n }\n }\n //dumpResult(&graphDataInfo);\n acceleratorDeinit();\n\n return 0;\n}\n\n" }, { "path": "application/common.mk", "content": "VAR_TRUE=true\n\nCP = cp -rf\nXCLBIN := ./xclbin_$(APP)\nDSA := $(call device2sandsa, $(DEVICE))\n\nCXX := $(XILINX_SDX)/bin/xcpp\nXOCC := $(XILINX_SDX)/bin/xocc\n\nGS_KERNEL_PATH = ./tmp_fpga_top\nAPPLY_KERNEL_PATH = ./tmp_fpga_top\n\n\n\ninclude $(ABS_COMMON_REPO)/utils/opencl.mk\n\n\n\n#--kernel_frequency \n#--xp prop:solution.kernel_compiler_margin=\n#--xp param:compiler.enableAutoFrequencyScaling=0\n\nHOST_SRCS = ./libgraph/misc/graph.cpp ./libgraph/misc/data_helper.cpp\n\nifeq ($(strip $(DEFAULT_ENTRY)), $(strip $(VAR_TRUE)))\n\tHOST_SRCS += ./libgraph/default_entry.cpp\nelse\n\tHOST_SRCS += $(APPCONFIG)/main.cpp\nendif\n\nHOST_SRCS += ./libgraph/memory/he_mem.cpp\nHOST_SRCS += ./libgraph/memory/he_mapping.cpp\nHOST_SRCS += ./libgraph/misc/host_graph_mem.cpp\nHOST_SRCS += ./libgraph/host_graph_partition.cpp\nHOST_SRCS += ./libgraph/kernel/host_graph_kernel.cpp\nHOST_SRCS += ./libgraph/host_graph_dataflow.cpp\nHOST_SRCS += ./libgraph/scheduler/host_graph_scheduler.cpp\nHOST_SRCS += ./libgraph/scheduler/$(SCHEDULER)/scheduler.cpp\nHOST_SRCS += $(APPCONFIG)/dataPrepare.cpp\nHOST_SRCS += ./libgraph/verification/host_graph_verification_gs.cpp\nHOST_SRCS += ./libgraph/verification/host_graph_cmodel.cpp\n\nifeq ($(strip $(HAVE_APPLY)), $(strip $(VAR_TRUE)))\n ifeq ($(strip $(CUSTOMIZE_APPLY)), $(strip $(VAR_TRUE)))\n HOST_SRCS += $(APPCONFIG)/host_vertex_apply.cpp\n endif\n HOST_SRCS += ./libgraph/verification/host_graph_verification_apply.cpp\nendif\n\n\n# Host compiler global settings\nCXXFLAGS := $(AUTOGEN_CFLAG) \n\nCXXFLAGS += $(opencl_CXXFLAGS) -Wall\nCXXFLAGS += -I/$(XILINX_SDX)/Vivado_HLS/include/ -O3 -g -fmessage-length=0 -std=c++14 -Wno-deprecated-declarations\nCXXFLAGS += -I ./\nCXXFLAGS += -I ./libfpga\nCXXFLAGS += -I ./libgraph\nCXXFLAGS += -I ./libgraph/memory\nCXXFLAGS += -I ./libgraph/scheduler\nCXXFLAGS += -I ./libgraph/verification\nCXXFLAGS += -I ./libgraph/misc\nCXXFLAGS += -I ./libgraph/kernel\nCXXFLAGS += -I $(APPCONFIG)\nCXXFLAGS += -I ./application\nCXXFLAGS += -I tmp_para\nCXXFLAGS += -I tmp_fpga_top\n\n# Host linker flags\nLDFLAGS := $(opencl_LDFLAGS)\nLDFLAGS += -lrt -lstdc++ -lxilinxopencl\n\n\n\nCLFLAGS := $(AUTOGEN_CFLAG)\n\nifeq ($(TARGET),$(filter $(TARGET), hw_emu))\nCLFLAGS += -g -t $(TARGET)\nelse\nCLFLAGS += -t $(TARGET)\nendif\n\n# Kernel compiler global settings\nCLFLAGS += --platform $(DEVICE) --save-temps -O3\nCLFLAGS += -I ./\nCLFLAGS += -I ./libfpga\nCLFLAGS += -I ./libfpga/common\nCLFLAGS += -I $(APPCONFIG)\nCLFLAGS += -I ./application\nCLFLAGS += --xp prop:solution.kernel_compiler_margin=10%\n\n# Kernel linker flags\n\nLDCLFLAGS += --xp prop:solution.kernel_compiler_margin=10% --kernel_frequency=$(FREQ)\n\nEXECUTABLE = host_graph_fpga_$(APP)\n\nEMCONFIG_DIR = $(XCLBIN)/$(DSA)\n\nBINARY_CONTAINERS += $(XCLBIN)/graph_fpga.$(TARGET).$(DSA).xclbin\n\n\n#Include Libraries\n\ninclude $(UTILS_PATH)/xcl/xcl.mk\nCXXFLAGS += $(xcl_CXXFLAGS)\nLDFLAGS += $(xcl_CXXFLAGS)\nHOST_SRCS += $(xcl_SRCS)\n\n\n#############################################################################\n# #\n# Specific Build Configuration #\n# #\n#############################################################################\n\n\nifeq ($(strip $(HAVE_APPLY)), $(strip $(VAR_TRUE)))\nCXXFLAGS += -DHAVE_APPLY=1\nelse\nCXXFLAGS += -DHAVE_APPLY=0\nendif\n\n\nifeq ($(strip $(HAVE_EDGE_PROP)), $(strip $(VAR_TRUE)))\nCXXFLAGS += -DHAVE_EDGE_PROP=1\nCLFLAGS += -DHAVE_EDGE_PROP=1\nelse\nCXXFLAGS += -DHAVE_EDGE_PROP=0\nCLFLAGS += -DHAVE_EDGE_PROP=0\nendif\n\n\nifeq ($(strip $(HAVE_UNSIGNED_PROP)), $(strip $(VAR_TRUE)))\nCXXFLAGS += -DHAVE_UNSIGNED_PROP=1\nCLFLAGS += -DHAVE_UNSIGNED_PROP=1\nelse\nCXXFLAGS += -DHAVE_UNSIGNED_PROP=0\nCLFLAGS += -DHAVE_UNSIGNED_PROP=0\nendif\n\n\nifeq ($(strip $(HAVE_APPLY_OUTDEG)), $(strip $(VAR_TRUE)))\nCXXFLAGS += -DHAVE_APPLY_OUTDEG=1\nCLFLAGS += -DHAVE_APPLY_OUTDEG=1\nelse\nCXXFLAGS += -DHAVE_APPLY_OUTDEG=0\nCLFLAGS += -DHAVE_APPLY_OUTDEG=0\nendif\n\n\n\nifeq ($(strip $(CUSTOMIZE_APPLY)), $(strip $(VAR_TRUE)))\nCXXFLAGS += -DCUSTOMIZE_APPLY=1\nCLFLAGS += -DCUSTOMIZE_APPLY=1\nelse\nCXXFLAGS += -DCUSTOMIZE_APPLY=0\nCLFLAGS += -DCUSTOMIZE_APPLY=0\nendif\n\n\n#############################################################################\n# #\n# Specific Configuration #\n# #\n#############################################################################\n\n## for hardware\nCLFLAGS += -DQUEUE_SIZE_FILTER=$(QUEUE_SIZE_FILTER)\nCLFLAGS += -DQUEUE_SIZE_MEMORY=$(QUEUE_SIZE_MEMORY)\nCLFLAGS += -DLOG_SCATTER_CACHE_BURST_SIZE=$(LOG_SCATTER_CACHE_BURST_SIZE)\n\n\nCLFLAGS += -DAPPLY_REF_ARRAY_SIZE=$(APPLY_REF_ARRAY_SIZE)\nCXXFLAGS += -DAPPLY_REF_ARRAY_SIZE=$(APPLY_REF_ARRAY_SIZE)\n\n\nifdef TARGET_PARTITION_SIZE\nCLFLAGS += -DTARGET_PARTITION_SIZE=$(TARGET_PARTITION_SIZE)\nCXXFLAGS += -DTARGET_PARTITION_SIZE=$(TARGET_PARTITION_SIZE)\n\nendif\n" }, { "path": "application/global_config.h", "content": "#ifndef __GLOBAL_CONFIG_H__\n#define __GLOBAL_CONFIG_H__\n\n#include \n#include \n\n\n#if HAVE_UNSIGNED_PROP\ntypedef unsigned int prop_t;\n#else\ntypedef int prop_t;\n#endif\n\n#ifdef TARGET_PARTITION_SIZE\n#undef PARTITION_SIZE\n#define PARTITION_SIZE (TARGET_PARTITION_SIZE)\n#endif\n#define MAX_VERTICES_IN_ONE_PARTITION (PARTITION_SIZE)\n\n#define ENDFLAG 0xffffffff\n\n#define LOG_BURSTBUFFERSIZE (7)\n#define BURSTBUFFERSIZE (1<<7)\n#define ALIGN_SIZE (BURSTBUFFERSIZE * 16)\n\n//#define SW_DEBUG\n\n#define CAHCE_FETCH_DEBUG (0)\n\n\n\n\n\n#endif /* __GLOBAL_CONFIG_H__ */\n" }, { "path": "application/para_check.h", "content": "#ifndef __PARA_CHECK__\n#define __PARA_CHECK__\n\n#ifndef SUB_PARTITION_NUM\n#error \"SUB_PARTITION_NUM is not define! please check the ThunderGP para_gen.\"\n#endif\n\n#ifndef PARTITION_SIZE\n#error \"PARTITION_SIZE is not define! please check the ThunderGP para_gen.\"\n#endif\n\n#endif /* __PARA_CHECK__ */\n" }, { "path": "application/pr/apply_kernel.mk", "content": "" }, { "path": "application/pr/build.mk", "content": "\n#scatter-gather kernel\nHAVE_EDGE_PROP=false\nHAVE_UNSIGNED_PROP=false\n\n#apply kernel\nHAVE_APPLY=true\nCUSTOMIZE_APPLY=false\nHAVE_APPLY_OUTDEG=true\n\n#scheduler\nSCHEDULER=secondOrderEstimator\n\n#entry\nDEFAULT_ENTRY=true\n" }, { "path": "application/pr/config.mk", "content": "FREQ=280\n\nQUEUE_SIZE_FILTER=16\nQUEUE_SIZE_MEMORY=512\n\nLOG_SCATTER_CACHE_BURST_SIZE=6\n\nAPPLY_REF_ARRAY_SIZE=1\n" }, { "path": "application/pr/dataPrepare.cpp", "content": "#include \"host_graph_api.h\"\n#include \"fpga_application.h\"\n\n#define INT2FLOAT (pow(2,30))\n\nint float2int(float a) {\n return (int)(a * INT2FLOAT);\n}\n\nfloat int2float(int a) {\n return ((float)a / INT2FLOAT);\n}\n\nunsigned int dataPrepareGetArg(graphInfo *info)\n{\n return float2int((1.0f - kDamp) / info->vertexNum);\n}\n\nint dataPrepareProperty(graphInfo *info)\n{\n int *tempPropValue = (int*)get_host_mem_pointer(MEM_ID_PROP_FOR_DATAPREPARE);\n int *outDeg = (int*)get_host_mem_pointer(MEM_ID_OUT_DEG_ORIGIN);\n prop_t *vertexPushinProp = (prop_t*)get_host_mem_pointer(MEM_ID_PUSHIN_PROP);\n\n int vertexNum = info->vertexNum;\n int alignedVertexNum = get_he_mem(MEM_ID_PUSHIN_PROP)->size/sizeof(int);\n\n float init_score_float = 1.0f / vertexNum;\n int init_score_int = float2int(init_score_float);\n\n\n for (int i = 0; i < vertexNum; i++) {\n tempPropValue[i] = init_score_int;\n if (outDeg[i] > 0)\n {\n vertexPushinProp[i] = tempPropValue[i] / outDeg[i];\n }\n else\n {\n vertexPushinProp[i] = 0;\n }\n }\n\n for (int i = vertexNum; i < alignedVertexNum; i++) {\n vertexPushinProp[i] = 0;\n }\n return 0;\n}" }, { "path": "application/pr/l2.h", "content": "#ifndef __L2_H__\n#define __L2_H__\n\n\n#define kDamp (0.85f)\n#define kDampFixPoint 108//(0.85 << 7) // * 128\n\n/* source vertex property process */\ninline prop_t preprocessProperty(prop_t srcProp)\n{\n\treturn (srcProp);\n}\n\n/* source vertex property & edge property */\ninline prop_t scatterFunc(prop_t srcProp, prop_t edgeProp)\n{\n\treturn (srcProp);\n}\n\n/* destination property update dst buffer update */\ninline prop_t gatherFunc(prop_t ori, prop_t update)\n{\n\treturn ((ori) + (update));\n}\n\ninline prop_t applyFunc( prop_t tProp,\n prop_t source,\n prop_t outDeg,\n unsigned int (&extra)[APPLY_REF_ARRAY_SIZE],\n unsigned int arg\n )\n{\n\n\tprop_t old_score = source;\n\tprop_t new_score = arg + ((kDampFixPoint * tProp) >> 7);\n\tprop_t tmp;\n\tif (outDeg != 0)\n\t{\n\t\ttmp = (1 << 16 ) / outDeg;\n\t}\n\telse\n\t{\n\t\ttmp = 0;\n\t}\n\n\tprop_t update = (new_score * tmp) >> 16;\n\n\textra[0] = (new_score - old_score) > 0 ? (new_score - old_score) : (old_score - new_score) ;\n\n\treturn update;\n}\n#endif /* __L2_H__ */\n" }, { "path": "application/spmv/apply_kernel.mk", "content": "" }, { "path": "application/spmv/build.mk", "content": "\n#scatter-gather kernel\nHAVE_EDGE_PROP=true\nHAVE_UNSIGNED_PROP=false\n\n#apply kernel\nHAVE_APPLY=false\nCUSTOMIZE_APPLY=false\nHAVE_APPLY_OUTDEG=false\n\n#scheduler\nSCHEDULER=secondOrderEstimator\n\n#entry\nDEFAULT_ENTRY=true\n" }, { "path": "application/spmv/config.mk", "content": "FREQ=250\n\nQUEUE_SIZE_FILTER=32\nQUEUE_SIZE_MEMORY=512\n\nLOG_SCATTER_CACHE_BURST_SIZE=7\n\nAPPLY_REF_ARRAY_SIZE=1\n" }, { "path": "application/spmv/dataPrepare.cpp", "content": "#include \"host_graph_api.h\"\n\n\nunsigned int dataPrepareGetArg(graphInfo *info)\n{\n\treturn 0;\n}\n\nint dataPrepareProperty(graphInfo *info)\n{\n\tprop_t *vertexPushinProp = (prop_t*)get_host_mem_pointer(MEM_ID_PUSHIN_PROP);\n\n\tint alignedVertexNum = get_he_mem(MEM_ID_PUSHIN_PROP)->size/sizeof(int);\n\n\tfor (int i = 0; i < alignedVertexNum; i++) {\n\t\tvertexPushinProp[i] = i;\n\t}\n\t prop_t *edgeProp = (prop_t*)get_host_mem_pointer(MEM_ID_EDGE_PROP);\n\n\t//int edgeNum = info->edgeNum;\n\tint alignedEdgeNum = get_he_mem(MEM_ID_EDGE_PROP)->size/sizeof(int);\n\n\tfor (int i = 0; i < alignedEdgeNum; i++)\n\t{\n\t\tedgeProp[i] = i;\n\t}\n\n\n\treturn 0;\n}" }, { "path": "application/spmv/l2.h", "content": "#ifndef __L2_H__\n#define __L2_H__\n\n/* source vertex property process */\ninline prop_t preprocessProperty(prop_t srcProp)\n{\n return (srcProp);\n}\n\n/* source vertex property & edge property */\ninline prop_t scatterFunc(prop_t srcProp, prop_t edgeProp)\n{\n return ((srcProp) * (edgeProp));\n}\n\n/* destination property update dst buffer update */\ninline prop_t gatherFunc(prop_t ori, prop_t update)\n{\n return ((ori) + (update));\n}\n\ninline prop_t applyFunc( prop_t tProp,\n prop_t source,\n prop_t outDeg,\n unsigned int (&extra)[APPLY_REF_ARRAY_SIZE],\n unsigned int arg\n )\n{\n return tProp;\n}\n\n\n#endif /* __L2_H__ */\n" }, { "path": "application/sssp/apply_kernel.mk", "content": "" }, { "path": "application/sssp/build.mk", "content": "\n#scatter-gather kernel\nHAVE_EDGE_PROP=true\nHAVE_UNSIGNED_PROP=true\n\n#apply kernel\nHAVE_APPLY=true\nCUSTOMIZE_APPLY=false\nHAVE_APPLY_OUTDEG=false\n\n#scheduler\nSCHEDULER=secondOrderEstimator\n\n#entry\nDEFAULT_ENTRY=true\n" }, { "path": "application/sssp/config.mk", "content": "FREQ=250\n\nQUEUE_SIZE_FILTER=16\nQUEUE_SIZE_MEMORY=512\n\nLOG_SCATTER_CACHE_BURST_SIZE=6\n\nAPPLY_REF_ARRAY_SIZE=1\n" }, { "path": "application/sssp/dataPrepare.cpp", "content": "#include \"host_graph_api.h\"\n#include \"fpga_application.h\"\n\nunsigned int dataPrepareGetArg(graphInfo *info)\n{\n return 0;\n}\n\nint dataPrepareProperty(graphInfo *info)\n{\n int *vertexPushinProp = (int*)get_host_mem_pointer(MEM_ID_PUSHIN_PROP);\n\n int alignedVertexNum = get_he_mem(MEM_ID_PUSHIN_PROP)->size / sizeof(int);\n\n for (int i = 0; i < alignedVertexNum; i++)\n {\n vertexPushinProp[i] = MAX_PROP;\n }\n prop_t *edgeProp = (prop_t*)get_host_mem_pointer(MEM_ID_EDGE_PROP);\n\n //int edgeNum = info->edgeNum;\n int alignedEdgeNum = get_he_mem(MEM_ID_EDGE_PROP)->size / sizeof(int);\n\n for (int i = 0; i < alignedEdgeNum; i++)\n {\n edgeProp[i] = i % 16;\n }\n int select_index = ((double)std::rand()) / ((RAND_MAX + 1u) / info->vertexNum);\n vertexPushinProp[select_index] = 0x80000001;\n\n return 0;\n}" }, { "path": "application/sssp/l2.h", "content": "#ifndef __L2_H__\n#define __L2_H__\n\n\n#define MAX_PROP (INT_MAX - 1)\n\n#define VERTEX_ACTIVE_BIT_MASK (0x80000000)\n#define IS_ACTIVE_VERTEX(a) ((((((a) & VERTEX_ACTIVE_BIT_MASK) == VERTEX_ACTIVE_BIT_MASK))) ? 1 : 0)\n\n/* source vertex property process */\ninline prop_t preprocessProperty(prop_t srcProp)\n{\n return (srcProp);\n}\n\n/* source vertex property & edge property */\ninline prop_t scatterFunc(prop_t srcProp, prop_t edgeProp)\n{\n if((srcProp & VERTEX_ACTIVE_BIT_MASK) == VERTEX_ACTIVE_BIT_MASK)\n return ((srcProp) + (edgeProp));\n else\n return (srcProp);\n}\n\n/* destination property update dst buffer update */\ninline prop_t gatherFunc(prop_t ori, prop_t update)\n{\n return (\n (\n (\n (((ori) & (~VERTEX_ACTIVE_BIT_MASK)) > ((update) & (~VERTEX_ACTIVE_BIT_MASK)))\n && (update != 0)\n )\n || (ori == 0x0)\n ) ? (update) : (ori)\n );\n}\n\ninline prop_t applyFunc( prop_t tProp,\n prop_t source,\n prop_t outDeg,\n unsigned int (&extra)[APPLY_REF_ARRAY_SIZE],\n unsigned int arg\n )\n{\n prop_t update = 0;\n\n prop_t uProp = source;\n prop_t wProp;\n if (((tProp & VERTEX_ACTIVE_BIT_MASK) == VERTEX_ACTIVE_BIT_MASK) && (uProp == MAX_PROP))\n {\n extra[0] = 1;\n wProp = tProp; // current active vertex, not travsered\n }\n else\n {\n extra[0] = 0;\n wProp = uProp & 0x7fffffff; // not travsered\n }\n update = wProp;\n\n return update;\n}\n\n\n#endif /* __L2_H__ */\n" }, { "path": "application/template/apply_kernel.mk", "content": "" }, { "path": "application/template/build.mk", "content": "# Need modification !\n\n#scatter-gather kernel\nHAVE_EDGE_PROP=true/false\nHAVE_UNSIGNED_PROP=true/false\n\n#apply kernel\nHAVE_APPLY=true/false\nCUSTOMIZE_APPLY=true/false\nHAVE_APPLY_OUTDEG=true/false\n\n#scheduler\nSCHEDULER=secondOrderEstimator\n\n#entry\nDEFAULT_ENTRY=true\n\n" }, { "path": "application/template/config.mk", "content": "" }, { "path": "application/template/host_vertex_apply.cpp", "content": "#include \"host_graph_sw.h\"\n\n#include \"fpga_application.h\"\n\n#include \"host_graph_verification.h\"\n\n\nvoid setApplyKernel(cl_kernel &kernel_apply, int partId, int vertexNum)\n{\n\n}\n\n\nvoid partitionApplyCModel(\n cl_context &context,\n cl_device_id &device,\n int partId,\n unsigned int argReg\n)\n{\n}\n\n\n\n\n" }, { "path": "application/template/l2.h", "content": "#ifndef __L2_H__\n#define __L2_H__\n\n/* source vertex property process */\ninline prop_t preprocessProperty(prop_t srcProp)\n{\n return 0;\n}\n\n/* source vertex property & edge property */\ninline prop_t scatterFunc(prop_t srcProp, prop_t edgeProp)\n{\n return 0;\n}\n\n/* destination property update in RAW solver */\ninline prop_t updateMergeInRAWSolver(prop_t ori, prop_t update)\n{\n return 0;\n}\n\n/* destination property update dst buffer update */\ninline prop_t gatherFunc(prop_t ori, prop_t update)\n{\n return 0;\n}\n\n\n#endif /* __L2_H__ */\n" }, { "path": "application/template/vertex_apply.cpp", "content": "#include \n#include \n#include \"graph_fpga.h\"\n\n\n#include \"fpga_global_mem.h\"\n\n\nvoid apply(\n int loopNum,\n hls::stream &outDegreeStream,\n hls::stream &vertexPropStream,\n hls::stream &tmpVertexPropStream,\n unsigned int baseScore ,\n hls::stream &newVertexPropStream,\n int *error\n)\n{\n int error_l[BURST_ALL_BITS / INT_WIDTH];\n#pragma HLS ARRAY_PARTITION variable=error_l dim=0 complete\n for (int i = 0; i < BURST_ALL_BITS / INT_WIDTH; i++)\n {\n error_l[i] = 0;\n }\n for (int loopCount = 0; loopCount < loopNum; loopCount ++)\n {\n\n#pragma HLS PIPELINE II=1\n burst_raw vertexProp;\n burst_raw tmpVertexProp;\n burst_raw outDeg;\n read_from_stream(vertexPropStream, vertexProp);\n read_from_stream(tmpVertexPropStream, tmpVertexProp);\n read_from_stream(outDegreeStream, outDeg);\n\n\n burst_raw newVertexProp;\n\n for (int i = 0; i < BURST_ALL_BITS / INT_WIDTH; i++)\n {\n#pragma HLS UNROLL\n int tProp = tmpVertexProp.range((i + 1) * INT_WIDTH - 1, i * INT_WIDTH );\n int old_score = vertexProp.range( (i + 1) * INT_WIDTH - 1, i * INT_WIDTH );\n int new_score = baseScore + ((kDampFixPoint * tProp) >> 7);\n int out_deg = outDeg.range( (i + 1) * INT_WIDTH - 1, i * INT_WIDTH );\n int update = 0;\n if (out_deg != 0)\n {\n update = new_score / out_deg;\n }\n else\n {\n update = 0;\n }\n\n newVertexProp.range((i + 1) * INT_WIDTH - 1, i * INT_WIDTH ) = update;\n //debug[i] = (new_score - old_score) > 0 ? (new_score - old_score) : (old_score - new_score);\n error_l[i] += (new_score - old_score) > 0 ? (new_score - old_score) : (old_score - new_score) ;\n }\n write_to_stream(newVertexPropStream, newVertexProp);\n\n }\n int total_error = 0;\n\n for (int i = 0; i < BURST_ALL_BITS / INT_WIDTH; i ++)\n {\n DEBUG_PRINTF(\"error_l %d %d \\n\", i, error_l[i]);\n total_error += error_l[i];\n }\n error[0] = total_error;\n\n}\n\n\n\n\nextern \"C\" {\n void vertexApply(\n uint16 *vertexProp,\n uint16 *tmpVertexProp1,\n uint16 *tmpVertexProp2,\n uint16 *tmpVertexProp3,\n uint16 *tmpVertexProp4,\n uint16 *newVertexProp1,\n uint16 *newVertexProp2,\n uint16 *newVertexProp3,\n uint16 *newVertexProp4,\n uint16 *outDegree,\n int *error,\n unsigned int vertexNum,\n unsigned int addrOffset,\n unsigned int baseScore\n )\n {\n\n\n\n /* cu1 */\n#pragma HLS INTERFACE m_axi port=tmpVertexProp1 offset=slave bundle=gmem1 max_read_burst_length=64 num_write_outstanding=4\n#pragma HLS INTERFACE s_axilite port=tmpVertexProp1 bundle=control\n\n#pragma HLS INTERFACE m_axi port=newVertexProp1 offset=slave bundle=gmem1 max_read_burst_length=64 num_write_outstanding=4\n#pragma HLS INTERFACE s_axilite port=newVertexProp1 bundle=control\n\n\n /* cu2 */\n#pragma HLS INTERFACE m_axi port=tmpVertexProp2 offset=slave bundle=gmem2 max_read_burst_length=64 num_write_outstanding=4\n#pragma HLS INTERFACE s_axilite port=tmpVertexProp2 bundle=control\n\n#pragma HLS INTERFACE m_axi port=newVertexProp2 offset=slave bundle=gmem2 max_read_burst_length=64 num_write_outstanding=4\n#pragma HLS INTERFACE s_axilite port=newVertexProp2 bundle=control\n\n\n /* cu3 */\n#pragma HLS INTERFACE m_axi port=tmpVertexProp3 offset=slave bundle=gmem3 max_read_burst_length=64 num_write_outstanding=4\n#pragma HLS INTERFACE s_axilite port=tmpVertexProp3 bundle=control\n\n#pragma HLS INTERFACE m_axi port=newVertexProp3 offset=slave bundle=gmem3 max_read_burst_length=64 num_write_outstanding=4\n#pragma HLS INTERFACE s_axilite port=newVertexProp3 bundle=control\n\n\n /* cu4 */\n#pragma HLS INTERFACE m_axi port=tmpVertexProp4 offset=slave bundle=gmem4 max_read_burst_length=64 num_write_outstanding=4\n#pragma HLS INTERFACE s_axilite port=tmpVertexProp4 bundle=control\n\n#pragma HLS INTERFACE m_axi port=newVertexProp4 offset=slave bundle=gmem4 max_read_burst_length=64 num_write_outstanding=4\n#pragma HLS INTERFACE s_axilite port=newVertexProp4 bundle=control\n\n\n\n#pragma HLS INTERFACE m_axi port=error offset=slave bundle=gmem5\n#pragma HLS INTERFACE s_axilite port=error bundle=control\n\n\n#pragma HLS INTERFACE m_axi port=vertexProp offset=slave bundle=gmem6 max_read_burst_length=64\n#pragma HLS INTERFACE s_axilite port=vertexProp bundle=control\n\n\n#pragma HLS INTERFACE m_axi port=outDegree offset=slave bundle=gmem7 max_read_burst_length=64 \n#pragma HLS INTERFACE s_axilite port=outDegree bundle=control\n\n\n#pragma HLS INTERFACE s_axilite port=vertexNum bundle=control\n#pragma HLS INTERFACE s_axilite port=baseScore bundle=control\n#pragma HLS INTERFACE s_axilite port=addrOffset bundle=control\n#pragma HLS INTERFACE s_axilite port=return bundle=control\n\n#pragma HLS DATAFLOW\n\n hls::stream vertexPropStream;\n#pragma HLS stream variable=vertexPropStream depth=128\n\n hls::stream tmpVertexPropArray[4];\n#pragma HLS stream variable=tmpVertexPropArray depth=2\n\n\n hls::stream tmpVertexPropStream;\n#pragma HLS stream variable=tmpVertexPropStream depth=128\n\n hls::stream outDegreeStream;\n#pragma HLS stream variable=outDegreeStream depth=256\n\n\n hls::stream newVertexPropStream;\n#pragma HLS stream variable=newVertexPropStream depth=128\n\n hls::stream newVertexPropArray[4];\n#pragma HLS stream variable=newVertexPropArray depth=2\n\n int loopNum = (vertexNum >> 4) ;\n\n\n\n burstReadLite(addrOffset, vertexNum, vertexProp, vertexPropStream);\n burstReadLite(addrOffset, vertexNum, outDegree, outDegreeStream);\n\n\n burstReadLite(0, vertexNum, tmpVertexProp1, tmpVertexPropArray[0]);\n burstReadLite(0, vertexNum, tmpVertexProp2, tmpVertexPropArray[1]);\n burstReadLite(0, vertexNum, tmpVertexProp3, tmpVertexPropArray[2]);\n burstReadLite(0, vertexNum, tmpVertexProp4, tmpVertexPropArray[3]);\n\n cuMerge(loopNum, tmpVertexPropArray, tmpVertexPropStream);\n\n apply(\n loopNum,\n outDegreeStream,\n vertexPropStream,\n tmpVertexPropStream,\n baseScore,\n newVertexPropStream,\n error\n );\n\n cuDuplicate(loopNum , newVertexPropStream,\n newVertexPropArray);\n\n writeBackLite(vertexNum, newVertexProp1 + (addrOffset >> 4), newVertexPropArray[0]);\n writeBackLite(vertexNum, newVertexProp2 + (addrOffset >> 4), newVertexPropArray[1]);\n writeBackLite(vertexNum, newVertexProp3 + (addrOffset >> 4), newVertexPropArray[2]);\n writeBackLite(vertexNum, newVertexProp4 + (addrOffset >> 4), newVertexPropArray[3]);\n\n }\n\n}\n" }, { "path": "application/wcc/apply_kernel.mk", "content": "" }, { "path": "application/wcc/build.mk", "content": "\n#scatter-gather kernel\nHAVE_EDGE_PROP=false\nHAVE_UNSIGNED_PROP=true\n\n#apply kernel\nHAVE_APPLY=true\nCUSTOMIZE_APPLY=false\nHAVE_APPLY_OUTDEG=false\n\n#scheduler\nSCHEDULER=secondOrderEstimator\n\n#entry\nDEFAULT_ENTRY=true\n\n" }, { "path": "application/wcc/config.mk", "content": "FREQ=250\n\nQUEUE_SIZE_FILTER=32\nQUEUE_SIZE_MEMORY=512\n\nLOG_SCATTER_CACHE_BURST_SIZE=7\n\nAPPLY_REF_ARRAY_SIZE=1\n" }, { "path": "application/wcc/dataPrepare.cpp", "content": "#include \"host_graph_api.h\"\n#include \"fpga_application.h\"\n\n#include \n#include \n#include \n\nunsigned int dataPrepareGetArg(graphInfo *info)\n{\n return 0;\n}\n\nint dataPrepareProperty(graphInfo *info)\n{\n int *vertexPushinProp = (int*)get_host_mem_pointer(MEM_ID_PUSHIN_PROP);\n\n int alignedVertexNum = get_he_mem(MEM_ID_PUSHIN_PROP)->size/sizeof(int);\n\n for (int i = 0; i < alignedVertexNum; i++)\n {\n vertexPushinProp[i] = 0;\n }\n int select_index = ((double)std::rand()) / ((RAND_MAX + 1u) / info->vertexNum);\n vertexPushinProp[select_index] = 1;\n return 0;\n}" }, { "path": "application/wcc/l2.h", "content": "#ifndef __L2_H__\n#define __L2_H__\n\n\n/*\n Reference the mapping method in TABLE 1 from hitgraph:\n Zhou, Shijie, et al. \"HitGraph: High-throughput graph processing framework on FPGA.\"\n IEEE Transactions on Parallel and Distributed Systems 30.10 (2019): 2249-2264.\n\n but we change the min operation to max, for the initialization of BRAM is zero.\n Therefore, do not need another memory interface to reload data from DRAM.\n Note: this implementation ONLY for performance comparison!\n*/\n\n\n/* source vertex property process */\ninline prop_t preprocessProperty(prop_t srcProp)\n{\n return (srcProp);\n}\n\n/* source vertex property & edge property */\ninline prop_t scatterFunc(prop_t srcProp, prop_t edgeProp)\n{\n return (srcProp);\n}\n\n/* destination property update dst buffer update */\ninline prop_t gatherFunc(prop_t ori, prop_t update)\n{\n return (update > ori) ? update : ori;\n}\n\n\ninline prop_t applyFunc( prop_t tProp,\n prop_t source,\n prop_t outDeg,\n unsigned int (&extra)[APPLY_REF_ARRAY_SIZE],\n unsigned int arg\n )\n{\n return tProp;\n}\n\n#endif /* __L2_H__ */\n" }, { "path": "automation/auto_gen_code.mk", "content": "include ThunderGP.mk\n\nCODE_GEN_PATH =./automation\nCODE_GEN_PARSER_PATH = $(CODE_GEN_PATH)/parser\nCODE_GEN_FILE = $(CODE_GEN_PATH)/parser.cpp\nCODE_GEN_FILE += $(CODE_GEN_PATH)/parser_debug.cpp\nCODE_GEN_FILE += $(CODE_GEN_PARSER_PATH)/mem_interface.cpp\nCODE_GEN_FILE += $(CODE_GEN_PARSER_PATH)/kernel_interface.cpp\nCODE_GEN_FILE += $(CODE_GEN_PARSER_PATH)/customize.cpp\nCODE_GEN_FILE += $(CODE_GEN_PARSER_PATH)/makefile.cpp\n\n\n# AUTOGEN_CFLAG in here:\ninclude tmp_para/para.mk\n\n\nINCLUDE_FLAG = -I application\nINCLUDE_FLAG += -I libgraph\nINCLUDE_FLAG += -I $(CODE_GEN_PATH)\nINCLUDE_FLAG += -I $(CODE_GEN_PARSER_PATH)\n\n\nVAR_TRUE=true\nAPP = $(app)\nAPPCONFIG = ./application/$(APP)\ninclude $(APPCONFIG)/build.mk\n\n.PHONY: code_gen\ncode_gen:\n\n\trm -rf tmp_fpga_top\n\tmkdir -p tmp_fpga_top\n\tg++ -static-libstdc++ $(INCLUDE_FLAG) $(AUTOGEN_CFLAG) $(CODE_GEN_FILE) -o code_gen\n\t./code_gen libfpga/common_template/apply_top.cpp tmp_fpga_top/apply_top\n\t./code_gen libfpga/common_template/scatter_gather_top.cpp tmp_fpga_top/scatter_gather_top\nifndef app\n\t$(error app is undefined)\nelse\nifeq ($(strip $(CUSTOMIZE_APPLY)), $(strip $(VAR_TRUE)))\n\t./code_gen libfpga/customize_template/customize_apply_top.cpp application/$(app)/customized_apply.cpp tmp_fpga_top/customize_apply_top\n\t./code_gen libfpga/customize_template/customize_mem.h application/$(app)/customized_apply.cpp tmp_fpga_top/customize_mem\n\t./code_gen libfpga/customize_template/customize_apply_cl_kernel.h application/$(app)/customized_apply.cpp tmp_fpga_top/customize_apply_cl_kernel\nendif\nendif\n" }, { "path": "automation/auto_gen_makefile.mk", "content": "include ThunderGP.mk\n\nCODE_GEN_PATH =./automation\nCODE_GEN_FILE = $(CODE_GEN_PATH)/makefile_gen.cpp\nCODE_GEN_FILE += -I libgraph/\n# AUTOGEN_CFLAG in here:\ninclude tmp_para/para.mk\n\n\nVAR_TRUE=true\nAPP = $(app)\nAPPCONFIG = ./application/$(APP)\ninclude $(APPCONFIG)/build.mk\n\n.PHONY: makefile_gen\nmakefile_gen:\n\trm -f tmp_fpga_top/*.mk\n\tmkdir -p tmp_fpga_top\n\tg++ -static-libstdc++ -I application $(AUTOGEN_CFLAG) $(CODE_GEN_FILE) -o makefile_gen\n\t./makefile_gen\n\t\nifndef app\n\t$(error app is undefined)\nelse\nifeq ($(strip $(CUSTOMIZE_APPLY)), $(strip $(VAR_TRUE)))\n\t./code_gen libfpga/customize_template/customize_apply_kernel.mk application/$(app)/customized_apply.cpp tmp_fpga_top/apply_kernel\nelse\n\t./code_gen libfpga/common_template/apply_kernel.mk tmp_fpga_top/apply_kernel\nendif\nendif\n" }, { "path": "automation/auto_gen_parameters.mk", "content": "include ThunderGP.mk\n\nCODE_GEN_PATH =./automation\nPARA_GEN_CFLAGS := -I $(CODE_GEN_PATH)/devices\nPARA_GEN_CFLAGS += -DDEVICE_HEADER=\"$(DEVICES).h\"\nPARA_GEN_CFLAGS += -I libgraph/\n\n\n\n.PHONY: auto_para para_gen tmp_para/para.mk\nauto_para: tmp_para/para.mk\n\nVAR_TRUE=true\nAPP = $(app)\nAPPCONFIG = ./application/$(APP)\ninclude $(APPCONFIG)/build.mk\n\nPARA_GEN_CFLAGS += -DTARGET_BANDWIDTH=$(TARGET_BANDWIDTH)\n\npara_gen:\n\trm -rf para_gen\n\trm -rf tmp_para\n\tmkdir -p tmp_para\n\tg++ -g -static-libstdc++ $(PARA_GEN_CFLAGS) ./automation/para_gen.cpp -o para_gen\n\ntmp_para/para.mk: para_gen\n\t./para_gen\n\trm -rf code_gen\n" }, { "path": "automation/devices/device_common.h", "content": "#ifndef __DEVICE_COMMON_H__\n#define __DEVICE_COMMON_H__\n\ntypedef struct \n{\n\tint slr_id;\n\tint luts;\n\tint ffs;\n\tint dsp;\n\tint bram;\n\tint uram;\n\tint mem_chns;\n} slr_resource_info_t;\n\n\n#endif /* __DEVICE_COMMON_H__ */\n" }, { "path": "automation/devices/xilinx_u200_xdma_201830_2.h", "content": "#include \"device_common.h\"\n\nconst char * board_name = \"u200\";\n\nconst slr_resource_info_t slrs[] =\n{\n {\n .slr_id = 0,\n .luts = 354831,\n .ffs = 723372,\n .dsp = 2265,\n .bram = 638,\n .uram = 320,\n .mem_chns= 1,\n },\n {\n .slr_id = 1,\n .luts = 159854,\n .ffs = 331711,\n .dsp = 1317,\n .bram = 326,\n .uram = 160,\n .mem_chns= 2,\n },\n {\n .slr_id = 2,\n .luts = 354962,\n .ffs = 723353,\n .dsp = 2265,\n .bram = 638,\n .uram = 320,\n .mem_chns= 1,\n },\n};\n\nconst int mem_cu_map[] =\n{\n 0, 1, 1, 2\n};\n\nconst int platform_memory_bandwidth_per_channel = 19;\n" }, { "path": "automation/devices/xilinx_u250_xdma_201830_2.h", "content": "#include \"device_common.h\"\n\nconst char * board_name = \"u250\";\n\nconst slr_resource_info_t slrs[] =\n{\n {\n .slr_id = 0,\n .luts = 345171,\n .ffs = 704801,\n .dsp = 2877,\n .bram = 500,\n .uram = 320,\n .mem_chns= 1,\n },\n {\n .slr_id = 1,\n .luts = 344533,\n .ffs = 702517,\n .dsp = 2877,\n .bram = 500,\n .uram = 320,\n .mem_chns= 1,\n },\n {\n .slr_id = 2,\n .luts = 344878,\n .ffs = 703253,\n .dsp = 2877,\n .bram = 500,\n .uram = 320,\n .mem_chns= 1,\n },\n {\n .slr_id = 3,\n .luts = 345158,\n .ffs = 703761,\n .dsp = 2877,\n .bram = 500,\n .uram = 320,\n .mem_chns= 1,\n },\n};\n\nconst int mem_cu_map[] =\n{\n 0, 1, 2, 3\n};\n\nconst int platform_memory_bandwidth_per_channel = 19;\n" }, { "path": "automation/devices/xilinx_vcu1525_xdma_201830_1.h", "content": "#include \"device_common.h\"\n\nconst char * board_name = \"vcu1525\";\n\nconst slr_resource_info_t slrs[] =\n{\n {\n .slr_id = 0,\n .luts = 354830,\n .ffs = 723371,\n .dsp = 2265,\n .bram = 638,\n .uram = 320,\n .mem_chns= 1,\n },\n {\n .slr_id = 1,\n .luts = 159088,\n .ffs = 329162,\n .dsp = 1317,\n .bram = 326,\n .uram = 160,\n .mem_chns= 2,\n },\n {\n .slr_id = 2,\n .luts = 354934,\n .ffs = 723328,\n .dsp = 2265,\n .bram = 638,\n .uram = 320,\n .mem_chns= 1,\n },\n};\n\nconst int mem_cu_map[] =\n{\n 0, 1, 1, 2\n};\n\nconst int platform_memory_bandwidth_per_channel = 19;\n" }, { "path": "automation/makefile_gen.cpp", "content": "#include \n#include \n#include \n#include \n#include \n#include \n\n#include \"common.h\"\n#include \"para_check.h\"\n\n/* TODO: remove hard-code */\n/* only generate the makefile of scatter-gather kernels */\n/* the makefile of apply kernel is generated by code_gen in parser/customize.cpp */\n\nint main(int argc, char **argv) {\n std::ofstream file;\n file.open(\"./tmp_fpga_top/gs_kernel.mk\");\n for (int i = 0; i < SUB_PARTITION_NUM; i ++)\n {\n file << \"############# gs \" << (i + 1) << \" #############\" << std::endl;\n file << \"$(XCLBIN)/readEdgesCU\" << (i + 1)\n << \".$(TARGET).$(DSA).xo: $(GS_KERNEL_PATH)/scatter_gather_top_\"\n << (i + 1) << \".cpp\" << std::endl;\n file << \"\\tmkdir -p $(XCLBIN)\" << std::endl;\n file << \"\\t$(XOCC) $(CLFLAGS) -c -k readEdgesCU\" << (i + 1) << \" -I'$(\n#include \n#include \n#include \n#include \n#include \n\n#include \"common.h\"\n#include \"device_common.h\"\n\n#ifndef DEVICE_HEADER\n#error \"board name miss!\"\n#endif\n\n#ifndef TARGET_BANDWIDTH\n#error \"TARGET_BANDWIDTH do not defined!\"\n#endif\n\n#include STRINGIFY_MACRO(EXPAND(DEVICE_HEADER))\n\n#define SCATTER_URAM_COST (40)\n#define URAM_CAPACITY (8192)\n#define MAX_SUPPROTED_KERNEL (128)\n#define URAM_UPBOUND (0.9f)\n\ntypedef struct\n{\n int uram;\n int luts;\n int id;\n int mem_chn;\n} slr_info_t;\n\nusing namespace std;\n\nint partition_size = 0;\nint kernel_num = 0;\n\nstd::vector kernel_mapping;\nint apply_mapping = 0;\n\nstd::vector memory_mapping;\n\nint main(int argc, char **argv) {\n std::ofstream file;\n file.open(\"./tmp_para/para.mk\");\n std::vector slr_ordered;\n DEBUG_PRINTF(\"board: %s \\n\", board_name);\n int max_bw_required = 0;\n int platform_max_memory_bandwidth = platform_memory_bandwidth_per_channel * ARRAY_SIZE(mem_cu_map);\n if (TARGET_BANDWIDTH > platform_max_memory_bandwidth)\n {\n max_bw_required = platform_max_memory_bandwidth;\n }\n else\n {\n max_bw_required = TARGET_BANDWIDTH;\n }\n\n int channel_num = max_bw_required / platform_memory_bandwidth_per_channel + 1;\n\n if (channel_num > ARRAY_SIZE(mem_cu_map))\n {\n channel_num = ARRAY_SIZE(mem_cu_map);\n }\n DEBUG_PRINTF(\"\\t targeted memory bandwidth: %d GB/s\\n\", max_bw_required);\n DEBUG_PRINTF(\"\\t utilzated memory channel: %d/%ld\\n\",\n channel_num, ARRAY_SIZE(mem_cu_map));\n\n /* partition size */\n int max_avaliable_uram = 0;\n int max_gather_uram = 0;\n for (int i = 0; i < ARRAY_SIZE(slrs); i++)\n {\n if (max_avaliable_uram < slrs[i].uram)\n {\n max_avaliable_uram = slrs[i].uram;\n }\n }\n max_gather_uram = max_avaliable_uram - SCATTER_URAM_COST;\n int max_partition_size = 1 << ((int)log2(max_gather_uram * URAM_CAPACITY));\n DEBUG_PRINTF(\"\\t max_gather_uram: %d\\n\", max_gather_uram);\n DEBUG_PRINTF(\"\\t max_partition_size: %d\\n\", max_partition_size);\n\n\n int uram_cost = 0;\n while (true)\n {\n int est_urams = max_partition_size / URAM_CAPACITY;\n kernel_num = 0;\n for (int i = 0; i < ARRAY_SIZE(slrs); i++)\n {\n // avoid run out all urams,\n kernel_num += ( slrs[i].uram * URAM_UPBOUND ) / (est_urams + SCATTER_URAM_COST);\n }\n DEBUG_PRINTF(\"\\t\\t partition_size: %d, group_num: %d \\n\",\n max_partition_size, kernel_num);\n if (kernel_num < channel_num)\n {\n max_partition_size = max_partition_size / 2 ;\n }\n else\n {\n partition_size = max_partition_size;\n\n break;\n }\n }\n // up-bound number of kernels,\n // as one gather scatter kernel can fully utilzated one memory channel\n if (kernel_num > channel_num)\n {\n kernel_num = channel_num;\n }\n uram_cost = partition_size / URAM_CAPACITY + SCATTER_URAM_COST;\n\n\n DEBUG_PRINTF(\"\\t final partition size: %d kernel num: %d\\n\",\n partition_size, kernel_num);\n\n std::vector sort;\n for (int i = 0; i < ARRAY_SIZE(slrs); i++)\n {\n sort.push_back(slrs[i].slr_id);\n }\n\n for (int k = 0; k < sort.size(); k++)\n {\n\n for (int j = 0; j < sort.size() - k - 1; j++)\n {\n int current = 0;\n int next = 0;\n for (int tmp = 0; tmp < sort.size(); tmp ++)\n {\n if (slrs[sort[tmp]].slr_id == j)\n {\n current = tmp;\n }\n if (slrs[sort[tmp]].slr_id == j + 1)\n {\n next = tmp;\n }\n }\n if (slrs[current].uram < slrs[next].uram)\n {\n int id = sort[j];\n sort[j] = sort[j + 1];\n sort[j + 1] = id;\n }\n }\n }\n\n for (int i = 0; i < ARRAY_SIZE(slrs); i++)\n {\n slr_info_t resource;\n resource.id = sort[i];\n resource.uram = slrs[sort[i]].uram * URAM_UPBOUND;\n resource.luts = slrs[sort[i]].luts;\n resource.mem_chn = slrs[sort[i]].mem_chns;\n slr_ordered.push_back(resource);\n }\n\n\n for (int i = 0; i < kernel_num; i++)\n {\n for (int j = 0; j < slr_ordered.size(); j++)\n {\n if (slr_ordered[j].uram > uram_cost)\n {\n kernel_mapping.push_back(slr_ordered[j].id);\n slr_ordered[j].uram -= uram_cost;\n break;\n }\n }\n }\n DEBUG_PRINTF(\"\\t kernel mapping\\n\");\n for (int i = 0; i < kernel_mapping.size(); i ++)\n {\n DEBUG_PRINTF(\"\\t\\t gather scatter%d --> slr%d\\n\", i, kernel_mapping[i]);\n }\n for (int i = 0; i < slr_ordered.size(); i++)\n {\n DEBUG_PRINTF(\"\\t\\t lefted uram %d@%d --> slr%d\\n\",\n slr_ordered[i].id, i, slr_ordered[i].uram);\n }\n\n\n int min_id = 0;\n int max_id = 0;\n int lut_max_id = 0;\n for (int i = 0; i < slr_ordered.size(); i ++)\n {\n if (slr_ordered[i].uram < slr_ordered[min_id].uram)\n {\n min_id = i;\n }\n if (slr_ordered[i].uram > slr_ordered[max_id].uram)\n {\n max_id = i;\n }\n if (slr_ordered[i].luts > slr_ordered[lut_max_id].luts)\n {\n lut_max_id = i;\n }\n }\n\n int diff = 0;\n\n for (int i = 0; i < slr_ordered.size(); i ++)\n {\n diff += slr_ordered[i].uram - slr_ordered[min_id].uram;\n }\n\n /* if all the slrs cost the same urams, we choose the one with max clbs(luts & ffs)*/\n DEBUG_PRINTF(\"\\t\\t apply diff is %d\\n\", diff);\n\n if (diff == 0)\n {\n apply_mapping = slr_ordered[lut_max_id].id;\n }\n else\n {\n apply_mapping = slr_ordered[max_id].id;\n }\n\n DEBUG_PRINTF(\"\\t\\t apply --> slr%d\\n\", apply_mapping);\n\n\n\n\n if (!file.is_open()) {\n DEBUG_PRINTF(\"error: can not open para.mk\\n\");\n }\n\n file << \"# [ThunderGP] board: \" << board_name << std::endl;\n file << \"# Do not modify this file!\" << std::endl;\n file << \"KERNEL_NUM=\" << kernel_num << std::endl;\n file << \"SUB_PARTITION_NUM=\" << kernel_num << std::endl;\n file << \"AUTOGEN_CFLAG=-DSUB_PARTITION_NUM=$(SUB_PARTITION_NUM)\" << std::endl;\n file << \"PARTITION_SIZE=\" << partition_size << std::endl;\n file << \"AUTOGEN_CFLAG +=-DPARTITION_SIZE=$(PARTITION_SIZE)\" << std::endl;\n for (int i = 0; i < kernel_mapping.size(); i ++)\n {\n file << \"GS\" << (i + 1) << \"_SLR\" << \"=\" << kernel_mapping[i] << std::endl;\n }\n file << \"APPLY_SLR\" << \"=\" << apply_mapping << std::endl;\n\n#define INVALID_FLAG 0xffff\n\n std::vector mem_cu_map_mask;\n for (int i = 0; i < kernel_mapping.size(); i ++)\n {\n int invalid = INVALID_FLAG;\n memory_mapping.push_back(invalid);\n mem_cu_map_mask.push_back(invalid);\n\n }\n //direct find the corresponding memory channel\n for (int i = 0; i < memory_mapping.size(); i ++)\n {\n int slr_id = 0;\n for (int j = 0; j < slr_ordered.size(); j ++)\n {\n if (slr_ordered[j].id == kernel_mapping[i])\n {\n slr_id = j;\n break;\n }\n }\n\n if ((slr_ordered[slr_id].mem_chn != 0) && (memory_mapping[i] == INVALID_FLAG))\n {\n slr_ordered[slr_id].mem_chn--;\n for (int j = 0; j < ARRAY_SIZE(mem_cu_map); j++)\n {\n if (mem_cu_map[j] == kernel_mapping[i])\n {\n memory_mapping[i] = j;\n mem_cu_map_mask[j] = 1;\n break;\n }\n }\n }\n }\n // second option is cross slr\n for (int i = 0; i < memory_mapping.size(); i ++)\n {\n if (memory_mapping[i] == INVALID_FLAG)\n {\n int found_flag = 0;\n for (int k = 0; k < slr_ordered.size(); k++)\n {\n int slr_id = k;\n if (slr_ordered[slr_id].mem_chn != 0)\n {\n slr_ordered[slr_id].mem_chn--;\n for (int j = 0; j < ARRAY_SIZE(mem_cu_map); j++)\n {\n if ((mem_cu_map[j] == slr_ordered[slr_id].id)\n && (mem_cu_map_mask[j] == INVALID_FLAG))\n {\n memory_mapping[i] = j;\n mem_cu_map_mask[j] = 1;\n found_flag = 1;\n break;\n }\n }\n }\n if (found_flag == 1)\n {\n break;\n }\n }\n if (found_flag == 0)\n {\n DEBUG_PRINTF(\"\\t Error, memory channel is not available for kernel %d\\n\", i);\n }\n }\n }\n\n for (int i = 0; i < memory_mapping.size(); i ++)\n {\n file << \"GS\" << (i + 1) << \"_DDR\" << \"=\" << memory_mapping[i] << std::endl;\n }\n\n for (int i = 0; i < memory_mapping.size(); i ++)\n {\n file << \"INTERFACE_\" << (i) << \"_ID\" << \"=\" << memory_mapping[i] << std::endl;\n }\n file.flush();\n file.close();\n\n file.open(\"./tmp_para/mapping.h\");\n file << \"const cumem_lut_t mapping_item[] =\" << std::endl;\n file << \"{\" << std::endl;\n for (int i = 0; i < memory_mapping.size(); i ++)\n {\n file << \"\\t{\" << std::endl;\n file << \"\\t\\t.cu_id = \" << i << \",\" << std::endl;\n file << \"\\t\\t.mem_id = XCL_MEM_DDR_BANK\" << memory_mapping[i] << \",\" << std::endl;\n file << \"\\t\\t.he_attr_id = ATTR_PL_DDR\" << memory_mapping[i] << \",\" << std::endl;\n file << \"\\t\\t.interface_id = \" << memory_mapping[i] << \",\" << std::endl;\n file << \"\\t},\" << std::endl;\n }\n file << \"};\" << std::endl;\n\n file.flush();\n file.close();\n\n\n return 0;\n}\n" }, { "path": "automation/parser/customize.cpp", "content": "#include \n#include \n#include \n#include \n#include \n#include \n\n#include \"parser.h\"\n#include \"parser_debug.h\"\n\n#include \"customize_str.h\"\n\n\n#define ARG_ITEM(N) { \\\n .id = N, \\\n .keyword = #N, \\\n .func = register_##N, \\\n },\n\n#define MARKER_DEFINE(N) int N##_ln; \\\n int N##_flag; \\\n arg_instance_t N##_marker;\n\n#define MARKER_FUNCTION(N,var) \\\nint register_##N(arg_instance_t item) \\\n{ \\\n if (marker.var##_flag == FLAG_RESET) \\\n { \\\n marker.var##_flag = FLAG_SET; \\\n marker.var##_marker = item; \\\n marker.var##_ln = item.ln; \\\n return 0; \\\n } \\\n DEBUG_PRINTF(\"redef apply %s marker by %s\",#var,#N); \\\n return -1; \\\n}\n\n#define MARKER_OUTPUT(var,code) \\\nif (marker.var##_flag == FLAG_SET) \\\n{ \\\n if ((ln + 1) == marker.var##_ln ) \\\n { \\\n for (auto args : def_arg_list) \\\n { \\\n code \\\n } \\\n return 1; \\\n } \\\n}\n\nusing namespace std;\n\ntypedef enum { VAR_SCALAR = 1, VAR_INPUT_ARRAY, VAR_DUPLEX_ARRAY } var;\n\ntypedef struct\n{\n std::string name;\n arg_instance_t input;\n var var_type;\n int mem_chn;\n} def_arg_instance_t;\n\ntypedef struct\n{\n MARKER_DEFINE(function)\n MARKER_DEFINE(stream_attr)\n MARKER_DEFINE(scalar_attr)\n MARKER_DEFINE(write)\n MARKER_DEFINE(read_from_stream)\n MARKER_DEFINE(cov)\n MARKER_DEFINE(cov_write)\n MARKER_DEFINE(write_to_stream)\n MARKER_DEFINE(cal)\n MARKER_DEFINE(makefile)\n MARKER_DEFINE(dump)\n MARKER_DEFINE(dump_scalar)\n MARKER_DEFINE(cl)\n\n} arg_mark_t;\n\ntypedef struct\n{\n std::string type;\n\n int code_start_ln;\n arg_instance_t start;\n int code_start_flag;\n\n int code_end_ln;\n arg_instance_t end;\n int code_end_flag;\n} code_region_t;\n\nstatic std::vector def_arg_list;\nstatic arg_mark_t marker;\nstatic code_region_t region;\n\nMARKER_FUNCTION(USER_APPLY_ARG, function)\nMARKER_FUNCTION(USER_APPLY_STREAM_ATTR, stream_attr)\nMARKER_FUNCTION(USER_APPLY_SCALAR_ATTR, scalar_attr)\nMARKER_FUNCTION(USER_APPLY_WRITE, write)\nMARKER_FUNCTION(USER_APPLY_READ_FROM_STREAM, read_from_stream)\nMARKER_FUNCTION(USER_APPLY_COV_FOR_CAL, cov)\nMARKER_FUNCTION(USER_APPLY_COV_FOR_WRITE, cov_write)\nMARKER_FUNCTION(USER_APPLY_WRITE_TO_STREAM, write_to_stream)\nMARKER_FUNCTION(USER_APPLY_CAL, cal)\nMARKER_FUNCTION(MAKEFILE_USER_APPLY, makefile)\n\nMARKER_FUNCTION(DUMP_MEM_ATTR, dump);\nMARKER_FUNCTION(DUMP_MEM_SCALAR, dump_scalar)\n\nMARKER_FUNCTION(USER_APPLY_CL_KERNEL, cl);\n\n\nstatic int gmem_counter = 6;\nstatic int mem_id_offset = 0;\nstatic int output_to_file(std::ofstream * of, int ln, int fileid, int gn)\n{\n if (marker.cal_flag == FLAG_SET)\n {\n if ((ln + 1) == marker.cal_ln )\n {\n DEBUG_PRINTF(\" enter: %d %d %d\\n\", ln, fileid, gn);\n if ((region.code_start_flag == FLAG_RESET)\n || (region.code_end_flag == FLAG_RESET))\n {\n DEBUG_PRINTF(\" error: missing code region marker start %d end %d!\\n\",\n region.code_start_flag, region.code_end_flag);\n exit(-1);\n }\n if (region.start.file_name != region.end.file_name)\n {\n DEBUG_PRINTF(\" error: mismatch file name %s end %s!\\n\",\n region.start.file_name.c_str(), region.end.file_name.c_str());\n exit(-1);\n }\n if (region.start.ln > region.end.ln)\n {\n DEBUG_PRINTF(\" error: start & end in wrong order!\\n\");\n exit(-1);\n }\n std::ifstream fhandle(region.start.file_name.c_str());\n if (!fhandle.is_open()) {\n DEBUG_PRINTF(\"error: can not open %s \\n\", region.start.file_name.c_str());\n exit(EXIT_FAILURE);\n }\n std::string line;\n int line_number = 0;\n while (std::getline(fhandle, line)) {\n if ((line_number > region.start.ln ) && line_number < (region.end.ln - 1))\n {\n ( *of) << line << std::endl;\n }\n line_number ++;\n }\n fhandle.close();\n return 1;\n }\n }\n\n MARKER_OUTPUT(write_to_stream,\n {\n DEBUG_PRINTF(\" write_to_stream enter: %d \\n\", ln);\n if (args.var_type == VAR_DUPLEX_ARRAY)\n {\n std::string name = args.input.name;\n std::string object(\"write_to_stream(new%sStream, new%s_u512);\");\n replace_all(object, \"%s\", name);\n ( *of) << object << std::endl;\n }\n })\n MARKER_OUTPUT(cov_write,\n {\n if (args.var_type == VAR_DUPLEX_ARRAY)\n {\n std::string name = args.input.name;\n std::string object(COV_STR_WRITE);\n replace_all(object, \"%s\", name);\n ( *of) << object << std::endl;\n }\n })\n MARKER_OUTPUT(cov,\n {\n if ((args.var_type == VAR_DUPLEX_ARRAY)\n || ((args.var_type == VAR_INPUT_ARRAY)))\n {\n std::string name = args.input.name;\n std::string object(COV_STR);\n replace_all(object, \"%s\", name);\n ( *of) << object << std::endl;\n }\n })\n MARKER_OUTPUT(read_from_stream,\n {\n if ((args.var_type == VAR_DUPLEX_ARRAY)\n || ((args.var_type == VAR_INPUT_ARRAY)))\n {\n std::string name = args.input.name;\n std::string object(READ_STR);\n replace_all(object, \"%s\", name);\n ( *of) << object << std::endl;\n }\n if (args.var_type == VAR_DUPLEX_ARRAY)\n {\n std::string name = args.input.name;\n ( *of) << \"burst_raw \" << \"new\" << name << \"_u512;\" << std::endl;\n }\n })\n MARKER_OUTPUT(function,\n {\n std::string name = args.input.name;\n\n if (args.var_type == VAR_DUPLEX_ARRAY)\n {\n ( *of) << \"uint16 *\" << name << \",\" << std::endl;\n ( *of) << \"uint16 *\" << \"new\" << name << \",\" << std::endl;\n }\n if (args.var_type == VAR_INPUT_ARRAY)\n {\n ( *of) << \"uint16 *\" << name << \",\" << std::endl;\n }\n if (args.var_type == VAR_SCALAR)\n {\n ( *of) << region.type << \" \" << name << \",\" << std::endl;\n }\n })\n MARKER_OUTPUT(stream_attr,\n {\n\n if ((args.var_type == VAR_DUPLEX_ARRAY)\n || ((args.var_type == VAR_INPUT_ARRAY)))\n {\n std::string name = args.input.name;\n std::string object(STREAM_ATTR_STR);\n replace_all(object, \"%s\", name);\n replace_all(object, \"%d\", to_string(gmem_counter));\n ( *of) << object << std::endl;\n\n if ((args.var_type == VAR_DUPLEX_ARRAY))\n {\n std::string object(STREAM_DUPLEX_OUTPUT_ATTR_STR);\n replace_all(object, \"%s\", \"new\" + name);\n replace_all(object, \"%d\", to_string(gmem_counter));\n ( *of) << object << std::endl;\n }\n gmem_counter ++;\n }\n })\n MARKER_OUTPUT(scalar_attr,\n {\n\n if (args.var_type == VAR_SCALAR)\n {\n std::string name = args.input.name;\n std::string object(SCALAR_ATTR_STR);\n replace_all(object, \"%s\", name);\n ( *of) << object << std::endl;\n }\n })\n MARKER_OUTPUT(write,\n {\n if (args.var_type == VAR_DUPLEX_ARRAY)\n {\n std::string name = args.input.name;\n std::string object(WRITE_STR);\n replace_all(object, \"%s\", \"new\" + name);\n\n ( *of) << object << std::endl;\n }\n })\n MARKER_OUTPUT(dump_scalar,\n {\n if (args.var_type == VAR_SCALAR)\n {\n ( *of) << region.type << \" \" << args.input.name << \";\" << std::endl;\n }\n })\n MARKER_OUTPUT(dump,\n {\n if ((args.var_type == VAR_DUPLEX_ARRAY)\n || ((args.var_type == VAR_INPUT_ARRAY)))\n {\n mem_id_offset ++;\n std::ostringstream ss1;\n ss1 << \" MEM_ID_\"\n << args.input.name\n << \" \"\n << \"(MEM_ID_CUSTOM_BASE +\"\n << to_string(mem_id_offset)\n << \")\"\n << std::endl;\n std::string def_mem_id = ss1.str();\n std::transform(def_mem_id.begin(), def_mem_id.end(), def_mem_id.begin(), ::toupper);\n\n std::ostringstream ss2;\n ss2 << \" MEM_ATTR_\"\n << args.input.name\n << \" \"\n << \"(\"\n << \"ATTR_PL_DDR\"\n << to_string(args.mem_chn)\n << \")\"\n << std::endl;\n std::string def_mem_attr = ss2.str();\n std::transform(def_mem_attr.begin(), def_mem_attr.end(), def_mem_attr.begin(), ::toupper);\n\n ( *of) << \"#define \" << def_mem_id << std::endl;\n ( *of) << \"#define \" << def_mem_attr << std::endl;\n }\n if (args.var_type == VAR_DUPLEX_ARRAY)\n {\n mem_id_offset ++;\n std::ostringstream ss1;\n ss1 << \" MEM_ID_\"\n << \"new\"\n << args.input.name\n << \" \"\n << \"(MEM_ID_CUSTOM_BASE +\"\n << to_string(mem_id_offset)\n << \")\"\n << std::endl;\n std::string def_mem_id = ss1.str();\n std::transform(def_mem_id.begin(), def_mem_id.end(), def_mem_id.begin(), ::toupper);\n\n std::ostringstream ss2;\n ss2 << \" MEM_ATTR_\"\n << \"new\"\n << args.input.name\n << \" \"\n << \"(\"\n << \"ATTR_PL_DDR\"\n << to_string(args.mem_chn)\n << \")\"\n << std::endl;\n std::string def_mem_attr = ss2.str();\n std::transform(def_mem_attr.begin(), def_mem_attr.end(), def_mem_attr.begin(), ::toupper);\n\n ( *of) << \"#define \" << def_mem_id << std::endl;\n ( *of) << \"#define \" << def_mem_attr << std::endl;\n }\n\n\n })\n MARKER_OUTPUT(cl,\n {\n if ((args.var_type == VAR_DUPLEX_ARRAY)\n || ((args.var_type == VAR_INPUT_ARRAY)))\n {\n std::ostringstream ss;\n ss << \" MEM_ID_\" << args.input.name;\n std::string mem_id_macro = ss.str();\n std::transform(mem_id_macro.begin(), mem_id_macro.end(), mem_id_macro.begin(), ::toupper);\n ( *of) << \"clSetKernelArg(applyHandler->kernel, argvi++, sizeof(cl_mem), get_cl_mem_pointer(\"\n << mem_id_macro\n << \"));\" << std::endl;\n //he_set_dirty(MEM_ID_RESULT_REG);\n }\n if (args.var_type == VAR_DUPLEX_ARRAY)\n {\n std::ostringstream ss;\n ss << \" MEM_ID_\" << \"new\" << args.input.name;\n std::string mem_id_macro = ss.str();\n std::transform(mem_id_macro.begin(), mem_id_macro.end(), mem_id_macro.begin(), ::toupper);\n ( *of) << \"clSetKernelArg(applyHandler->kernel, argvi++, sizeof(cl_mem), get_cl_mem_pointer(\"\n << mem_id_macro\n << \"));\" << std::endl;\n ( *of) << \"he_set_dirty(\"\n << mem_id_macro\n << \");\" << std::endl;\n }\n if (args.var_type == VAR_SCALAR)\n {\n ( *of) << \"clSetKernelArg(applyHandler->kernel, argvi++, 4, &(global.\" << args.input.name << \"));\" << std::endl;\n }\n })\n MARKER_OUTPUT(makefile,\n {\n if ((args.var_type == VAR_DUPLEX_ARRAY)\n || ((args.var_type == VAR_INPUT_ARRAY)))\n {\n std::string name = args.input.name;\n std::string object(MAKFILE_STR);\n replace_all(object, \"%s\", name);\n replace_all(object, \"%d\", to_string(args.mem_chn));\n\n ( *of) << object << std::endl;\n }\n if (args.var_type == VAR_DUPLEX_ARRAY)\n {\n std::string name = args.input.name;\n std::string object(MAKFILE_STR);\n replace_all(object, \"%s\", \"new\" + name);\n replace_all(object, \"%d\", to_string(args.mem_chn));\n ( *of) << object << std::endl;\n }\n })\n return 0;\n}\n\nstatic def_arg_instance_t * get_def_arg(std::string arg)\n{\n for (int i = 0; i < def_arg_list.size(); i ++)\n {\n if (arg == def_arg_list[i].name)\n {\n return &def_arg_list[i];\n }\n }\n return NULL;\n}\n\nint register_base_type(arg_instance_t item)\n{\n region.type = item.name;\n DEBUG_PRINTF(\" [BASE] %s\\n\", region.type.c_str());\n return 0;\n}\n\nint register_USER_APPLY_CODE_START(arg_instance_t item)\n{\n if (region.code_start_flag == FLAG_RESET)\n {\n region.code_start_flag = FLAG_SET;\n region.code_start_ln = item.ln;\n region.start = item;\n DEBUG_PRINTF(\" [START] registered @%d \\n\", item.ln);\n DEBUG_PRINTF(\" [START] file: %s \\n\", item.file_name.c_str());\n return 0;\n }\n return -1;\n}\n\n\nint register_USER_APPLY_CODE_END(arg_instance_t item)\n{\n if (region.code_end_flag == FLAG_RESET)\n {\n region.code_end_flag = FLAG_SET;\n region.code_end_ln = item.ln;\n region.end = item;\n DEBUG_PRINTF(\" [END] registered @%d \\n\", item.ln);\n DEBUG_PRINTF(\" [END] file: %s \\n\", item.file_name.c_str());\n return 0;\n }\n return -1;\n}\n\n\nint register_def_scalar(arg_instance_t item)\n{\n if (get_def_arg(item.name))\n {\n DEBUG_PRINTF(\" error: %s redefine!\\n\", item.name.c_str());\n return -1;\n }\n def_arg_instance_t new_arg;\n new_arg.name = item.name;\n new_arg.input = item;\n new_arg.var_type = VAR_SCALAR;\n DEBUG_PRINTF(\" registered %s \\n\", item.name.c_str());\n DEBUG_PRINTF(\" object: %s \\n\", item.object.c_str());\n def_arg_list.push_back(new_arg);\n return 0;\n}\nstatic int memory_chn = 0;\n\nint register_def_input_only_array(arg_instance_t item)\n{\n if (get_def_arg(item.name))\n {\n DEBUG_PRINTF(\" error: %s redefine!\\n\", item.name.c_str());\n return -1;\n }\n def_arg_instance_t new_arg;\n new_arg.name = item.name;\n new_arg.input = item;\n new_arg.mem_chn = memory_chn % 4;\n memory_chn ++;\n new_arg.var_type = VAR_INPUT_ARRAY;\n DEBUG_PRINTF(\" registered input-only %s \\n\", item.name.c_str());\n DEBUG_PRINTF(\" object: %s \\n\", item.object.c_str());\n def_arg_list.push_back(new_arg);\n return 0;\n}\n\nint register_def_dou_array(arg_instance_t item)\n{\n if (get_def_arg(item.name))\n {\n DEBUG_PRINTF(\" error: %s redefine!\\n\", item.name.c_str());\n return -1;\n }\n def_arg_instance_t new_arg;\n new_arg.name = item.name;\n new_arg.input = item;\n new_arg.mem_chn = memory_chn % 4;\n memory_chn ++;\n new_arg.var_type = VAR_DUPLEX_ARRAY;\n DEBUG_PRINTF(\" registered duplex %s \\n\", item.name.c_str());\n DEBUG_PRINTF(\" object: %s \\n\", item.object.c_str());\n def_arg_list.push_back(new_arg);\n return 0;\n}\n\n\nstatic int get_of_number(void)\n{\n return OUTPUT_ATTR_SINGLE;\n}\n\noutput_method_t customize_output_method =\n{\n .of_number = get_of_number,\n .output = output_to_file,\n};\n\n\nstatic parser_item_t local_parser[] =\n{\n {\n .id = DEF_SCALAR,\n .keyword = \"DEF_SCALAR\",\n .func = register_def_scalar,\n },\n {\n .id = DEF_ARRAY,\n .keyword = \"DEF_ARRAY\",\n .func = register_def_dou_array,\n },\n {\n .id = DEF_INPUT_ONLY_ARRAY,\n .keyword = \"DEF_INPUT_ONLY_ARRAY\",\n .func = register_def_input_only_array,\n },\n {\n .id = APPLY_BASE_TYPE,\n .keyword = \"APPLY_BASE_TYPE\",\n .func = register_base_type,\n },\n\n ARG_ITEM(USER_APPLY_ARG)\n ARG_ITEM(USER_APPLY_STREAM_ATTR)\n ARG_ITEM(USER_APPLY_SCALAR_ATTR)\n ARG_ITEM(USER_APPLY_READ_FROM_STREAM)\n ARG_ITEM(USER_APPLY_COV_FOR_CAL)\n ARG_ITEM(USER_APPLY_CAL)\n ARG_ITEM(USER_APPLY_COV_FOR_WRITE)\n ARG_ITEM(USER_APPLY_WRITE_TO_STREAM)\n ARG_ITEM(USER_APPLY_WRITE)\n ARG_ITEM(USER_APPLY_CODE_START)\n ARG_ITEM(USER_APPLY_CODE_END)\n ARG_ITEM(MAKEFILE_USER_APPLY)\n ARG_ITEM(DUMP_MEM_ATTR)\n ARG_ITEM(DUMP_MEM_SCALAR)\n ARG_ITEM(USER_APPLY_CL_KERNEL)\n};\n\n\nreg_parser_item_t customize_interface_parser =\n{\n .pointer = local_parser,\n .size = ARRAY_SIZE(local_parser),\n};\n" }, { "path": "automation/parser/customize.h", "content": "#ifndef __CUSTOMIZE_INTERFACE_H__\n#define __CUSTOMIZE_INTERFACE_H__\n\nextern output_method_t customize_output_method;\n\nextern reg_parser_item_t customize_interface_parser;\n\n#endif /* __CUSTOMIZE_INTERFACE_H__ */\n" }, { "path": "automation/parser/customize_str.h", "content": "#ifndef __CUSTOMIZE_STR_H__\n#define __CUSTOMIZE_STR_H__\n\n\n\n#define STREAM_ATTR_STR (\"\\n\\\n#pragma HLS INTERFACE m_axi port=%s offset=slave bundle=gmem%d \\n\\\n#pragma HLS INTERFACE s_axilite port=%s bundle=control\\n\\\n hls::stream %sStream;\\n\\\n#pragma HLS stream variable=%sStream depth=16\\n\\\n burstReadLite(addrOffset, vertexNum, %s, %sStream);\\n\\\n \")\n#define STREAM_DUPLEX_OUTPUT_ATTR_STR (\"\\n\\\n#pragma HLS INTERFACE m_axi port=%s offset=slave bundle=gmem%d \\n\\\n#pragma HLS INTERFACE s_axilite port=%s bundle=control \\n\\\n hls::stream %sStream;\\n\\\n#pragma HLS stream variable=%sStream depth=16\\n\\\n\")\n\n\n#define SCALAR_ATTR_STR (\"\\n\\\n#pragma HLS INTERFACE s_axilite port=%s bundle=control \\n\\\n\")\n\n#define WRITE_STR (\"\\n \\\nwriteBackLite(vertexNum, %s + (addrOffset >> 4), %sStream);\\n\\\n\")\n#define READ_STR (\"\\n\\\nburst_raw %s_u512;\\n\\\nread_from_stream(%sStream, %s_u512);\\n\\\n\")\n\n#define COV_STR (\"type_cov %s_tmp; \\n\\\n%s_tmp.ui=%s_u512.range((i + 1) * INT_WIDTH - 1, i * INT_WIDTH );\\n\\\nfloat %s=%s_tmp.f;\")\n\n\n#define COV_STR_WRITE (\"type_cov new%s_tmp;\\n\\\nnew%s_tmp.f =new%s;\\n\\\nnew%s_u512.range((i + 1) * INT_WIDTH - 1, i * INT_WIDTH ) = new%s_tmp.ui;\")\n\n#define MAKFILE_STR (\"\\n\\\nBINARY_LINK_OBJS += --sp vertexApply_1.%s:DDR[%d]\")\n\n\n#endif /* __CUSTOMIZE_STR_H__ */\n" }, { "path": "automation/parser/kernel_interface.cpp", "content": "\n#include \n#include \n#include \n#include \n#include \n\n\n#include \"parser.h\"\n#include \"parser_debug.h\"\n\nusing namespace std;\n\ntypedef struct\n{\n std::string name;\n arg_instance_t kernel_arg;\n} kernel_arg_instance_t;\n\n\n\nstatic std::vector kernel_arg_list;\n\nstatic kernel_arg_instance_t * get_kernel_arg(std::string arg)\n{\n for (int i = 0; i < kernel_arg_list.size(); i ++)\n {\n if (arg == kernel_arg_list[i].name)\n {\n return &kernel_arg_list[i];\n }\n }\n return NULL;\n}\n\nint register_kernel_arg(arg_instance_t item)\n{\n if (get_kernel_arg(item.name))\n {\n DEBUG_PRINTF(\" error: %s redefine!\\n\", item.name.c_str());\n return -1;\n }\n kernel_arg_instance_t new_arg;\n new_arg.name = item.name;\n new_arg.kernel_arg = item;\n DEBUG_PRINTF(\" registered %s \\n\", item.name.c_str());\n DEBUG_PRINTF(\" object: %s \\n\", item.object.c_str());\n kernel_arg_list.push_back(new_arg);\n return 0;\n}\nstatic int get_of_number(void)\n{\n if (kernel_arg_list.size() > 0)\n return OUTPUT_ATTR_MULTI;\n\n else\n return OUTPUT_ATTR_SINGLE;\n}\nstatic int output_to_file(std::ofstream * of, int ln, int fileid, int gn)\n{\n for (int i = 0; i < kernel_arg_list.size(); i ++)\n {\n if (kernel_arg_list[i].kernel_arg.ln == ln )\n {\n return 1;\n }\n else if (kernel_arg_list[i].kernel_arg.ln == ln + 1 )\n {\n std::string object = kernel_arg_list[i].kernel_arg.object;\n while (true)\n {\n bool ret = replace(object, \"#%d#\", to_string(fileid + 1));\n if (ret == false)\n {\n break;\n }\n }\n ( *of) << object << std::endl;\n return 1;\n }\n }\n return 0;\n}\n\noutput_method_t kernel_output_method =\n{\n .of_number = get_of_number,\n .output = output_to_file,\n};\n\n\nstatic parser_item_t local_parser[] =\n{\n {\n .id = PRAGMA_ID_CU_DUPLICATE,\n .keyword = \"MSLR_FUNCTION\",\n .func = register_kernel_arg,\n },\n};\n\nreg_parser_item_t kernel_interface_parser =\n{\n .pointer = local_parser,\n .size = ARRAY_SIZE(local_parser),\n};\n" }, { "path": "automation/parser/kernel_interface.h", "content": "#ifndef __KERNEL_INTERFACE_H__\n#define __KERNEL_INTERFACE_H__\n\nextern output_method_t kernel_output_method;\n\nextern reg_parser_item_t kernel_interface_parser;\n\n#endif /* __KERNEL_INTERFACE_H__ */\n" }, { "path": "automation/parser/makefile.cpp", "content": "\n#include \n#include \n#include \n#include \n#include \n\n#include \"parser.h\"\n#include \"parser_debug.h\"\n\nusing namespace std;\n\ntypedef struct\n{\n std::string name;\n arg_instance_t input;\n} mk_arg_instance_t;\n\nstatic std::vector mk_list;\n\nint register_makefile_instance(arg_instance_t item)\n{\n mk_arg_instance_t mk_item;\n mk_item.input = item;\n mk_list.push_back(mk_item);\n return 0;\n}\n\nstatic int get_of_number(void)\n{\n return OUTPUT_ATTR_SINGLE;\n}\n\nstatic int output_to_file(std::ofstream * of, int ln, int fileid, int gn)\n{\n for (int i = 0; i < mk_list.size(); i ++)\n {\n /* MSLR_INTERFACE_ARG */\n if (mk_list[i].input.ln == ln )\n {\n return 1;\n }\n else if (mk_list[i].input.ln == ln + 1 )\n {\n for (int j = 0; j < gn ; j ++)\n {\n std::string object = mk_list[i].input.object;\n while (true)\n {\n bool ret = replace(object, \"$(%d)\", to_string(j));\n if (ret == false)\n {\n break;\n }\n }\n ( *of) << object << std::endl;\n }\n return 1;\n }\n }\n return 0;\n}\n\noutput_method_t makefile_output_method =\n{\n .of_number = get_of_number,\n .output = output_to_file,\n};\n\n\nstatic parser_item_t local_parser[] =\n{\n {\n .id = MAKEFILE_MEM_INSTANCE,\n .keyword = \"MAKEFILE_MEM_INSTANCE\",\n .func = register_makefile_instance,\n }\n};\n\n\n\nreg_parser_item_t makefile_interface_parser =\n{\n .pointer = local_parser,\n .size = ARRAY_SIZE(local_parser),\n};\n" }, { "path": "automation/parser/makefile.h", "content": "#ifndef __MAKEFILE_INTERFACE_H__\n#define __MAKEFILE_INTERFACE_H__\n\nextern output_method_t makefile_output_method;\n\nextern reg_parser_item_t makefile_interface_parser;\n\n#endif /* __MAKEFILE_INTERFACE_H__ */\n" }, { "path": "automation/parser/mem_interface.cpp", "content": "\n#include \n#include \n#include \n#include \n#include \n\n\n\n#include \"parser.h\"\n#include \"parser_debug.h\"\n\nusing namespace std;\n\ntypedef struct\n{\n unsigned int mask;\n std::string name;\n arg_instance_t input;\n arg_instance_t attr;\n std::vector instance;\n} mem_arg_instance_t;\n\n\nconst int dependence_map[] =\n{\n PRAGMA_ID_MEM_ARG,\n PRAGMA_ID_MEM_ATTR,\n PRAGMA_ID_MEM_INSTANCE,\n};\n\nstatic std::vector mem_list;\n\n\n\nstatic mem_arg_instance_t * get_mem_arg(std::string arg)\n{\n for (int i = 0; i < mem_list.size(); i ++)\n {\n if (arg == mem_list[i].name)\n {\n return &mem_list[i];\n }\n }\n return NULL;\n}\n\nint find_in_dependency(int id)\n{\n for (int i = 0; i < ARRAY_SIZE(dependence_map); i++)\n {\n if (id == dependence_map[i])\n {\n return i;\n }\n }\n return -1;\n}\n\nunsigned int get_dependency_mask(int id)\n{\n int i = 0;\n for (int i = 0; i < ARRAY_SIZE(dependence_map); i++)\n {\n if (id == dependence_map[i])\n {\n unsigned int mask = (1 << i) - 1;\n return mask;\n }\n }\n return 0;\n\n}\n\nint register_mem_arg(arg_instance_t item)\n{\n if (get_mem_arg(item.name))\n {\n DEBUG_PRINTF(\" error: %s redefine!\\n\", item.name.c_str());\n return -1;\n }\n mem_arg_instance_t new_arg;\n new_arg.name = item.name;\n new_arg.input = item;\n new_arg.mask = 0;\n int dep_bit = find_in_dependency(item.id);\n if (dep_bit < 0)\n {\n DEBUG_PRINTF(\" error: %s is invalid!\\n\", item.name.c_str());\n return -1;\n }\n new_arg.mask |= (1 << dep_bit);\n DEBUG_PRINTF(\" registered %s \\n\", item.name.c_str());\n DEBUG_PRINTF(\" object: %s \\n\", item.object.c_str());\n mem_list.push_back(new_arg);\n return 0;\n}\n\n\nint register_mem_attr(arg_instance_t item)\n{\n mem_arg_instance_t * p_registered = get_mem_arg(item.name);\n if (p_registered != NULL)\n {\n if (p_registered->mask != get_dependency_mask(item.id))\n {\n DEBUG_PRINTF(\" error: dependency mismatch %x of %s\\n\",\n p_registered->mask,\n item.name.c_str());\n return -1;\n }\n p_registered->attr = item;\n int dep_bit = find_in_dependency(item.id);\n if (dep_bit < 0)\n {\n DEBUG_PRINTF(\" error: %s is invalid!\\n\", item.name.c_str());\n return -1;\n }\n p_registered->mask |= (1 << dep_bit);\n p_registered->attr = item;\n DEBUG_PRINTF(\" %s attr registered \\n\", item.name.c_str())\n DEBUG_PRINTF(\" object: %s \\n\", item.object.c_str());\n return 0;\n }\n else\n {\n DEBUG_PRINTF(\" error: %s not exist!\\n\", item.name.c_str());\n return -1;\n }\n return 0;\n}\n\n\n\nint register_mem_instance(arg_instance_t item)\n{\n mem_arg_instance_t * p_registered = get_mem_arg(item.name);\n if (p_registered != NULL)\n {\n if ((p_registered->mask & get_dependency_mask(item.id))\n != get_dependency_mask(item.id))\n {\n DEBUG_PRINTF(\" error: dependency mismatch %x of %s instance\\n\",\n p_registered->mask,\n item.name.c_str());\n return -1;\n }\n int dep_bit = find_in_dependency(item.id);\n if (dep_bit < 0)\n {\n DEBUG_PRINTF(\" error: %s is invalid!\\n\", item.name.c_str());\n return -1;\n }\n p_registered->mask |= (1 << dep_bit);\n DEBUG_PRINTF(\" %s instance registered \\n\", item.name.c_str());\n p_registered->instance.push_back(item);\n DEBUG_PRINTF(\" %s total registered %d \\n\", item.name.c_str(), p_registered->instance.size());\n DEBUG_PRINTF(\" object: %s \\n\", item.object.c_str());\n return 0;\n }\n else\n {\n DEBUG_PRINTF(\" error: %s not exist!\\n\", item.name.c_str());\n return -1;\n }\n return 0;\n}\n\nstatic int get_of_number(void)\n{\n return OUTPUT_ATTR_SINGLE;\n}\n\nstatic int output_to_file(std::ofstream * of, int ln, int fileid, int gn)\n{\n for (int i = 0; i < mem_list.size(); i ++)\n {\n /* MSLR_INTERFACE_ARG */\n if (mem_list[i].input.ln == ln )\n {\n return 1;\n }\n else if (mem_list[i].input.ln == ln + 1 )\n {\n for (int j = 0; j < gn ; j ++)\n {\n std::string object = mem_list[i].input.object;\n while (true)\n {\n bool ret = replace(object, \"#%d#\", to_string(j));\n if (ret == false)\n {\n break;\n }\n }\n ( *of) << object << std::endl;\n }\n return 1;\n }\n /* MSLR_INTERFACE_ATTR */\n if (mem_list[i].attr.ln == ln )\n {\n return 1;\n }\n else if (mem_list[i].attr.ln == ln + 1 )\n {\n#if 0\n std::string object (\"#pragma HLS INTERFACE s_axilite port=#%d# bundle=control\");\n while (true)\n {\n bool ret = replace(object, \"#%d#\", mem_list[i].name);\n if (ret == false)\n {\n break;\n }\n }\n ( *of) << object << std::endl;\n#endif\n return 1;\n }\n /* MSLR_INTERFACE_INSTANCE */\n for (int k = 0; k < mem_list[i].instance.size(); k++)\n {\n if (mem_list[i].instance[k].ln == ln )\n {\n return 1;\n }\n else if (mem_list[i].instance[k].ln == ln + 1 )\n {\n for (int j = 0; j < gn ; j ++)\n {\n std::string object = mem_list[i].instance[k].object;\n while (true)\n {\n bool ret = replace(object, \"#%d#\", to_string(j));\n if (ret == false)\n {\n break;\n }\n }\n ( *of) << object << std::endl;\n }\n return 1;\n }\n }\n }\n return 0;\n}\n\noutput_method_t mem_output_method =\n{\n .of_number = get_of_number,\n .output = output_to_file,\n};\n\n\nstatic parser_item_t local_parser[] =\n{\n {\n .id = PRAGMA_ID_MEM_ARG,\n .keyword = \"MSLR_INTERFACE_ARG\",\n .func = register_mem_arg,\n },\n {\n .id = PRAGMA_ID_MEM_ATTR,\n .keyword = \"MSLR_INTERFACE_ATTR\",\n .func = register_mem_attr,\n },\n {\n .id = PRAGMA_ID_MEM_INSTANCE,\n .keyword = \"MSLR_INTERFACE_INSTANCE\",\n .func = register_mem_instance,\n }\n};\n\n\n\nreg_parser_item_t mem_interface_parser =\n{\n .pointer = local_parser,\n .size = ARRAY_SIZE(local_parser),\n};\n" }, { "path": "automation/parser/mem_interface.h", "content": "#ifndef __MEM_INTERFACE_H__\n#define __MEM_INTERFACE_H__\n\nextern output_method_t mem_output_method;\n\nextern reg_parser_item_t mem_interface_parser;\n\n#endif /* __MEM_INTERFACE_H__ */\n" }, { "path": "automation/parser.cpp", "content": "\n#include \n#include \n#include \n#include \n#include \n#include \n#include \n\n#include \n#include \n\n#include \"para_check.h\"\n\n#include \"parser.h\"\n#include \"parser_debug.h\"\n#include \"mem_interface.h\"\n#include \"kernel_interface.h\"\n#include \"customize.h\"\n#include \"makefile.h\"\n\nusing namespace std;\n\n#define REG_PARSER(N) for (int i = 0; i < (N##_interface_parser).size;i++){ \\\n local_item.push_back(N##_interface_parser.pointer[i]); \\\n } \\\n register_output_method(N##_output_method);\n\nint register_output_method(output_method_t method);\n\n\nstd::vector local_item;\nint parser_init(void)\n{\n const char * prefix = PRAGMA_PERFIX;\n\n REG_PARSER(kernel);\n REG_PARSER(mem);\n REG_PARSER(customize);\n REG_PARSER(makefile);\n for (int i = 0; i < local_item.size(); i++)\n {\n int ret = snprintf(local_item[i].pragma_string, MAX_CHAR_LENGTH, \"%s %s\", prefix, local_item[i].keyword);\n if (ret <= 0)\n {\n DEBUG_PRINTF(\"bug: pragma string overflow\\n\");\n exit(EXIT_FAILURE);\n }\n }\n return 0;\n}\n\nstd::string find_arg(void * context, std::string &line, int ln)\n{\n parser_item_t * p_context = (parser_item_t *)context;\n std::string arg = line;\n std::string target(p_context->pragma_string);\n target.erase(std::remove_if(target.begin(), target.end(), ::isspace), target.end());\n size_t pos = arg.find(target);\n if (pos != std::string::npos)\n {\n arg.erase(pos, target.length());\n DEBUG_PRINTF(\"ARG: %s of %s in line: %d\\n\", arg.c_str(), p_context->keyword, ln);\n }\n return arg;\n}\n\nint identify_pragmas(std::string file_name, std::string ¤t_line, std::string &next_line, int line_number)\n{\n std::string stripped_line = current_line;\n stripped_line.erase(\n std::remove_if(stripped_line.begin(), stripped_line.end(), ::isspace),\n stripped_line.end()\n );\n arg_instance_t arg_ins;\n for (int i = 0; i < local_item.size(); i++)\n {\n std::string target(local_item[i].pragma_string);\n target.erase(std::remove_if(target.begin(), target.end(), ::isspace), target.end());\n if (stripped_line.find(target) != std::string::npos) {\n arg_ins.name = find_arg(&local_item[i], stripped_line, line_number);\n arg_ins.orginal = current_line;\n arg_ins.ln = line_number;\n arg_ins.id = local_item[i].id;\n arg_ins.object = next_line;\n arg_ins.file_name = file_name;\n\n if (local_item[i].func != NULL)\n {\n int ret = local_item[i].func(arg_ins);\n if (ret < 0)\n {\n exit(EXIT_FAILURE);\n }\n }\n return 0;\n }\n }\n return 1;\n}\n\nint file_input(const std::string& input)\n{\n std::ifstream fhandle(input.c_str());\n if (!fhandle.is_open()) {\n DEBUG_PRINTF(\"error: can not open %s \\n\", input.c_str());\n exit(EXIT_FAILURE);\n }\n\n std::string line;\n std::string last_line;\n int line_number = 0;\n while (std::getline(fhandle, line)) {\n if (line_number > 0)\n {\n identify_pragmas(input, last_line, line, (line_number));\n }\n line_number ++;\n last_line = line;\n }\n fhandle.close();\n return 0;\n}\n\n\nstd::vector output_methods;\n\nint register_output_method(output_method_t method)\n{\n output_methods.push_back(method);\n return 0;\n}\n\nstd::vector output_files;\n\nint file_output(const std::string& input, const std::string& output)\n{\n int of_attr = OUTPUT_ATTR_SINGLE;\n for (auto method : output_methods)\n {\n if (method.of_number() > of_attr)\n {\n of_attr = method.of_number();\n }\n }\n int total_file_num;\n int group_num = SUB_PARTITION_NUM;\n\n if (of_attr == OUTPUT_ATTR_SINGLE)\n total_file_num = 1;\n else\n total_file_num = group_num;\n\n for (int i = 0; i < total_file_num; i++)\n {\n\n std::ostringstream output_file_name;\n output_file_name << output;\n output_file_name << \"_\";\n output_file_name << (i + 1);\n // TODO: hardcode\n {\n size_t pos = input.find(\".cpp\");\n if (pos != std::string::npos)\n {\n output_file_name << \".cpp\";\n }\n }\n {\n size_t pos = input.find(\".mk\");\n if (pos != std::string::npos)\n {\n output_file_name << \".mk\";\n }\n }\n {\n size_t pos = input.find(\".h\");\n if (pos != std::string::npos)\n {\n output_file_name << \".h\";\n }\n }\n\n DEBUG_PRINTF(\"output file: %s\\n\", output_file_name.str().c_str());\n\n std::ofstream * of = new std::ofstream(output_file_name.str().c_str());\n //(*of) << \"autogen\"<\n#include \n\nvoid logger (char *fmt, ...)\n{\n va_list argp;\n fprintf(stdout, \"[PARSER] \");\n va_start(argp, fmt);\n vfprintf(stdout, fmt, argp);\n va_end(argp);\n}\n\n\nbool replace(std::string& str, const std::string& from, const std::string& to) {\n size_t start_pos = str.find(from);\n if (start_pos == std::string::npos)\n return false;\n str.replace(start_pos, from.length(), to);\n return true;\n}\n" }, { "path": "automation/parser_debug.h", "content": "#ifndef __PARSER_DEBUG__\n#define __PARSER_DEBUG__\n\n#undef DEBUG_PRINTF\n#define DEBUG_PRINTF(fmt,...) logger((char *)fmt,##__VA_ARGS__);\n\n\nextern void logger (char *fmt, ...);\n\n\n#endif /* __PARSER_DEBUG__ */\n" }, { "path": "dataset/README.md", "content": "# Dataset and Data Format\n\n\n| Graphs | *```E```* | *```V```* | *```D_avg```* | Graph type |\n|--------|-----------|------------|-------------|------------ |\n| rmat-19-32 (R19) | 524.3K | 16.8M | 32 | Synthetic |\n| rmat-21-32 (R21) | 2.1M | 67.1M | 32 | Synthetic |\n| rmat-24-16 (R24) | 16.8M | 268.4M | 16 | Synthetic |\n| graph500-scale23-ef16 (G23) | 4.6M | 258.5M | 56 | Synthetic |\n| graph500-scale24-ef16 (G24) | 8.9M | 520.5M | 59 | Synthetic |\n| graph500-scale25-ef16 (G25) | 17.0M | 1.0B | 61 | Synthetic |\n| wiki-talk (WT) | 2.4M | 5.0M | 2 | Communication |\n| web-google (GG) | 916.4K | 5.1M | 6 | Web |\n| amazon-2008 (AM) | 735.3K | 5.2M | 7 | Social |\n| bio-mouse-gene (MG) | 45.1K | 14.5M | 322 | biological |\n| web-hudong (HD) | 2.0M | 14.9M | 7 | Web |\n| soc-flickr-und (FU) | 1.7M | 15.6M | 9 | Social |\n| web-baidu-baike (BB) | 2.1M | 17.8M | 8 | Web |\n| wiki-topcats (TC) | 1.8M | 28.5M | 16 | Web |\n| pokec-relationships (PK) | 1.6M | 30.6M | 19 | Social |\n| wikipedia-20070206 (WP) | 3.6M | 45.0M | 13 | Web |\n| ca-hollywood-2009 (HW) | 1.1M | 56.3M | 53 | Social |\n| liveJournal1 (LJ) | 4.8M | 69.0M | 14 | Social |\n| soc-twitter (TW) | 21.3M | 265.0M | 12 | Social |\n\n\nThe recursive graph (rmat) datasets are generated by the script located at ```dataset```, and the format is edge list which is shown below.\n\n**Edge list file format:**\n```\n \n```\n\nThe property of vertices and the property of edges are __32-bit__ value (can be integer of float type). During the entire processing flow the id of vertices is unsigned __32-bit__ integer.\n" }, { "path": "dataset/kronecker_generator.m", "content": "function ijw = kronecker_generator (SCALE, edgefactor)\n%% Generate an edgelist according to the Graph500 parameters. In this\n%% sample, the edge list is returned in an array with three rows,\n%% where StartVertex is first row, EndVertex is the second row, and\n%% Weight is the third row. The vertex labels start at zero.\n%% \n%% Example, creating a sparse matrix for viewing:\n%% ijw = kronecker_generator (10, 16);\n%% G = sparse (ijw(1,:)+1, ijw(2,:)+1, ones (1, size (ijw, 2)));\n%% spy (G);\n%% The spy plot should appear fairly dense. Any locality\n%% is removed by the final permutations.\n\n %% Set number of vertices.\n N = 2^SCALE;\n\n %% Set number of edges.\n M = edgefactor * N;\n\n %% Set initiator probabilities.\n [A, B, C] = deal (0.57, 0.19, 0.19);\n\n %% Create index arrays.\n ijw = ones (3, M);\n %% Loop over each order of bit.\n ab = A + B;\n c_norm = C/(1 - (A + B));\n a_norm = A/(A + B);\n\n for ib = 1:SCALE,\n %% Compare with probabilities and set bits of indices.\n ii_bit = rand (1, M) > ab;\n jj_bit = rand (1, M) > ( c_norm * ii_bit + a_norm * not (ii_bit) );\n ijw(1:2,:) = ijw(1:2,:) + 2^(ib-1) * [ii_bit; jj_bit];\n end\n\n %% Generate weights\n ijw(3,:) = unifrnd(0, 1, [1,M]);\n\n %% Permute vertex labels\n p = randperm (N);\n ijw(1:2,:) = p(ijw(1:2,:));\n\n %% Permute the edge list\n p = randperm (M);\n ijw = ijw(:, p);\n\n %% Adjust to zero-based labels.\n ijw(1:2,:) = ijw(1:2,:) - 1;\n\nendfunction\n" }, { "path": "dataset/rmat-14-32.txt", "content": "5430 9982 \n10517 12137 \n9114 7782 \n13395 8156 \n2102 2122 \n16046 1212 \n11053 14922 \n1551 15526 \n11851 15530 \n11934 2508 \n13267 5662 \n2928 4064 \n15223 11148 \n3230 14339 \n14702 4600 \n4790 16028 \n4351 2102 \n10384 13267 \n4751 15767 \n11246 16108 \n10446 2074 \n1251 4207 \n15354 293 \n6036 1551 \n10734 11377 \n13395 7279 \n798 7760 \n4656 4207 \n12658 759 \n12851 2468 \n1181 4207 \n5765 11834 \n3730 10050 \n8289 1467 \n3891 4268 \n11879 11160 \n15143 15223 \n548 3882 \n9691 12450 \n12929 12063 \n14159 911 \n5876 2891 \n10619 12760 \n11508 10692 \n3023 15223 \n8208 9389 \n7420 3936 \n15537 15 \n3184 7420 \n1842 13817 \n13784 13267 \n2981 3974 \n13732 9004 \n11458 6439 \n15530 5865 \n2054 8754 \n3433 5139 \n11541 473 \n6954 16105 \n10064 15742 \n12929 5004 \n15074 13437 \n897 6930 \n6859 13932 \n1619 6121 \n704 4343 \n15223 7229 \n10563 1459 \n10834 14408 \n9881 8916 \n1179 2925 \n7959 4696 \n4452 13227 \n3305 5382 \n9442 13362 \n14687 10411 \n13890 2981 \n5597 12808 \n3732 7095 \n13192 16198 \n6112 7003 \n10446 12157 \n8083 6476 \n5727 9953 \n6256 14382 \n663 11742 \n9238 3405 \n9743 12163 \n16198 6235 \n4844 15272 \n115 7366 \n15192 13227 \n5996 6335 \n12342 1735 \n4611 4222 \n6951 15354 \n2218 14151 \n15602 524 \n5471 14212 \n15878 3749 \n2891 12851 \n6177 11964 \n6317 10176 \n9141 308 \n11845 8343 \n2034 15579 \n759 4067 \n2854 14382 \n13996 13192 \n4334 4270 \n5699 6667 \n7708 13816 \n8119 10486 \n13360 5488 \n14785 5163 \n3449 1282 \n8965 2102 \n14472 13310 \n4696 13306 \n15354 7152 \n10955 7705 \n3536 9946 \n2513 5991 \n13395 14094 \n9743 13395 \n10059 115 \n1802 16328 \n14657 11980 \n3047 1124 \n11673 4021 \n7471 10899 \n2203 1518 \n5517 15075 \n3486 6859 \n10186 11608 \n7420 1705 \n336 4696 \n10691 7420 \n3829 15767 \n9545 11934 \n13360 13411 \n11246 71 \n10750 4863 \n9946 13342 \n6985 5699 \n8696 11763 \n6645 13192 \n394 71 \n8193 13395 \n4137 1619 \n1383 2586 \n15074 15192 \n4665 9124 \n7420 16317 \n3816 9940 \n12962 7420 \n9176 484 \n13395 13509 \n4686 7420 \n8890 7769 \n2944 7171 \n14478 10446 \n12040 5517 \n15223 15354 \n6177 11131 \n10782 911 \n69 14375 \n1104 10825 \n115 4672 \n472 9935 \n16007 1156 \n11945 10329 \n7420 14199 \n15223 10177 \n8558 3025 \n4876 1517 \n13996 15530 \n5239 4207 \n248 11931 \n11461 9946 \n16007 7420 \n345 15354 \n15054 14816 \n10064 3584 \n13929 15342 \n14922 4352 \n15561 14147 \n9143 12822 \n12791 7927 \n9946 12248 \n6702 472 \n1428 2125 \n13844 329 \n14985 15498 \n12504 443 \n12234 11121 \n1263 5558 \n12061 14472 \n9743 14781 \n14696 4706 \n4860 2703 \n4207 5876 \n14525 7420 \n7460 5672 \n14237 7583 \n15271 4681 \n11457 12162 \n16336 15700 \n4207 6600 \n15308 5797 \n3363 10734 \n1619 4790 \n6178 12420 \n9504 16363 \n4099 9005 \n9005 11316 \n9041 12021 \n15894 6148 \n8355 15470 \n6036 12202 \n12558 2925 \n12919 14478 \n7708 10822 \n6985 10679 \n3287 15192 \n11160 11297 \n10059 177 \n12130 1177 \n15295 10596 \n5827 14171 \n10089 8969 \n472 8515 \n8732 11766 \n15045 8510 \n10479 10108 \n938 13267 \n4912 15537 \n7031 1023 \n10050 7936 \n13192 7420 \n7476 12176 \n9989 3869 \n1551 3936 \n13548 11763 \n12948 6884 \n15529 5332 \n1278 9953 \n13039 2102 \n9005 901 \n10059 15223 \n13189 3315 \n15192 7936 \n5236 3484 \n5983 15354 \n6954 8368 \n16243 7021 \n3764 7420 \n13781 12754 \n16301 6107 \n2140 4672 \n4790 13227 \n16284 2793 \n14744 4190 \n13227 7420 \n2793 9479 \n9097 10101 \n833 15012 \n11461 15852 \n6726 4111 \n15963 15354 \n9019 16036 \n11933 4655 \n15192 14220 \n7708 13400 \n4064 14719 \n1438 9124 \n1104 12791 \n9946 13884 \n15481 15526 \n6954 3567 \n1735 15526 \n15074 15436 \n9464 12429 \n472 12929 \n11043 16188 \n3465 11325 \n15894 12913 \n9621 1281 \n4889 8969 \n10910 8140 \n3549 13408 \n5191 798 \n11377 6217 \n13306 16148 \n13306 11148 \n1692 15710 \n16022 9494 \n15223 11245 \n1946 7877 \n15354 16167 \n1964 4655 \n1467 14357 \n472 2470 \n1391 7723 \n15488 5054 \n11407 8941 \n6060 12157 \n3784 2981 \n1904 13702 \n15103 6859 \n12808 2703 \n15710 9743 \n12893 14199 \n2401 1426 \n5974 3305 \n3369 7095 \n418 10467 \n2981 8586 \n5670 1058 \n11641 7820 \n12760 10983 \n4612 284 \n11314 10446 \n5517 9886 \n15767 16108 \n10171 16188 \n2054 12903 \n7420 6119 \n15635 394 \n9946 8156 \n10435 12971 \n5352 2703 \n13556 10955 \n11356 12061 \n2687 15354 \n4600 6177 \n911 5944 \n7014 9089 \n3893 13306 \n15963 16188 \n15541 374 \n5336 6924 \n6726 4158 \n4898 11457 \n1639 9504 \n15289 10373 \n14382 13605 \n10965 12870 \n1677 9306 \n2228 7420 \n11879 13264 \n15710 7420 \n11933 15470 \n7275 14478 \n16073 12808 \n7420 13591 \n15701 14970 \n71 16188 \n13917 1667 \n9242 10897 \n11472 7196 \n394 9576 \n12760 3362 \n7903 3466 \n7516 8982 \n16284 5765 \n7420 5043 \n12233 473 \n6453 743 \n6669 15993 \n7476 3724 \n12071 8575 \n4396 14419 \n3391 2981 \n2145 8807 \n2485 13688 \n12942 11461 \n10050 8490 \n14562 4070 \n11148 15270 \n15537 1032 \n15841 10089 \n15354 14036 \n4207 10446 \n9858 3699 \n7095 15710 \n11407 11850 \n15036 11879 \n248 9504 \n6486 14785 \n8965 10822 \n13591 1946 \n5775 3165 \n13395 9681 \n11121 115 \n6859 4405 \n12893 8490 \n5827 9124 \n15354 10446 \n8449 3098 \n3983 3023 \n8965 381 \n12893 5629 \n10097 16028 \n13816 12880 \n13306 1869 \n115 4612 \n1046 952 \n11222 15192 \n13721 13227 \n13395 5507 \n9674 2067 \n10047 16234 \n3117 1781 \n6726 3749 \n15005 11407 \n3287 7765 \n15287 11945 \n9442 13227 \n7238 13843 \n16188 6985 \n3287 14687 \n15824 1104 \n13567 3305 \n1093 1124 \n15222 10467 \n6669 10955 \n6343 2145 \n8473 5517 \n8788 2687 \n9772 663 \n13124 7420 \n4091 3983 \n4605 14603 \n8969 9037 \n14650 4207 \n5765 7067 \n3780 625 \n2313 15354 \n8391 12851 \n16198 2283 \n374 7824 \n9733 14199 \n2408 6541 \n3230 2793 \n1445 9935 \n12065 6177 \n13133 3433 \n329 7384 \n987 4896 \n11989 14529 \n629 4600 \n11980 16188 \n9235 13267 \n516 309 \n10089 9514 \n14922 9743 \n9585 12555 \n2102 13267 \n11569 6217 \n6144 16188 \n16028 3584 \n5491 5827 \n13045 2981 \n10287 15103 \n11485 7264 \n1391 7708 \n13065 1946 \n4158 4696 \n4376 12668 \n9663 9041 \n6439 3762 \n4329 7515 \n15958 8969 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11314 \n4067 2102 \n11879 10059 \n9198 13267 \n9374 472 \n11519 11178 \n8838 4942 \n15195 16045 \n7021 1899 \n196 5507 \n2925 11574 \n1619 13227 \n7420 15180 \n6439 6144 \n16026 10365 \n7927 15916 \n15470 12851 \n14199 3798 \n8446 10059 \n2102 10479 \n15033 11879 \n8832 11860 \n9389 11662 \n9019 3864 \n7801 6716 \n11752 3551 \n11838 1789 \n14382 6534 \n14882 14655 \n7420 9546 \n3645 6797 \n15530 15316 \n12528 5162 \n10012 14577 \n548 12760 \n394 16188 \n3298 9007 \n11673 6814 \n15192 7877 \n4762 6067 \n11077 12466 \n15635 12760 \n6039 11093 \n3246 2283 \n2316 4361 \n16198 4863 \n2074 11591 \n9114 2362 \n12760 11457 \n14437 10250 \n7491 13507 \n6319 11205 \n2316 12851 \n12127 12061 \n3230 10177 \n14850 11957 \n801 6272 \n10714 14360 \n14437 7095 \n7420 6843 \n12995 7537 \n5243 15378 \n13741 3974 \n8289 9720 \n13227 15399 \n115 10531 \n15710 9504 \n8893 16055 \n3321 13267 \n7263 13072 \n3433 13306 \n602 2102 \n8965 6051 \n7460 559 \n8523 13395 \n1619 9224 \n15841 5668 \n3023 7620 \n11819 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10446 \n11211 15289 \n472 15894 \n13362 11461 \n10108 14781 \n2147 15710 \n13267 7476 \n16007 9989 \n9960 7614 \n3579 16260 \n12760 2703 \n12941 8300 \n16062 6434 \n2145 3117 \n9743 369 \n11879 13620 \n4882 13267 \n11121 7420 \n11095 15269 \n5187 10287 \n10857 1695 \n7081 13360 \n1046 14896 \n11456 3585 \n3340 10080 \n3023 6504 \n11391 11095 \n3704 12044 \n8382 505 \n1576 13123 \n13950 4587 \n14755 6859 \n1715 9885 \n15710 7014 \n15958 14967 \n6350 2453 \n13306 10647 \n4271 16198 \n2606 998 \n15166 2981 \n4062 2824 \n9641 16007 \n14804 6036 \n13395 15354 \n15930 15980 \n9504 5094 \n3941 10428 \n9238 3391 \n11964 8300 \n308 4879 \n1551 9041 \n3305 13227 \n8837 12063 \n12132 7471 \n13306 15966 \n8289 13267 \n9811 12742 \n1467 1607 \n1946 1633 \n1212 8666 \n13227 12163 \n7708 12853 \n15700 13267 \n6849 10408 \n5991 4026 \n874 1104 \n10446 7420 \n4207 1896 \n1590 5149 \n7420 6419 \n11980 1946 \n15795 3391 \n7420 4804 \n3596 4207 \n6006 11662 \n13267 13227 \n13411 10691 \n7570 6317 \n2215 15354 \n5292 4268 \n11226 6834 \n7310 4672 \n6434 5477 \n1017 14785 \n3639 8571 \n15978 3817 \n973 7987 \n9093 14382 \n6726 5827 \n5797 1459 \n3619 15530 \n9777 4879 \n7420 704 \n2981 7263 \n7420 12132 \n14807 3117 \n5759 9625 \n8473 3811 \n4863 15230 \n10469 13395 \n14983 1391 \n15354 6350 \n9896 10889 \n12893 14367 \n7570 13667 \n8919 9167 \n11246 7145 \n2316 5054 \n7420 12399 \n12566 11525 \n9641 14785 \n7189 12030 \n14922 15786 \n16198 15230 \n15859 15677 \n1464 10568 \n7476 11113 \n998 15276 \n4914 15824 \n5613 9902 \n16150 3973 \n12399 13591 \n6144 14199 \n4801 11752 \n3592 13591 \n6195 9504 \n472 12791 \n1735 11879 \n798 4207 \n15767 2453 \n15354 9314 \n11226 3915 \n4932 15572 \n7420 5614 \n4559 13441 \n2102 2289 \n12929 9154 \n5409 13427 \n15354 2102 \n15700 15526 \n13227 15963 \n9739 727 \n1046 3484 \n10559 9743 \n13884 3782 \n3877 4190 \n376 16188 \n12997 12558 \n9632 7636 \n7229 472 \n9555 890 \n7420 3639 \n116 12671 \n15354 15481 \n12893 7420 \n1763 2058 \n5034 1467 \n15528 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4204 \n10446 10064 \n12851 2903 \n7420 1391 \n6087 2191 \n4207 7384 \n1640 15444 \n9630 3548 \n4207 12146 \n16007 6003 \n13227 7986 \n11093 3551 \n9860 6144 \n13426 13306 \n5670 5125 \n4215 13858 \n11246 4207 \n15824 226 \n6726 11498 \n8969 9768 \n9860 11662 \n11681 75 \n9388 11246 \n5054 1896 \n3764 3974 \n12929 12071 \n11024 8300 \n8629 13306 \n8916 5824 \n8343 10093 \n9472 9198 \n394 16121 \n7204 11457 \n11364 4343 \n5488 2129 \n8172 5608 \n4831 7420 \n16150 11246 \n839 15219 \n1189 12559 \n6541 2891 \n5797 16188 \n15316 11974 \n1391 10373 \n915 3893 \n15824 3721 \n5880 6401 \n4207 5154 \n5125 7377 \n9470 7238 \n15180 115 \n115 1731 \n12851 7620 \n9641 6262 \n4222 7984 \n7546 7420 \n1536 4404 \n3595 10446 \n6965 567 \n14144 2283 \n6036 13108 \n15979 2088 \n14785 1391 \n8476 5488 \n3287 1016 \n3551 9577 \n5765 7402 \n8981 3618 \n6144 10479 \n3807 3226 \n11763 13919 \n15655 394 \n1890 5125 \n4050 6003 \n6121 13051 \n12760 15526 \n3584 14152 \n16236 10734 \n5827 1467 \n7984 8954 \n9765 10276 \n13306 6336 \n663 16217 \n9504 4029 \n4072 7095 \n15894 663 \n4587 9290 \n3391 15309 \n4761 15373 \n7420 4207 \n10475 6175 \n13816 14437 \n12233 15658 \n14130 9037 \n12760 6057 \n7420 663 \n6177 14304 \n14655 15470 \n10897 328 \n7936 337 \n14564 6006 \n1192 10726 \n11122 706 \n12760 15223 \n718 8662 \n6121 15528 \n1212 9088 \n5014 101 \n9041 1853 \n13045 504 \n6387 9545 \n2793 3246 \n115 15012 \n12157 7420 \n5859 12941 \n15530 11469 \n5243 115 \n13951 6584 \n808 13362 \n115 5187 \n8472 5983 \n7476 14549 \n12380 13267 \n15894 13227 \n5004 5289 \n3287 9792 \n9953 2192 \n14408 2360 \n6060 13591 \n13395 11412 \n14437 11245 \n9743 11819 \n8289 9866 \n3475 9946 \n14985 14382 \n3305 14922 \n8251 1391 \n472 2255 \n3592 13185 \n6036 6770 \n2989 4557 \n14199 760 \n7498 4064 \n2689 11497 \n2888 6343 \n5125 6301 \n16028 16007 \n3391 4612 \n5608 2102 \n4819 958 \n10750 9504 \n15005 11146 \n13227 5619 \n663 5750 \n6667 10059 \n11767 9860 \n7500 12159 \n15631 13306 \n2170 5125 \n11673 11246 \n5469 1785 \n4601 11457 \n7936 3391 \n15470 9041 \n4176 3031 \n9260 10511 \n9585 279 \n15979 8947 \n1263 10193 \n7653 6036 \n11457 8718 \n2822 8702 \n7021 10350 \n7032 8197 \n4761 12429 \n15354 16007 \n3287 7014 \n3729 9860 \n671 15002 \n9641 11044 \n12130 6638 \n13768 11235 \n1391 12791 \n4736 7029 \n15710 14017 \n15074 11377 \n12466 1964 \n3198 6297 \n8807 9946 \n6352 10373 \n9743 71 \n1668 7367 \n12159 3743 \n2981 7420 \n6343 7570 \n8193 3551 \n12832 5469 \n10059 329 \n9722 329 \n14539 9946 \n11133 14823 \n15974 11572 \n7095 14199 \n14199 705 \n4207 7095 \n3112 10642 \n5700 15066 \n13544 10479 \n16028 7420 \n12248 3107 \n4696 4190 \n7420 10734 \n9765 2861 \n3433 14810 \n9743 8781 \n8343 6036 \n8289 2102 \n12880 2703 \n8645 13544 \n14423 13227 \n6148 8343 \n1908 10446 \n7457 16381 \n11245 3585 \n2192 16198 \n13072 13227 \n6669 14878 \n4800 472 \n11550 12429 \n7071 11531 \n16068 3583 \n12836 472 \n14372 2752 \n14212 3869 \n13227 13457 \n8129 8969 \n13267 9947 \n11864 14343 \n2230 1715 \n14719 472 \n9887 3433 \n12677 14298 \n6431 13812 \n1896 1391 \n2203 7124 \n7636 9224 \n11121 13437 \n783 1530 \n1093 1500 \n13732 12760 \n13306 13227 \n9674 14382 \n12929 6859 \n9811 8118 \n11897 9041 \n543 3084 \n9860 9953 \n2508 8131 \n4059 5488 \n4249 7013 \n115 9890 \n2074 12929 \n4612 11587 \n12202 2601 \n9976 4644 \n9743 13332 \n3728 15223 \n11991 15530 \n3974 726 \n1096 6835 \n13391 10013 \n12711 15399 \n629 6419 \n2789 5938 \n16028 9075 \n13267 16028 \n271 13567 \n3567 7420 \n7452 15035 \n4612 11143 \n3162 12808 \n15566 11364 \n917 15354 \n101 2034 \n4896 10047 \n9946 13267 \n6669 4360 \n16007 12063 \n16015 6304 \n12948 10089 \n2757 4050 \n6552 14339 \n932 10177 \n5775 7420 \n12760 7148 \n10166 14780 \n7014 11927 \n16270 71 \n11525 9304 \n12248 14382 \n1896 2111 \n12255 7653 \n15710 619 \n9504 8642 \n4587 15223 \n15733 4295 \n8688 443 \n6541 7515 \n7014 2999 \n10904 6667 \n9124 15894 \n6811 4556 \n15619 5613 \n10083 12760 \n9413 11955 \n11246 4744 \n10050 15222 \n9743 3391 \n10559 11735 \n3003 12429 \n6112 6144 \n11045 16243 \n13227 9584 \n2054 6078 \n12760 4207 \n548 7520 \n6088 10260 \n14144 9269 \n6262 13556 \n12572 9621 \n10059 8890 \n7032 2074 \n5584 13227 \n13735 8382 \n13395 13267 \n6509 3023 \n4688 4137 \n663 115 \n12776 8050 \n12913 3466 \n15354 15824 \n7081 15962 \n16284 9007 \n5054 7570 \n11980 4839 \n2824 12929 \n1735 5020 \n2292 1667 \n10552 5797 \n7471 9946 \n11211 71 \n10849 8193 \n1859 16284 \n6661 15012 \n1046 8453 \n10446 15701 \n10677 4790 \n2601 15710 \n4839 494 \n1177 16294 \n15530 4696 \n15223 15916 \n11934 12130 \n6664 10658 \n7608 11525 \n12760 15149 \n10055 11964 \n13395 6086 \n10446 11879 \n14571 5029 \n958 10446 \n13227 2544 \n10159 8832 \n1162 12255 \n1467 6235 \n4981 911 \n71 13426 \n14744 8235 \n10083 14360 \n12529 15470 \n13306 8490 \n3764 13267 \n13396 13395 \n12159 13227 \n15223 7476 \n9598 6217 \n6306 5707 \n4215 4215 \n9545 7420 \n1536 3592 \n14199 15967 \n14704 15107 \n3983 520 \n11457 4207 \n3838 4556 \n13771 115 \n663 3112 \n7420 4207 \n2102 4207 \n7420 9531 \n3305 472 \n3699 14785 \n1772 2902 \n16028 1145 \n1686 12808 \n329 11164 \n7824 5276 \n7212 8468 \n10469 16198 \n5797 16198 \n619 7384 \n115 103 \n11795 8809 \n6806 6317 \n8575 7517 \n13601 7515 \n11010 726 \n16336 15223 \n15677 13227 \n11817 13033 \n15963 8582 \n16000 8838 \n6889 13395 \n11662 1333 \n13342 12817 \n14611 16022 \n10177 15488 \n1160 15530 \n4605 5638 \n7560 11226 \n8300 4361 \n9019 2074 \n4215 10446 \n3142 11121 \n13362 4696 \n12903 8163 \n15535 2102 \n15223 1278 \n5613 14829 \n12359 2943 \n13306 2981 \n222 14922 \n15481 10059 \n12061 10446 \n15354 14403 \n7420 4199 \n3584 11325 \n14268 5028 \n10691 702 \n12527 15618 \n2981 533 \n4804 11133 \n9242 7420 \n3511 9203 \n16188 15223 \n2170 14360 \n4360 11566 \n12466 8575 \n4321 6667 \n15700 2902 \n9212 12895 \n5116 3624 \n16007 13730 \n12119 729 \n11934 13702 \n13395 2102 \n4890 3904 \n14922 8969 \n1298 4207 \n10506 13267 \n10822 12429 \n8919 6706 \n13556 8771 \n9943 3307 \n8916 16188 \n14171 2793 \n293 1171 \n5474 10177 \n8289 13754 \n10642 8287 \n10446 14561 \n4091 12948 \n2830 63 \n5166 9229 \n13360 15223 \n3391 510 \n2703 472 \n7420 12931 \n12822 5187 \n7388 6121 \n7420 14202 \n6036 16198 \n3449 11413 \n6726 12239 \n1619 6144 \n4017 1148 \n9946 450 \n12415 7515 \n9743 3798 \n5090 9198 \n6317 11924 \n8969 9279 \n11246 374 \n12157 4215 \n13267 9224 \n16205 472 \n11879 5670 \n10089 9176 \n10232 7420 \n4769 1160 \n12555 394 \n8085 9641 \n13027 3721 \n14504 14199 \n9531 12760 \n4376 2074 \n472 12466 \n329 4050 \n54 2102 \n808 14705 \n11980 7407 \n5463 9483 \n13349 11160 \n8343 9652 \n5121 14802 \n7095 8961 \n839 11673 \n13306 9946 \n14821 890 \n9886 6419 \n11121 7270 \n14063 12760 \n7460 15223 \n11267 4066 \n5261 2192 \n13741 3618 \n10700 13306 \n6468 15276 \n11980 14093 \n1467 5517 \n4655 14437 \n12948 4064 \n9953 543 \n1708 9572 \n3749 2190 \n15671 14785 \n12929 8642 \n7420 8208 \n10857 727 \n14859 6985 \n15689 6834 \n10552 10386 \n12838 4681 \n12277 9743 \n4317 15223 \n5004 13360 \n11148 5352 \n4696 12935 \n15481 4099 \n12234 15334 \n3391 2472 \n13760 13996 \n1472 1731 \n15365 11980 \n10679 5488 \n8838 12552 \n14922 6572 \n3904 1467 \n9238 1946 \n3305 12995 \n3295 4207 \n3484 10891 \n8287 1619 \n13521 8455 \n9238 5670 \n12157 12870 \n12730 9041 \n8956 7515 \n6453 8289 \n9829 6895 \n13243 3280 \n2308 4879 \n10891 9176 \n12893 16198 \n10183 3164 \n10177 11095 \n13743 11384 \n4066 11924 \n115 15036 \n11763 14927 \n14854 1391 \n7846 12350 \n5996 10096 \n4609 4923 \n9504 8965 \n1464 787 \n3585 10766 \n6067 2687 \n11681 10056 \n7229 2192 \n11457 11964 \n3584 7025 \n1731 1619 \n15192 11803 \n12482 3780 \n6808 4032 \n13598 11503 \n14237 11461 \n7420 13306 \n13227 10094 \n1946 11253 \n7919 13667 \n88 9716 \n10834 11457 \n3716 7507 \n12552 640 \n4321 13702 \n15512 1212 \n10822 7507 \n9346 10691 \n2871 11078 \n15223 5613 \n3559 7460 \n16028 1735 \n12929 6486 \n7095 15086 \n7476 9584 \n5382 3433 \n13787 10446 \n8470 12603 \n6638 15470 \n10246 12760 \n222 5670 \n6218 712 \n1607 9314 \n7039 8227 \n4207 7420 \n4321 2943 \n13227 15405 \n15767 12167 \n14772 9946 \n5054 13407 \n8788 71 \n3897 2170 \n5517 12130 \n5437 11879 \n14733 15192 \n13702 329 \n13227 10446 \n7765 4788 \n3466 3358 \n4655 2981 \n3305 2586 \n10446 6094 \n12157 14733 \n11591 10083 \n12061 6476 \n13641 6859 \n15825 2854 \n11485 15470 \n6834 2902 \n3081 1212 \n5197 15160 \n7038 12948 \n16150 7420 \n4931 15223 \n7152 2299 \n115 8947 \n15223 3117 \n14985 4696 \n5727 5232 \n3961 2203 \n13227 13334 \n13100 12570 \n12559 10064 \n5765 13306 \n13395 9481 \n4931 7054 \n6912 8947 \n7160 6291 \n9538 14382 \n5759 11552 \n15180 4696 \n9041 9584 \n594 11457 \n8981 15328 \n4144 9583 \n13010 7022 \n4360 11121 \n9887 14571 \n472 3743 \n4357 14719 \n12569 1735 \n8773 12553 \n3391 5243 \n8193 5028 \n11519 12760 \n6843 1212 \n12935 5741 \n12005 13620 \n10384 12760 \n5824 6217 \n15530 4357 \n6859 11148 \n15354 629 \n4215 3052 \n14437 3749 \n629 115 \n12569 9504 \n4091 13027 \n3689 4302 \n9887 7476 \n1046 11246 \n1946 3117 \n10822 16108 \n2102 11148 \n1724 2102 \n14382 2628 \n11290 3466 \n69 9862 \n2902 9041 \n9314 13466 \n1046 6985 \n14072 5251 \n2102 9494 \n15354 2703 \n13556 5983 \n10775 1890 \n10822 15036 \n9057 15684 \n7420 11696 \n14611 9794 \n15975 4981 \n7095 9743 \n4414 1177 \n2703 3595 \n7212 9114 \n4360 16333 \n1908 2928 \n7476 14650 \n10469 8032 \n10059 6509 \n14507 9946 \n11933 1869 \n10446 9743 \n8965 4863 \n14829 12634 \n3314 472 \n6144 10446 \n16188 7591 \n7420 6112 \n3355 4548 \n10734 14595 \n14797 6901 \n5071 9946 \n12130 11219 \n12157 10656 \n12030 472 \n14807 9743 \n14144 2932 \n13192 15820 \n14164 15963 \n11481 14525 \n4278 3833 \n4062 1763 \n13227 1269 \n11673 7591 \n293 15740 \n5996 9450 \n11641 3952 \n12760 11964 \n13033 12132 \n12061 11377 \n10322 3618 \n16150 13954 \n3624 10157 \n12760 12760 \n6763 5149 \n15378 8208 \n6781 9315 \n8233 10656 \n705 3449 \n14199 16336 \n10232 12926 \n6112 9946 \n14622 2673 \n7472 8895 \n14816 13227 \n4942 12760 \n10519 12935 \n2907 9080 \n4788 3554 \n5438 8191 \n7166 7653 \n6726 8292 \n5197 4066 \n4863 9621 \n5463 1518 \n11710 101 \n9531 1763 \n12760 15223 \n12802 6036 \n7507 8844 \n7420 13387 \n4067 13865 \n11870 1211 \n12032 5517 \n3595 10658 \n2443 12375 \n14038 12903 \n9314 12030 \n9902 8238 \n9683 13771 \n13319 5232 \n14525 5488 \n7032 10691 \n175 12929 \n11297 15230 \n5451 2956 \n665 5488 \n8490 10691 \n11407 1731 \n548 2846 \n4354 2544 \n3501 13267 \n8343 10265 \n1506 2369 \n13395 11121 \n6985 9007 \n4896 15399 \n9504 69 \n2981 8018 \n4091 13690 \n2203 15937 \n5301 12063 \n7420 7095 \n14339 7737 \n14715 12248 \n6121 10691 \n7279 7686 \n10679 15710 \n2039 13045 \n9124 10083 \n13758 7653 \n13992 15651 \n8744 10013 \n15746 13360 \n13306 3699 \n15223 1271 \n7420 15276 \n10983 12429 \n11651 13544 \n7643 3974 \n15710 11579 \n15354 9743 \n6095 3061 \n4609 12240 \n13227 124 \n15103 14922 \n3010 13192 \n1551 4155 \n2102 9775 \n13360 6500 \n9887 8838 \n3456 10371 \n1635 8629 \n12634 7570 \n1043 8968 \n7849 121 \n15223 1104 \n7927 5984 \n9860 8233 \n9472 13227 \n7420 3728 \n10080 7420 \n14208 13227 \n1619 15354 \n9238 4178 \n15180 1619 \n1096 13864 \n14571 14780 \n8593 8566 \n11457 16036 \n11752 10656 \n7083 9641 \n2926 8620 \n3786 8235 \n13411 14143 \n10446 11133 \n12248 5517 \n9041 8969 \n4612 1093 \n4790 12893 \n13241 11879 \n7420 6859 \n12378 11095 \n13306 1212 \n6772 12466 \n14552 10427 \n12948 11164 \n11787 1212 \n5862 1711 \n7562 15785 \n11694 6431 \n12893 16333 \n10446 11735 \n13360 2125 \n15223 14891 \n9777 1817 \n7588 5742 \n4609 4781 \n12675 5613 \n14150 5031 \n11733 16028 \n1602 4077 \n7636 329 \n5945 3838 \n9041 6419 \n12130 7608 \n15916 12071 \n1277 12929 \n12157 9743 \n1682 7275 \n12177 4360 \n13267 7420 \n6859 6177 \n11336 8156 \n16108 9935 \n2862 1171 \n11819 9641 \n9743 5797 \n549 10384 \n15448 5125 \n10064 6686 \n4942 4681 \n2903 9728 \n1263 11461 \n11945 9953 \n7420 7945 \n15710 12499 \n10083 7688 \n726 3721 \n2102 11879 \n7021 1093 \n14859 6249 \n2981 4207 \n4207 12059 \n6954 12132 \n15339 4249 \n115 14184 \n4032 1946 \n14311 5216 \n9946 14093 \n10200 7279 \n1751 11093 \n14423 7420 \n9270 7014 \n4207 5517 \n124 1488 \n16188 2096 \n114 5451 \n15223 7627 \n9615 13036 \n12929 12559 \n7476 15488 \n16198 14382 \n293 13227 \n6686 4923 \n7674 15399 \n9007 5649 \n787 3624 \n1426 2981 \n12618 12478 \n5034 4155 \n12100 15129 \n8032 10750 \n4247 16007 \n9494 13306 \n10446 3453 \n16000 12275 \n11611 6419 \n7095 5670 \n14577 338 \n15354 11673 \n12929 4612 \n4207 8131 \n11148 2102 \n5028 9743 \n2594 7356 \n10113 11931 \n11927 7420 \n8209 6050 \n9162 2102 \n10089 6785 \n3983 7420 \n10080 516 \n9900 1946 \n3302 3764 \n9464 3257 \n16188 5727 \n10446 3697 \n4669 10949 \n3618 3456 \n12555 15405 \n1008 15222 \n6859 14744 \n472 4317 \n7420 7420 \n10464 7705 \n3721 9860 \n13112 5125 \n2981 472 \n7776 5945 \n14854 11246 \n3910 5517 \n15671 15276 \n10561 8140 \n3776 2792 \n8289 8832 \n2102 10706 \n3061 1569 \n13395 6477 \n9574 12429 \n10230 1058 \n9641 13040 \n8170 15919 \n374 15223 \n12958 6868 \n16028 15470 \n1551 4361 \n13267 2207 \n14821 8838 \n3405 8526 \n12466 10479 \n9464 1619 \n7516 13941 \n15151 11443 \n14530 9481 \n115 12234 \n12558 5827 \n14584 115 \n5088 4091 \n11121 16028 \n11819 7570 \n1899 6509 \n1013 1124 \n7984 12893 \n15195 1946 \n5220 71 \n7570 8193 \n726 15223 \n6770 12760 \n3749 10050 \n12559 10446 \n4249 3829 \n5617 1956 \n11557 7229 \n4158 4896 \n4373 9472 \n5517 16028 \n4788 8300 \n2672 5887 \n14695 4170 \n4207 9765 \n12948 11148 \n6464 4539 \n14525 12760 \n625 9472 \n864 14302 \n2102 9504 \n16336 12893 \n15223 4609 \n7821 7420 \n14611 2981 \n5276 5170 \n15824 15223 \n11673 5765 \n12871 14382 \n15480 2635 \n5187 11532 \n12903 2125 \n3391 466 \n13797 5623 \n4788 15980 \n115 3672 \n14437 7570 \n15689 13267 \n911 4067 \n4155 5029 \n9946 9996 \n7032 7420 \n6726 4761 \n11246 15824 \n5276 8575 \n15590 12760 \n13395 9041 \n12715 14382 \n1391 10140 \n12156 6801 \n14199 6087 \n7200 2703 \n13227 7420 \n12903 11325 \n394 5037 \n1177 12061 \n1506 9531 \n787 9946 \n15223 5862 \n14825 11212 \n2060 10766 \n9750 15223 \n7420 15530 \n13241 1682 \n15537 10936 \n1018 8965 \n1343 7069 \n5352 15742 \n8319 9743 \n16358 2090 \n9041 13267 \n1212 10747 \n3314 13395 \n9041 13414 \n4981 9389 \n472 11059 \n5471 4656 \n6686 3391 \n4207 11879 \n6859 5243 \n8832 12342 \n10899 3391 \n5913 7801 \n12760 1769 \n2190 10059 \n9605 472 \n2283 7643 \n6912 6087 \n5352 13267 \n13652 8753 \n2228 13732 \n13192 6904 \n15480 14922 \n5613 11591 \n3896 9953 \n9858 7508 \n9589 6476 \n8300 15980 \n13605 7570 \n8656 6835 \n3295 1201 \n5782 8832 \n5938 15223 \n15012 10446 \n1769 7678 \n16150 3287 \n15223 6884 \n14212 5031 \n1731 7476 \n13306 11519 \n9940 11148 \n1639 12234 \n13696 11734 \n7420 71 \n15859 13395 \n14687 4612 \n5634 472 \n3305 5292 \n8945 16028 \n9953 1046 \n11855 12061 \n11314 4155 \n9325 2770 \n3827 5469 \n1425 5054 \n115 11212 \n5054 1715 \n7263 1763 \n9426 4718 \n10687 8744 \n1017 14211 \n12628 6985 \n5125 5054 \n1177 15230 \n5664 13036 \n4751 11245 \n13306 13843 \n12550 13426 \n11116 15554 \n15470 3624 \n15825 6985 \n6541 10283 \n9940 2284 \n3433 11469 \n5488 9041 \n10064 6985 \n13033 7803 \n4397 11774 \n13245 11047 \n9641 14239 \n14525 7570 \n1763 2586 \n9946 12199 \n15354 11185 \n293 2792 \n7204 3252 \n12891 9946 \n7801 13306 \n13267 15223 \n14210 15980 \n10280 5079 \n4321 13507 \n13108 575 \n5420 16007 \n15530 7014 \n15481 13246 \n11450 16333 \n1946 13227 \n14953 13267 \n9314 9794 \n13360 3466 \n5461 1212 \n11121 4269 \n13683 3839 \n6843 1668 \n5366 13306 \n4790 1391 \n3902 11587 \n12893 16188 \n1579 876 \n4249 15742 \n10619 7523 \n7420 5769 \n7583 8916 \n14922 14199 \n2409 12481 \n1212 14017 \n4805 10691 \n2824 5619 \n10619 9921 \n" }, { "path": "dataset/rmat.m", "content": "clear all\nscale = 19;\nedge_factor = 32;\nrand (\"seed\", 103);\n\nijw = kronecker_generator (scale, edge_factor);\n\nG = sparse(ijw(1,:) + 1, ijw(2,:) + 1, ones (1, size (ijw, 2)));\n\n[ei,ej] = find(G>0);\n\ndim = size(ei);\nedge_num = dim(1);\n\nfilename = sprintf(\"rmat-%d-%d.txt\",scale,edge_factor);\nfp=fopen(filename,'w');\n\nfor i = 1 : edge_num\n fprintf(fp,\"%d %d \\n\",ei(i) , ej(i));\nend\n\nfclose(fp)\n" }, { "path": "docs/algorithm_mapping.md", "content": "\n# Algorithm Mapping \nIn this section, we introduce how to map new algorithms to our framework with __L2__ level APIs provided by ThunderGP.\nBased on the execution flow of ThunderGP, users need to customize two compute kernels: **the scatter-gather** and **the apply**. \nThe __L2__ functions act as hooks, meaning that ThunderGP will call them for processing specific event in the data-flow. The below figure shows the mapping hooks with unique IDs. \n\n**In the next, we shall enumerate the coding of hooks with an Sparse Matrix-vector Multiplication (SpMV) example.**\n\n![l2dataflow](images/l2_dataflow.png)\n\n\n## The Sparse Matrix-vector Multiplication (SpMV)\n\n\"drawing\"\n\nThis figure illustrates a SpMV algorithm. The matrix **A** in CSR format can be mapped into the edges and the property of edges, and the vector **x** is the property of vertices. The main compuation of SpMV is shown below:\n\n```c\nfor (r = 0; r < A.rows; r++)\n{\n for (i = A.rowStart[r]; i < A.rowStart[r + 1]; i++)\n {\n y[r] += A.val[i] * x[A.col[i]];\n }\n}\n```\n\n\n\n## Mapping the Scatter-Gather Kernel\n\nIn our implementation, the gather and scatter stages are combined together by the internal shuffle data path(the shuffle stage), and the implementation of this compute kernel are highly hardware-specific, which is not friendly with the algorithm developers, and it is hiden by following hooks:\n\n\n##### Hook Functions\n\n| Hooks | ID | Description |\n|-----------|--|--------------|\n| preprocessProperty | 1 | Per-process the source vertex property. |\n| scatterFunc | 2 | Calculate the update value by using the edge property and source vertex property. |\n| updateMergeInRAWSolver| 3 | Destination property update in RAW solver. | \n| gatherFunc | 4 | Destination property update. | \n\n\nIn SpMV, these hooks in Scatter-Gather can be easily instanced as follows:\n\n```c\n/* directly pass the value, do not need in SpMV */\ninline prop_t preprocessProperty(prop_t srcProp)\n{\n return (srcProp);\n}\n\n/* calculate the A.val[i] * x[A.col[i]]; */\ninline prop_t scatterFunc(prop_t srcProp, prop_t edgeProp)\n{\n return ((srcProp) * (edgeProp));\n}\n\n/* accumulate y[r] in rawSolver */\ninline prop_t updateMergeInRAWSolver(prop_t ori, prop_t update)\n{\n return ((ori) + (update));\n}\n\n/* accumulate y[r] in on-chip memory */\ninline prop_t gatherFunc(prop_t ori, prop_t update)\n{\n return ((ori) + (update));\n}\n\n```\n\nNotes: \n* The operation in ```gatherFunc``` and ```updateMergeInRAWSolver``` can be very similar, the __difference__ is that for ```gatherFunc```, the data in on-chip memory is not initialized, which means the accumulations are start from zero, but for ```updateMergeInRAWSolver```, as the read-after-write hazard only happened in two very closed update tuples, we add a temporary buffer in RAWSolver to sift out the closed update and perform the update in the temporary buffer. Therefore if the update happened, the data in the temporary buffer is initialized. It should be considered when mapping an algorithm with bit-masked property(e.g. BFS).\n* If the accelerator configuration ```HAVE_EDGE_PROP``` is set to false the hook ```scatterFunc``` will not be called because there is no property of edges.\n\n\n## Mapping the Apply Kernel\n\nThe apply stage may need different types of data, and this variance makes the abstraction a little tough. ThunderGP provides a flexible mechanism for mapping algorithms to apply phase. Same as mapping scatter-gather kernel, users can use the __L2__ hooks. However, the number of date types is **limited by existing data path**. Currently, ThunderGP support automatically load __four__ types of data for the application-specific calculation in apply stage: \n\n* The property of vertices;\n* The out-degree of vertices;\n* The update value from scatter-gather stage;\n* An additional big word;\n\n*(If you need more types of data in apply stage, please go to the bellowing __Customizating Apply__ section.)*\n\nFollowing table shows the hook functions for apply stage. Note: ```applyMerge``` is only used in multiple-SLRs.\n\n##### Hook Functions\n\n| Hooks | ID | Description |\n|-----------|--|--------------|\n| applyMerge | 5 | Destination property merge from all of the scatter-gather CUs. | \n| applyFunc | 6 | Calculate the new property of vertices. | \n\nIn SpMV, these hooks in Apply can be easily instanced as follows:\n\n```c\n/* accumulate y[r] among CUs */\ninline prop_t applyMerge(prop_t ori, prop_t update)\n{\n return ((ori) + (update));\n}\n/* no other calculation in apply phase */\ninline prop_t applyFunc( prop_t tProp,\n prop_t source,\n prop_t outDeg,\n unsigned int &extra,\n unsigned int arg\n )\n{\n return tProp;\n}\n\n```\n\n\n## Other Accelerator Configurations\nDevelopers also need to modify the accelerator configurations to fit their algorithm. This configurations locate in the ```build.mk``` in each application folder.\n\n| Configuration | Value | Description |\n|---------------|-------|--------------|\n| HAVE_VERTEX_ACTIVE_BIT | true/false | This is a bit-masked mechanism which control the tuple is going to update the property of corresponding vertex or not, it is used in BFS-like algorithms (e.g BFS, SSSP) which need to mark the active vertices. |\n| HAVE_EDGE_PROP | true/false | For some algorithms (e.g. SpMV, SSSP) they need the property of edges to make the calculation with the property of vertices, by setting this parameter, ThunderGP will automatically add a data path for load and process the property of edges. |\n| HAVE_UNSIGNED_PROP | true/false | If you need a signed property, set it to false. |\n| HAVE_APPLY | true/false | This parameter decides whether the apply compute kernel is needed or not, because that some algorithms may not need apply stage (e.g. SpMV). |\n| CUSTOMIZE_APPLY | true/false | If existing abstraction on apply stage can not fit your requirements, you should set it to true and build your specific data-flow using __L1__ function. The details is available in the next section. |\n| HAVE_APPLY_OUTDEG | true/false | This parameter controls whether there is an additional data path for load out-degree. |\n\n\n## Customizating Apply\n\nThunderGP provides a mechanism to using the low level APIs (__L1__) to build **customize data-flow**. Our existing code in template can be a reference. The customize steps are shown below:\n\n* Modify the apply_kernel.mk, change the variable ```CUSTOMIZE_APPLY``` to true\n* Write the accelerator code in vertex_apply.cpp, a HLS function ```vertexApply``` is needed for building the accelerator\n* Write the host code and verification code in host_vertex_apply.cpp host function ```setApplyKernel``` is needed for setting up the arguments of OpenCL kernel, and host function ```partitionApplyCModel``` is needed for the verification of the results from FPGA accelerator. \n\nWe are planning to to provide a script that will automatic generate the interfaces code for customizing the apply stage in the future.\n\n" }, { "path": "docs/api_details.md", "content": "\n# API Table\n\n## L1 \n### Stream Operations\nTo provide more portability, ThunderGP warps some operations on steam channel\n\n| Function | Description |\n|-----------|--------------|\n| read_from_stream | blocking read from stream |\n| read_from_stream_nb | nonblocking read from stream |\n| write_to_stream | blocking write to stream |\n| clear_stream | clear the stream for next iteration |\n| empty_stream | clear the stream in some unexpected situations |\n\n### Processing Modules\n| Module | Description |\n|-----------|--------------|\n| burstRead | read data in bust mode from global memory and generate stream |\n|burstReadLite|similar to burstRead, but do not send the END_FLAG token|\n| writeBack | write the stream data into global memory |\n|writeBackLite| similar to writeBack, but do not check the END_FLAG token|\n| srcPropertyProcess | manage the source vertex cache and output stream of edge tuples|\n| shuffleDecoder | shuffle decoder |\n| tupleFilter | filter valid data for PEs |\n| rawSolver | read-after-write(RAW) hazard solver |\n| dstPropertyProcess | as gather PE, manage the destine destination vertices |\n| cuMerge | merge all the intermediate result for ***apply*** stage |\n| cuDuplicate | dispatch the updated results from ***apply*** to each group of gather-scatter kernels |\n\nExample:\n\n```c\n\n/*simplified gather_scatter kernel*/\n{\n burstRead(0, edge_end, edgesTailArray, edgeBurstStream);\n burstRead(0, edge_end, edgesHeadArray, mapStream);\n burstRead(0, edge_end, edgeProp, edgePropStream);\n\n srcPropertyProcess(vertexPushinProp, edgeBurstSliceStream, mapSliceStream, edgeTuplesBuffer);\n propProcess(edgePropSliceStream, edgeTuplesBuffer, edgeTuplesCoupled);\n for (int i = 0; i < PE_NUM ; i++)\n {\n#pragma HLS UNROLL\n shuffleDecoder (\n i,\n edgeTuplesArray[i],\n toFilterArraySlice[i],\n filter[i],\n tuples[i],\n opcode[i],\n shuff_ifo[i]\n );\n }\n for (int i = 0; i < PE_NUM ; i++)\n {\n#pragma HLS UNROLL\n tupleFilter( filter_tmp[i], filter_num[i], toFilterArraySlice2[i], buildArray[i]);\n }\n for (int i = 0; i < PE_NUM ; i++)\n {\n#pragma HLS UNROLL\n rawSolver(buildArraySlice[i], buildArrayRes[i]);\n }\n for (int i = 0; i < PE_NUM ; i++)\n {\n#pragma HLS UNROLL\n dstPropertyProcess(i, sink_offset, sink_end, tmpVPropBuffer[i], buildArrayRes[i], writeArrayLayer1[i]);\n }\n}\n```\n## L2\n| Hooks | Description |\n|-----------|--------------|\n| preprocessProperty | per-process the source vertex property. |\n| scatterFunc | calculate the update value by using the edge property and source vertex property. |\n| updateMergeInRAWSolver | destination property update in RAW solver. | \n| gatherFunc | destination property update. | \n| applyMerge | destination property merge from all of the scatter-gather CUs. | \n| applyFunc | calculate the new property value |\n\n\n\nExample:\n\n```c\n\n/* source vertex property process */\ninline prop_t preprocessProperty(prop_t srcProp)\n{\n return ((srcProp) + 1);\n}\n\n/* source vertex property & edge property */\ninline prop_t scatterFunc(prop_t srcProp, prop_t edgeProp)\n{\n return (srcProp);\n}\n\n/* destination property update in RAW solver */\ninline prop_t updateMergeInRAWSolver(prop_t ori, prop_t update)\n{\n return ((((ori) & (~VERTEX_ACTIVE_BIT_MASK)) > ((update) & (~VERTEX_ACTIVE_BIT_MASK))) ? (update) : (ori));\n}\n\n/* destination property update dst buffer update */\ninline prop_t gatherFunc(prop_t ori, prop_t update)\n{\n return (((((ori) & (~VERTEX_ACTIVE_BIT_MASK)) > ((update) & (~VERTEX_ACTIVE_BIT_MASK))) || (ori == 0x0)) ? (update) : (ori));\n}\n\n/* destination property merge */\ninline prop_t applyMerge(prop_t ori, prop_t update)\n{\n return ((((((ori) & (~VERTEX_ACTIVE_BIT_MASK)) > ((update) & (~VERTEX_ACTIVE_BIT_MASK))) && (update != 0)) || (ori == 0x0)) ? (update) : (ori));\n}\n\ninline prop_t applyFunc( prop_t tProp,\n prop_t source,\n prop_t outDeg,\n unsigned int &extra,\n unsigned int arg\n )\n{\n prop_t update = 0;\n\n prop_t uProp = source;\n prop_t wProp;\n if ((uProp & 0x80000000) == (tProp & 0x80000000))\n {\n wProp = uProp & 0x7fffffff; // last active vertex\n }\n else if ((tProp & 0x80000000) == 0x80000000)\n {\n extra ++;\n wProp = tProp; // current active vertex\n }\n else\n {\n wProp = MAX_PROP; // not travsered\n }\n update = wProp;\n\n return update;\n}\n```\n\n## L3\n\n### Partition Descriptor\n\n| Function | Description |\n|-----------|--------------|\n| getSubPartition | return the instance of sub-partition by the given ID |\n| getPartition | return the instance of partition by the given ID |\n\n### Kernel Descriptor\n\n| Function | Description |\n|-----------|--------------|\n| kernelInit | initialize the OpenCL kernels |\n| getGatherScatter | return the instance of gather-scatter kernel |\n|getApply| return the instance of apply kernel |\n|setGsKernel| setup the gather-scatter kernel for processing one partition data |\n|setApplyKernel| setup the apply kernel for processing one partition data|\n\n\n### Scheduler\n\n| Function | Description |\n|-----------|--------------|\n|registerScheduler | register the customized scheduler into ThunderGP |\n\n\n### Accelerator\n\n\n| Function | Description |\n|-----------|--------------|\n|acceleratorInit | initialize the the bitstream and hardware|\n|acceleratorDataLoad | load the graph data |\n|acceleratorDataPreprocess | graph partitioning |\n|acceleratorSuperStep | process all of the partitions once |\n|acceleratorProfile | profile the execution time and verify the result |\n|acceleratorDeinit | release all the dynamic resources |\n\n" }, { "path": "docs/compile_arch.md", "content": "# Compiling ThunderGP\nThis page provides details of quickly deploying build-in graph analytic algorithms of ThunderGP. \nThe compilation of ThunderGP is managed by [GNU make](https://www.gnu.org/software/make/manual/html_node/Introduction.html).\n\n## Compilation Arguments\n\nCurrently, ThunderGP supports four graph analytic applications, namely PR, SpMV, BFS and SSSP. The wanted application can be implemented by passing argument app=[the wanted application] to the make command. The below table are details of this argument.\n\n| Argument | Accelerated algorithm |\n|--------------|--------------|\n| ```app=pr``` | PageRank |\n| ```app=spmv``` | Sparse matrix-vector multiplication (SpMV) |\n| ```app=bfs``` | Breadth first search |\n| ```app=sssp``` | Single Source Shortest Path |\n\nOther arguments the developers may use. \n\n| Argument | Description |\n|--------------|--------------|\n| ```all``` | Compile host + cccelerator programs, it is time-costly (10+ hours) |\n| ```exe``` | Compile host program only, it is very fast |\n| ```cleanexe``` | Clean the host program |\n| ```clean``` | Clean the accelerator program |\n| ```cleanall``` | Clean all of the host + accelerator programs |\n\n\nFor example, if you want to implement the PageRank, the command is:\n\n```sh\n$ make app=pr all\n```\n\n## Makefile Tree\n\nThe Makefile file structure is shown in the bellowing tree:\n\n```sh\n├── application\n│   ├── common.mk # general configuration for both host and accelerator programs\n│   ├── gs_kernel.mk # accelerator configuration for gather-scatter kernel \n│   ├── pr # application specific folder\n│   │   ├── apply_kernel.mk # accelerator configuration for apply kernel\n│   │   ├── build.mk # application specific build configuration\n│   │   ├── config.mk # application specific design parameters\n│   └── ...\n├── docs\n├── libfpga\n├── libgraph\n├── Makefile # Main entrance for make\n├── README.md\n├── utils\n│   ├── help.mk # Help information\n│   ├── opencl.mk # OpenCL library\n│   └── utils.mk # Misc.\n└── xcl\n └── xcl.mk # Xilinx OpenCL library\n```\n\n## Fast Debugging Compilation\n\nCompiling the entire accelerator can be very time-costly (*__14+ hours__*), and it is very unfriendly for iteratively debugging. ThunderGP provides a simplified and fast mode for compilation by only utilizing one SLR, it also means that in this mode, only have one __Scatter-Gather CU__ and the compilation time can be significantly reduced to about *__4 hours__*. \n\nTo enable fast compilation for debugging, you need to change the ```HAVE_FULL_SLR``` to false in the ```build.mk``` located at the application-specific directory, then start the build. The host program do not need any manual change, as it will automatically adapt partitioning according to this configuration.\n\n\n## Waveform-based Debugging\n\n\nXilinx provide real-time waveform display in __hw_emu__ mode, but it need many setting-up steps in command-line. ThunderGP simplified the details to use this feature.\n\n* Change the ```TARGETS``` to ```hw_emu``` in main Makefile, or directly pass this argument from the make command.\n* After the application has been built, run ```make hwemuprepare```\n* Run env setup script:```source ./utils/hw_emu.sh ```\n* Start the program\n\n__Notes__:\nWe found that the waveform debugging in SDAccel 2019.2 have one problem: all of the stream interfaces are not displayed correctly. Therefore we only use SDAccel 2018.3 to perform the waveform-based debugging.\n\n\n\n## Timing Problems\n\nAs ThunderGP has a very high resources utilization, the timing issues can be very difficult to be fixed from high-level-synthesis code. our framework used the stream slicing technique and multi-level data duplication technique to achieve a higher frequency(__250MHz__). the details can be found in our paper. However, there are still many randomized factors in the placement and routine stage which can not be controlled by our HLS code. From our experience, we always start __3__ same compilation, which could result with a better frequency finally. \n" }, { "path": "docs/memory.md", "content": "# Memory Management\nIn this section, we demonstrate how to manage the memory in host side with __L3__ level APIs provided by ThunderGP.\n\n\nCurrently, Xilinx Multiple-SLRs FPGAs have many independent DRAM banks, and many graph algorithms manipulate at least five types of data. Managing the data and the partitions among the banks using the traditional OpenCL APIs need a lot of redundant code for configuration, which makes the code hard to maintaining. Therefore we developed an unique ID based memory management module(**he_mem**), and basing on this module, a hierarchy of data structures is constructed:\n\n\"drawing\"\n\n\nAll the compuations and operations are heirarchically based on these object, which makes it easy to understand the relationship among the objects. There are two classes of objects in ThunderGP, we call them kernel descriptor and partition descriptor.\n\n## Partition Descriptor\nPartition descriptor maintains all the partitioned data among the available DRAM banks, As illustrated in the above figure:\n\n\n* __partitionDescriptor__: the **purple** blocks are ```partitionDescriptor``` . There are *M* ```partitionDescriptor``` during the processing, where the *M* is determined by the size of graph dataset dynamically. Following figure shows how does ThunderGP perform the partitioning on the graph, each partitions hold edges in a fixed range of destination.\n\n\n\"drawing\"\n\n* __subPartitionDescriptor__: ```partitionDescriptor``` consist of *N* ```subPartitionDescriptor``` (the **grey** blocks), the *N* is determined by how many CUs are available in the FPGA side. The ```subPartitionDescriptor``` structure consists of three types of partitioned data of edge: the destination of edges, the source of edges and the property of edges. Each type of data is contained in ```he_mem``` elements (the **yellow** blocks). Following figure shows how does ThunderGP perform the sub-partitioning on the partitions, the edges of each partition is equally divided into *N* parts, here the *N* is 4.\n\n\"drawing\"\n\n\n## Kernel Descriptor\n\nThere are two types of kernel descriptor: the ```gatherScatterDescriptor``` and ```applyDescriptor```. Showing in the heirarchy figure, the **blue** blocks are the kernel descriptor, both of these two types of descriptors have an instance of OpenCL kernel (the **green** blocks). The property of vertices are also included in ```gatherScatterDescriptor```.\n\n\n## Appendix\n\nAPI list for ```he_mem``` \n\n| Function | Description |\n|-------------|--------------|\n| ``` int he_mem_init() ```| initialize the ```he_mem``` structure |\n| ``` cl_mem* get_cl_mem_pointer() ```| get the OpenCL ```cl_mem``` instance in the specific ```he_mem``` |\n| ``` void* get_host_mem_pointer() ```| get the host memory pointer in the specific ```he_mem```|\n| ``` he_mem_t* get_he_mem() ```| get the instance of ```he_mem``` by the unique ID|\n| ``` int transfer_data_from_pl() ```| transfer the data from FPGA to CPU |\n| ``` int transfer_data_to_pl() ```| transfer the data from CPU to FPGA |\n" }, { "path": "docs/results.md", "content": "# Experimental Results\n\nWe are currently working on the support of float type property and the release builds of the bitstream on the following platforms, and the results of resource utilizations and performance will be updated.\n\n## Dataset and Data Format\n\n\n| Graphs | *```E```* | *```V```* | *```D_avg```* | Graph type |\n|--------|-----------|------------|-------------|------------ |\n| rmat-19-32 (R19) | 524.3K | 16.8M | 32 | Synthetic |\n| rmat-21-32 (R21) | 2.1M | 67.1M | 32 | Synthetic |\n| rmat-24-16 (R24) | 16.8M | 268.4M | 16 | Synthetic |\n| graph500-scale23-ef16 (G23) | 4.6M | 258.5M | 56 | Synthetic |\n| graph500-scale24-ef16 (G24) | 8.9M | 520.5M | 59 | Synthetic |\n| graph500-scale25-ef16 (G25) | 17.0M | 1.0B | 61 | Synthetic |\n| wiki-talk (WT) | 2.4M | 5.0M | 2 | Communication |\n| web-google (GG) | 916.4K | 5.1M | 6 | Web |\n| amazon-2008 (AM) | 735.3K | 5.2M | 7 | Social |\n| bio-mouse-gene (MG) | 45.1K | 14.5M | 322 | biological |\n| web-hudong (HD) | 2.0M | 14.9M | 7 | Web |\n| soc-flickr-und (FU) | 1.7M | 15.6M | 9 | Social |\n| web-baidu-baike (BB) | 2.1M | 17.8M | 8 | Web |\n| wiki-topcats (TC) | 1.8M | 28.5M | 16 | Web |\n| pokec-relationships (PK) | 1.6M | 30.6M | 19 | Social |\n| wikipedia-20070206 (WP) | 3.6M | 45.0M | 13 | Web |\n| ca-hollywood-2009 (HW) | 1.1M | 56.3M | 53 | Social |\n| liveJournal1 (LJ) | 4.8M | 69.0M | 14 | Social |\n| soc-twitter (TW) | 21.3M | 265.0M | 12 | Social |\n\n\n\n\nThe recursive graph (rmat) datasets are generated by the script located at ```dataset```, and the format is edge list which is shown below.\n\n**Edge list file format:**\n```\n \n```\n\nThe property of vertices and the property of edges are __32-bit__ value (can be integer of float type). During the entire processing flow the id of vertices is unsigned __32-bit__ integer.\n\n\n## Resource Utilizations\n\n### VCU1525 Platform\n|algo. | Frequency |BRAM |URAM | CLB | DSP | Power (W)\n|--------|-----------|-------|-----|-----|-----|------- |\n| PR |256 |69% |52% |88% |1.40%| 46 |\n| SpMV |243 |62% |52% |82% |1.60%| 41 |\n| BFS |241 |66% |52% |84% |0.20%| 44 |\n| SSSP |237 |75% |52% |88% |0.20%| 46 |\n| CC |247 |67% |52% |86% |0.20%| 43 |\n| AR |263 |69% |52% |87% |2.10%| 46 |\n| WCC |245 |65% |52% |85% |0.20%| 43 |\n\n\n### U250 Platform\n|algo. | Frequency |BRAM |URAM | CLB | DSP | Power (W)\n|--------|-----------|-------|-----|-----|-----|------- |\n| PR |243 |51% |53% |64% |0.10%| 48 |\n| SpMV |250 |47% |53% |61% |0.90%| 42 |\n| BFS |250 |51% |53% |62% |0.10%| 43 |\n| SSSP |251 |58% |53% |64% |0.10%| 46 |\n| CC |242 |51% |53% |64% |0.10%| 44 |\n| AR |240 |53% |53% |64% |1.20%| 45 |\n| WCC |250 |49% |53% |63% |0.10%| 43 |\n\n\n\n### U200 Platform (legacy)\n|algo. | Frequency |BRAM |URAM | CLB | DSP | Power (W)\n|--------|-----------|-------|-----|-----|-----|------- |\n|SpMV | 260MHz | 63% | 43% | 91% | 2% | 45.1 | \n|PR | 252MHz | 71% | 43% | 91% | 1% | 49.3 | \n|BFS | 243MHz | 69% | 43% | 92% | 1% | 45.2 | \n|SSSP | 255MHz | 76% | 43% | 93% | 1% | 49.6 | \n\n\n## Performance\n\n\nThroughput (MTEPS) is used here to measure the performance of THUNDERGP.\n\n### VCU1525 Platform\n\n|App.|PR|SPMV|BFS|SSSP|CC|AR|WCC |\n|----|--|----|---|----|--|--|----|\n|R19| 4,210|3,864|4,669|3,505|3,972|4,260|3,948 |\n|R21| 5,015|4,190|5,417|3,901|4,623|4,848|4,584 |\n|R24| 4,599|3,781|3,437|3,430|4,339|4,486|4,328 |\n|G23| 5,223|4,203|5,461|3,893|4,850|5,097|4,828 |\n|G24| 5,039|4,037|5,216|3,725|4,752|4,927|4,704 |\n|G25| 4,464|3,615|4,660|3,343|4,344|4,389|4,356 |\n|WT| 2,884|2,874|2,717|2,427|2,776|2,833|2,776 |\n|GG| 2,069|2,257|2,044|1,750|1,997|1,962|1,874 |\n|AM| 2,102|2,194|2,073|1,865|2,010|2,063|1,958 |\n|MG| 4,454|3,883|4,939|3,699|4,077|4,285|4,088 |\n|HD| 2,520|2,490|1,282|2,167|2,581|2,427|2,347 |\n|FU| 3,779|3,458|3,527|3,155|3,805|3,710|3,558 |\n|BB| 2,822|2,675|1,325|2,431|2,831|2,729|2,649 |\n|TC| 3,093|2,956|3,665|2,847|2,893|2,964|2,837 |\n|PK| 4,001|3,729|4,251|3,169|3,833|3,909|3,716 |\n|WP| 3,030|2,994|3,112|2,491|2,993|2,931|2,894 |\n|HW| 4,641|4,249|5,510|3,952|4,435|4,535|4,319 |\n|LJ| 3,186|3,003|3,408|2,623|3,113|3,081|3,099 |\n|TW| 2,938|2,801|2,120|2,425|2,962|2,853|2,894 |\n\n### U250 Platform\n\n|App.|PR|SPMV|BFS|SSSP|CC|AR|WCC |\n|----|--|----|---|----|--|--|----|\n|R19 |3,653|4,424|4,521|4,059|3,737|3,663|3,798 |\n|R21 |4,669|5,056|6,028|4,879|4,783|4,667|4,901 |\n|R24 |4,732|4,946|5,897|4,285|4,939|4,732|4,988 |\n|G23 |4,976|5,308|6,477|5,035|5,049|4,975|5,243 |\n|G24 |5,040|5,305|5,772|4,428|3,705|5,040|5,303 |\n|G25 |4,978|4,072|4,974|3,864|3,661|4,984|5,254 |\n|WT |2,251|2,938|2,630|2,583|2,369|2,253|2,405 |\n|GG |1,776|2,966|2,044|1,962|1,923|1,760|1,822 |\n|AM |1,752|2,811|2,123|2,062|1,849|1,763|1,841 |\n|MG |3,756|4,195|4,949|4,378|3,914|3,737|3,891 |\n|HD |2,473|3,325|2,936|2,772|2,751|2,478|2,587 |\n|FU |3,339|4,390|4,193|3,651|3,687|3,341|3,495 |\n|BB |2,777|3,602|3,434|3,063|2,963|2,768|2,875 |\n|TC |2,826|3,385|4,193|3,654|2,856|2,827|3,006 |\n|PK |3,630|4,372|4,629|3,927|3,865|3,662|3,841 |\n|WP |3,255|3,652|4,058|3,417|3,341|3,259|3,432 |\n|HW |4,073|4,850|5,960|4,909|4,183|4,050|4,363 |\n|LJ |3,342|3,693|4,329|3,614|3,557|3,328|3,708 |\n|TW |3,538|3,959|3,671|3,585|3,759|3,533|3,806 |\n\n### U200 Platform (legacy)\n| Algo. | rmat-21-32 | rmat-24-16 | web-google | wiki-talk| pokec | live-journal| soc-twitter|\n|------- |------- |------- |------- |------- |------- |------- |------- |\n| PR | 4,151 | 3,689 | 3,019 |2,352 |3,670 | 2,734 | 2,319 |\n| SpMV | 4,548 | 4,159 | 2,826 |1,820 |3,650 | 2,931 | 2,375 |\n| BFS | 5,226 | 4,437 | 3,614 |2,247 |3,883 | 3,336 | 2,849 |\n| SSSP | 3,630 | 3,218 | 2,706 |1,620 |2,837 | 2,476 | 2,054 |\n" }, { "path": "docs/scheduling.md", "content": "# Scheduling across Multi-SLRs\n\nWhile modern multi-SLRs based FPGAs provide high memory bandwidth and large hardware resources, utilizing it is not straightforward since the higher bandwidth comes from multiple independent memory channels, and it can make obtaining an efficient mapping of the kernels with high data transmission between the SLRs difficult.\n\nThis poses two challenges of deploying efficient graph processing framework to modern FPGAs with multiple SLRs:\n\n* allocating multiple kernels into multiple SLRs to fully utilize the FPGA resources; \n* scheduling graph partitions through multiple memory channels to fully utilize the memory bandwidth;\n\n\nFor the first problem, you can find more details in our paper(under review), and in this section we will focus on the second problem (__scheduling__).\n\n\n## Unbalanced Workloads\n![normal](images/sche0.png)\n\nThis figure shows a processing routine with __naive__ scheduling, the sub-partitions are arranged in sequence (the 1st sub-partitions goes to 1st CU), and the partitions are processed in order. From our observation, this naive arrangement have significantly bad influence on the performance because the __unbalanced__ partitions, following figure shows an __unbalanced__ case.\n\n\n\"drawing\"\n\n## Scheduling in ThunderGP\n\nTo solve this unbalancing problem, ThunderGP schedules the sub-partitions in the following step:\n\n* Calculate the estimated execution time of scheduled sub-partitions in each CUs.\n* Calculate the estimated execution time of sub-partitions of the coming partition.\n* The determination of the sub-partition order can convert to an optimization problem which the goal is to minimize the difference of the total estimated execution time of each CUs in the given order.\n\nin here ThunderGP also build a performance estimator:\n\n* Assuming the execution time is a function like that:\n * ***T = f(V, E)***\n * ***T***: execution time of one sub-partition\n * ***V***: the number of vertices in this sub-partition\n * ***E***: the number of edges in this sub-partition\n\n* Sample some sub-partitions from the dataset, and get the real execution time in single compute unit.\n* Polynomial model is choosed to represent this model, we start fit the model parameters from high order polynomial, and iterativly decrease the order to find the best fitting and estimation.\n\nThe result shows that this scheduling scheme have significant improvement on real graph dataset, comparing with the unbalanced order. For Twitter-SoC dataset it have near **55%** throughput improvement and **21%** for Livejournal1.\n\n\n## Customization\n\nAs the scheduling problem is well studied in system communities and there is a huge solution space, ThunderGP also provides interface for users to customize the scheduling method for further exploration. To write a new scheduler:\n\n![normal](images/sche1.png)\n\n* Firstly, user need to create a folder in the ```libgraph/scheduler```. The name of the folder is also the name of this customized scheduler (e.g. *__normal__*).\n\n* Secondly, in this folder, ```scheduler.cpp``` is needed to write the customized code. The two types of arrangement(shown in the above diagram) need to be instanced in a scheduler.\n\n * **```subPartitionArrangement```**: ① in the figure, orchestrates the sub-partitions in a specific order.\n\n * **```partitionArrangement```**: ② in the figure, orchestrates the partitions in a user-defined order.\n\n\n* When this two orchestrations are finished, it need to be integrated into ThunderGP. Taking the existing scheduler named *__normal__* as an example: ( ```libgraph/scheduler/normal/scheduler.cpp```) \n```c\nstatic graphStaticScheduler dut = {\n .init = normalInitHanlder,\n .subPartionScheduler = normalSubPartitionArrangementHandler, //subPartitionArrangement\n .partitionScheduler = normalSchedulerPartitionArrangement, //partitionArrangement\n};\n\nint schedulerRegister(void)\n{\n return registerScheduler(&dut);\n}\n\n\n```\n\n A ```graphStaticScheduler``` object need to be constructed, and then user needs to provide an entry for ThunderGP to execute, the **```schedulerRegister```**, in this function ```registerScheduler``` need to be called for register the ```dut``` which is the ```graphStaticScheduler``` object constructed earlier.\n\n* Finally, to run the application with this customized scheduler, the ```SCHEDULER``` variable in the ```build.mk``` which is located at the application-specific path need to be modified as the name of the folder which is described in the first step.\n\n```shell\nHAVE_FULL_SLR=true\n\n#scatter-gather kernel\nHAVE_VERTEX_ACTIVE_BIT=true\nHAVE_EDGE_PROP=false\nHAVE_UNSIGNED_PROP=true\n\n#apply kernel\nHAVE_APPLY=true\nCUSTOMIZE_APPLY=false\nHAVE_APPLY_OUTDEG=false\n\n#scheduler\nSCHEDULER=normal # We modified this parameter from secondOrderEstimator to normal\n\n```\n" }, { "path": "docs/verification.md", "content": "# Verification\n\nAs we have a cache in ThunderGP, the static verification method (emu-sw) can not be used for the verification and validation of our framework. ThunderGP provides an automatic verification scheme, by calling the function ```acceleratorProfile``` after the calcuation, the verification will be automatically performed, and it will output the difference between the result from hardware unit and the golden. Currently it only supports the verification on the fisrt super step." }, { "path": "libfpga/common_template/apply_kernel.mk", "content": "ifeq ($(strip $(HAVE_APPLY)), $(strip $(VAR_TRUE)))\n$(XCLBIN)/vertexApply.$(TARGET).$(DSA).xo: $(APPLY_KERNEL_PATH)/apply_top_1.cpp\n\tmkdir -p $(XCLBIN)\n\t$(XOCC) $(CLFLAGS) -c -k vertexApply -I'$(\n#include \"graph_fpga.h\"\n\n\n#include \"fpga_global_mem.h\"\n#include \"fpga_apply.h\"\n\n\n\nextern \"C\" {\n void vertexApply(\n uint16 *vertexProp,\n#pragma THUNDERGP MSLR_INTERFACE_ARG tmpVertexProp\n uint16 *tmpVertexProp#%d#,\n#pragma THUNDERGP MSLR_INTERFACE_ARG newVertexProp\n uint16 *newVertexProp#%d#,\n#if HAVE_APPLY_OUTDEG\n uint16 *outDegree,\n#endif\n int *outReg,\n unsigned int vertexNum,\n unsigned int addrOffset,\n unsigned int argReg\n )\n {\n\n\n#pragma THUNDERGP MSLR_INTERFACE_ATTR tmpVertexProp \n\n#pragma THUNDERGP MSLR_INTERFACE_ATTR newVertexProp\n\n#pragma THUNDERGP MSLR_INTERFACE_INSTANCE tmpVertexProp\n#pragma HLS INTERFACE m_axi port=tmpVertexProp#%d# offset=slave bundle=gmem#%d# max_read_burst_length=64 num_write_outstanding=4\n\n#pragma THUNDERGP MSLR_INTERFACE_INSTANCE tmpVertexProp\n#pragma HLS INTERFACE s_axilite port=tmpVertexProp#%d# bundle=control\n\n#pragma THUNDERGP MSLR_INTERFACE_INSTANCE newVertexProp\n#pragma HLS INTERFACE m_axi port=newVertexProp#%d# offset=slave bundle=gmem#%d# max_read_burst_length=64 num_write_outstanding=4\n\n#pragma THUNDERGP MSLR_INTERFACE_INSTANCE newVertexProp\n#pragma HLS INTERFACE s_axilite port=newVertexProp#%d# bundle=control\n\n\n#pragma HLS INTERFACE m_axi port=outReg offset=slave bundle=gmem5\n#pragma HLS INTERFACE s_axilite port=outReg bundle=control\n\n\n#pragma HLS INTERFACE m_axi port=vertexProp offset=slave bundle=gmem6 max_read_burst_length=64\n#pragma HLS INTERFACE s_axilite port=vertexProp bundle=control\n\n#if HAVE_APPLY_OUTDEG\n\n#pragma HLS INTERFACE m_axi port=outDegree offset=slave bundle=gmem7 max_read_burst_length=64\n#pragma HLS INTERFACE s_axilite port=outDegree bundle=control\n\n hls::stream outDegreeStream;\n#pragma HLS stream variable=outDegreeStream depth=256\n burstReadLite(addrOffset, vertexNum, outDegree, outDegreeStream);\n\n#endif\n\n#pragma HLS INTERFACE s_axilite port=vertexNum bundle=control\n#pragma HLS INTERFACE s_axilite port=argReg bundle=control\n#pragma HLS INTERFACE s_axilite port=addrOffset bundle=control\n#pragma HLS INTERFACE s_axilite port=return bundle=control\n\n#pragma HLS DATAFLOW\n\n hls::stream vertexPropStream;\n#pragma HLS stream variable=vertexPropStream depth=128\n\n hls::stream tmpVertexPropArray[SUB_PARTITION_NUM];\n#pragma HLS stream variable=tmpVertexPropArray depth=2\n\n\n hls::stream tmpVertexPropStream[SUB_PARTITION_NUM + 1];\n#pragma HLS stream variable=tmpVertexPropStream depth=2\n\n\n\n hls::stream newVertexPropStream;\n#pragma HLS stream variable=newVertexPropStream depth=16\n\n hls::stream newVertexPropArray[SUB_PARTITION_NUM];\n#pragma HLS stream variable=newVertexPropArray depth=2\n\n int loopNum = (vertexNum >> 4) ;\n\n\n\n burstReadLite(addrOffset, vertexNum, vertexProp, vertexPropStream);\n\n\n#pragma THUNDERGP MSLR_INTERFACE_INSTANCE tmpVertexProp\n burstReadLite(0, vertexNum, tmpVertexProp#%d#, tmpVertexPropArray[#%d#]);\n\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n#pragma HLS UNROLL\n cuMerge(loopNum, tmpVertexPropArray[i], tmpVertexPropStream[i], tmpVertexPropStream[i + 1]);\n }\n\n applyFunction(\n loopNum,\n#if HAVE_APPLY_OUTDEG\n outDegreeStream,\n#endif\n vertexPropStream,\n tmpVertexPropStream[SUB_PARTITION_NUM],\n argReg,\n newVertexPropStream,\n outReg\n );\n\n cuDuplicate(loopNum , newVertexPropStream,\n newVertexPropArray);\n\n\n#pragma THUNDERGP MSLR_INTERFACE_INSTANCE newVertexProp\n writeBackLite(vertexNum, newVertexProp#%d# + (addrOffset >> 4), newVertexPropArray[#%d#]);\n\n }\n\n}\n" }, { "path": "libfpga/common_template/scatter_gather_top.cpp", "content": "#include \n#include \n#include \"graph_fpga.h\"\n\n#include \"fpga_global_mem.h\"\n#include \"fpga_slice.h\"\n#include \"fpga_gather.h\"\n#include \"fpga_filter.h\"\n#include \"fpga_process_edge.h\"\n#include \"fpga_cache.h\"\n#include \"fpga_edge_prop.h\"\n\n\n\n\nextern \"C\" {\n#pragma THUNDERGP MSLR_FUNCTION\n void readEdgesCU#%d#(\n uint16 *edgesHeadArray,\n uint16 *vertexPushinProp,\n uint16 *edgesTailArray,\n uint16 *tmpVertexProp,\n#if HAVE_EDGE_PROP\n uint16 *edgeProp,\n#endif\n int edge_end,\n int sink_offset,\n int sink_end\n )\n {\n#include \"fpga_gs_top.h\"\n }\n\n} // extern C\n\n" }, { "path": "libfpga/customize_template/customize_apply_cl_kernel.h", "content": "\nscalar_t global;\n\nvoid setApplyKernel(int partId, int superStep, graphInfo *info)\n{\n int currentPropId = superStep % 2;\n int updatePropId = (superStep + 1) % 2;\n\n applyDescriptor * applyHandler = getApply();\n int argvi = 0;\n subPartitionDescriptor *p_partition = getSubPartition(partId * SUB_PARTITION_NUM);\n\n volatile unsigned int partitionVertexNum = ((p_partition->dstVertexEnd - p_partition->dstVertexStart)\n / (ALIGN_SIZE ) + 1) * (ALIGN_SIZE );\n int sink_end = partitionVertexNum;\n int offset = p_partition->dstVertexStart;\n\n\n clSetKernelArg(applyHandler->kernel, argvi++, sizeof(cl_mem),\n get_cl_mem_pointer(getGatherScatter(getCuIDbyInterface(DEFAULT_KERNEL_ID))->prop[currentPropId].id));\n\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n clSetKernelArg(applyHandler->kernel, argvi++, sizeof(cl_mem),\n get_cl_mem_pointer(getSubPartition(partId * SUB_PARTITION_NUM + (i))->tmpProp.id)\n );\n }\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n clSetKernelArg(applyHandler->kernel, argvi++, sizeof(cl_mem),\n get_cl_mem_pointer(getGatherScatter((i))->prop[updatePropId].id)\n );\n he_set_dirty(getGatherScatter((i))->prop[updatePropId].id);\n }\n\n#pragma THUNDERGP USER_APPLY_CL_KERNEL\n// mark for auto generation\n\n clSetKernelArg(applyHandler->kernel, argvi++, sizeof(int), &sink_end);\n clSetKernelArg(applyHandler->kernel, argvi++, sizeof(int), &offset);\n\n}" }, { "path": "libfpga/customize_template/customize_apply_kernel.mk", "content": "ifeq ($(strip $(HAVE_APPLY)), $(strip $(VAR_TRUE)))\n$(XCLBIN)/vertexApply.$(TARGET).$(DSA).xo: $(APPLY_KERNEL_PATH)/customize_apply_top_1.cpp\n\tmkdir -p $(XCLBIN)\n\t$(XOCC) $(CLFLAGS) -c -k vertexApply -I'$(\n#include \"graph_fpga.h\"\n\n\n#include \"fpga_global_mem.h\"\n#include \"fpga_apply.h\"\n\nunion type_cov {\n float f;\n prop_t i;\n unsigned int ui;\n};\n\nextern \"C\" {\n void vertexApply(\n uint16 *vertexProp,\n#pragma THUNDERGP MSLR_INTERFACE_ARG tmpVertexProp\n uint16 *tmpVertexProp#%d#,\n#pragma THUNDERGP MSLR_INTERFACE_ARG newVertexProp\n uint16 *newVertexProp#%d#,\n#pragma THUNDERGP USER_APPLY_ARG\n //mark for auto generation\n unsigned int vertexNum,\n unsigned int addrOffset\n )\n {\n#pragma HLS DATAFLOW\n\n#pragma THUNDERGP MSLR_INTERFACE_ATTR tmpVertexProp\n\n#pragma THUNDERGP MSLR_INTERFACE_ATTR newVertexProp\n\n\n#pragma HLS INTERFACE m_axi port=vertexProp offset=slave bundle=gmem5 max_read_burst_length=64\n#pragma HLS INTERFACE s_axilite port=vertexProp bundle=control\n\n hls::stream vertexPropStream;\n#pragma HLS stream variable=vertexPropStream depth=128\n burstReadLite(addrOffset, vertexNum, vertexProp, vertexPropStream);\n\n\n#pragma THUNDERGP MSLR_INTERFACE_INSTANCE tmpVertexProp\n#pragma HLS INTERFACE m_axi port=tmpVertexProp#%d# offset=slave bundle=gmem#%d# max_read_burst_length=64 num_write_outstanding=4\n\n#pragma THUNDERGP MSLR_INTERFACE_INSTANCE tmpVertexProp\n#pragma HLS INTERFACE s_axilite port=tmpVertexProp#%d# bundle=control\n\n#pragma THUNDERGP MSLR_INTERFACE_INSTANCE newVertexProp\n#pragma HLS INTERFACE m_axi port=newVertexProp#%d# offset=slave bundle=gmem#%d# max_read_burst_length=64 num_write_outstanding=4\n\n#pragma THUNDERGP MSLR_INTERFACE_INSTANCE newVertexProp\n#pragma HLS INTERFACE s_axilite port=newVertexProp#%d# bundle=control\n\n#pragma THUNDERGP USER_APPLY_STREAM_ATTR\n //mark for auto generation\n\n#pragma THUNDERGP USER_APPLY_SCALAR_ATTR\n //mark for auto generation\n\n#pragma HLS INTERFACE s_axilite port=vertexNum bundle=control\n#pragma HLS INTERFACE s_axilite port=addrOffset bundle=control\n#pragma HLS INTERFACE s_axilite port=return bundle=control\n\n /* tmpVertexProp start*/\n hls::stream tmpVertexPropArray[SUB_PARTITION_NUM];\n#pragma HLS stream variable=tmpVertexPropArray depth=2\n\n#pragma THUNDERGP MSLR_INTERFACE_INSTANCE tmpVertexProp\n burstReadLite(0, vertexNum, tmpVertexProp#%d#, tmpVertexPropArray[#%d#]);\n\n hls::stream tmpVertexPropStream[SUB_PARTITION_NUM + 1];\n#pragma HLS stream variable=tmpVertexPropStream depth=2\n\n int loopNum = (vertexNum >> 4) ;\n\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n#pragma HLS UNROLL\n cuMerge(loopNum, tmpVertexPropArray[i], tmpVertexPropStream[i], tmpVertexPropStream[i + 1]);\n }\n /* tmpVertexProp end */\n\n hls::stream newVertexPropStream;\n#pragma HLS stream variable=newVertexPropStream depth=16\n\n\n\n\n for (int loopCount = 0; loopCount < loopNum; loopCount ++)\n {\n\n#pragma HLS PIPELINE II=1\n /* input */\n burst_raw vertexProp;\n burst_raw tmpVertexProp;\n\n read_from_stream(vertexPropStream, vertexProp);\n read_from_stream(tmpVertexPropStream[SUB_PARTITION_NUM], tmpVertexProp);\n\n#pragma THUNDERGP USER_APPLY_READ_FROM_STREAM\n //mark for auto generation\n\n /* output */\n burst_raw newVertexProp;\n\ncore_loop: for (int i = 0; i < BURST_ALL_BITS / INT_WIDTH; i++)\n {\n#pragma HLS UNROLL\n prop_t wProp;\n prop_t tProp = tmpVertexProp.range((i + 1) * INT_WIDTH - 1, i * INT_WIDTH );\n prop_t uProp = vertexProp.range( (i + 1) * INT_WIDTH - 1, i * INT_WIDTH );\n\n#pragma THUNDERGP USER_APPLY_COV_FOR_CAL\n //mark for auto generation\n\n#pragma THUNDERGP USER_APPLY_CAL\n //mark for auto generation\n\n /*\n prop_t wProp = applyFunc( tProp, uProp, out_deg, tmpInfoArray[i], argReg);\n */\n\n#pragma THUNDERGP USER_APPLY_COV_FOR_WRITE\n //mark for auto generation\n newVertexProp.range((i + 1) * INT_WIDTH - 1, i * INT_WIDTH ) = wProp;\n\n }\n#pragma THUNDERGP USER_APPLY_WRITE_TO_STREAM\n //mark for auto generation\n write_to_stream(newVertexPropStream, newVertexProp);\n }\n\n\n hls::stream newVertexPropArray[SUB_PARTITION_NUM];\n#pragma HLS stream variable=newVertexPropArray depth=2\n\n\n cuDuplicate(loopNum , newVertexPropStream,\n newVertexPropArray);\n\n#pragma THUNDERGP MSLR_INTERFACE_INSTANCE newVertexProp\n writeBackLite(vertexNum, newVertexProp#%d# + (addrOffset >> 4), newVertexPropArray[#%d#]);\n\n#pragma THUNDERGP USER_APPLY_WRITE\n //mark for auto generation\n\n }\n\n}\n" }, { "path": "libfpga/customize_template/customize_mem.h", "content": "#ifndef __CUSTOMIZE_MEM_H__\n#define __CUSTOMIZE_MEM_H__\n\n\ntypedef struct\n{\n#pragma THUNDERGP DUMP_MEM_SCALAR\n// mark for auto generation\n} scalar_t;\n\nextern scalar_t global;\n\n#pragma THUNDERGP DUMP_MEM_ATTR\n// mark for auto generation\n\n#endif /* __CUSTOMIZE_MEM_H__ */" }, { "path": "libfpga/fpga_application.h", "content": "#ifndef __FPGA_APPLICATION_H__\n#define __FPGA_APPLICATION_H__\n\n\n\n#include \"l2.h\"\n\n\n#ifndef IS_ACTIVE_VERTEX\n#define IS_ACTIVE_VERTEX(a)\t\t\t(1)\n#endif\n\n/* source vertex property process */\n#define PROP_COMPUTE_STAGE0(srcProp) preprocessProperty(srcProp)\n\n/* source vertex property & edge property */\n#define PROP_COMPUTE_STAGE1(srcProp, edgeProp) scatterFunc(srcProp,edgeProp)\n\n/* destination property update in RAW solver */\n#define PROP_COMPUTE_STAGE2(ori, update) gatherFunc(ori ,update)\n\n/* destination property update dst buffer update */\n#define PROP_COMPUTE_STAGE3(ori,update) gatherFunc(ori, update)\n\n/* destination property merge */\n#define PROP_COMPUTE_STAGE4(ori,update) gatherFunc(ori, update)\n\n\n#endif /* __FPGA_APPLICATION_H__ */\n" }, { "path": "libfpga/fpga_apply.h", "content": "#include \n#include \n#include \"graph_fpga.h\"\n\n\n#include \"fpga_global_mem.h\"\n\n\ntemplate \nvoid cuDuplicate ( int loopNum,\n hls::stream &input,\n hls::stream (&output)[SUB_PARTITION_NUM])\n{\n#pragma HLS function_instantiate variable=input\n for (int i = 0; i < loopNum ; i++)\n {\n#pragma HLS PIPELINE II=1\n T unit;\n read_from_stream(input, unit);\n for (int j = 0; j < SUB_PARTITION_NUM; j ++)\n {\n#pragma HLS UNROLL\n write_to_stream(output[j], unit);\n }\n }\n}\n\n\n\ntemplate \nvoid cuMerge ( int loopNum,\n hls::stream &input_a,\n hls::stream &input_b,\n hls::stream &output)\n{\n#pragma HLS function_instantiate variable=input_a\n for (int i = 0; i < loopNum ; i++)\n {\n#pragma HLS PIPELINE II=1\n T unit[2];\n#pragma HLS ARRAY_PARTITION variable=unit dim=0 complete\n\n\n read_from_stream(input_a, unit[0]);\n read_from_stream(input_b, unit[1]);\n\n T res;\n for (int inner = 0; inner < 16 ; inner ++)\n {\n#pragma HLS UNROLL\n uint_raw tmp = PROP_COMPUTE_STAGE4(\n unit[0].range(31 + inner * 32, 0 + inner * 32),\n unit[1].range(31 + inner * 32, 0 + inner * 32)\n );\n res.range(31 + inner * 32, 0 + inner * 32) = tmp;\n }\n\n write_to_stream(output, res);\n }\n}\n\n#if (CUSTOMIZE_APPLY==0)\n\nvoid applyFunction(\n int loopNum,\n#if HAVE_APPLY_OUTDEG\n hls::stream &outDegreeStream,\n#endif\n hls::stream &vertexPropStream,\n hls::stream &tmpVertexPropStream,\n unsigned int argReg,\n hls::stream &newVertexPropStream,\n int *outReg\n)\n{\n unsigned int infoArray[BURST_ALL_BITS / INT_WIDTH][APPLY_REF_ARRAY_SIZE];\n#pragma HLS ARRAY_PARTITION variable=infoArray dim=0 complete\n for (int i = 0; i < BURST_ALL_BITS / INT_WIDTH; i++)\n {\n for (int j = 0; j < APPLY_REF_ARRAY_SIZE; j++)\n {\n infoArray[i][j] = 0;\n }\n }\n for (int loopCount = 0; loopCount < loopNum; loopCount ++)\n {\n\n#pragma HLS PIPELINE II=1\n burst_raw vertexProp;\n burst_raw tmpVertexProp;\n\n read_from_stream(vertexPropStream, vertexProp);\n read_from_stream(tmpVertexPropStream, tmpVertexProp);\n\n#if HAVE_APPLY_OUTDEG\n burst_raw outDeg;\n read_from_stream(outDegreeStream, outDeg);\n#endif\n\n burst_raw newVertexProp;\n\n for (int i = 0; i < BURST_ALL_BITS / INT_WIDTH; i++)\n {\n#pragma HLS UNROLL\n prop_t tProp = tmpVertexProp.range((i + 1) * INT_WIDTH - 1, i * INT_WIDTH );\n prop_t uProp = vertexProp.range( (i + 1) * INT_WIDTH - 1, i * INT_WIDTH );\n#if HAVE_APPLY_OUTDEG\n prop_t out_deg = outDeg.range( (i + 1) * INT_WIDTH - 1, i * INT_WIDTH );\n#else\n prop_t out_deg = 0;\n#endif\n unsigned int tmpInfoArray[BURST_ALL_BITS / INT_WIDTH][APPLY_REF_ARRAY_SIZE];\n#pragma HLS ARRAY_PARTITION variable=tmpInfoArray dim=0 complete\n//#pragma HLS DEPENDENCE variable=tmpInfoArray inter false\n\n prop_t wProp = applyFunc( tProp, uProp, out_deg, tmpInfoArray[i], argReg);\n for (int j = 0; j < APPLY_REF_ARRAY_SIZE; j++)\n {\n infoArray[i][j] += tmpInfoArray[i][j];\n }\n newVertexProp.range((i + 1) * INT_WIDTH - 1, i * INT_WIDTH ) = wProp;\n\n }\n write_to_stream(newVertexPropStream, newVertexProp);\n }\n\n for (int j = 0; j < APPLY_REF_ARRAY_SIZE; j++)\n {\n int infoAggregate = 0;\n\n for (int i = 0; i < BURST_ALL_BITS / INT_WIDTH; i ++)\n {\n DEBUG_PRINTF(\"infoArray %d %d \\n\", i, infoArray[i]);\n infoAggregate += infoArray[i][j];\n }\n outReg[j] = infoAggregate;\n }\n}\n#endif\n" }, { "path": "libfpga/fpga_cache.h", "content": "#ifndef __FPGA_CACHE_H__\n#define __FPGA_CACHE_H__\n\n\n#include \"graph_fpga.h\"\n\n\n\n#define URAM_DEPTH (4096)\n#define URAM_PER_EDGE (4)\n#define CACHE_SIZE (URAM_DEPTH * URAM_PER_EDGE * 2)\n\n#define CACHE_ADDRESS_MASK (URAM_DEPTH * 8 - 1)\n\n#define CACHE_UPDATE_BURST (1< flag;\n} cache_command;\n\ntypedef struct\n{\n burst_raw tuples;\n burst_raw score;\n ap_uint<1> flag;\n} edgeBlock;\n\n\ntypedef struct {\n ap_uint data;\n ap_uint<5> num;\n ap_uint<1> flag;\n} address_token;\n\ntypedef struct {\n ap_uint data;\n ap_uint<1> flag;\n} filtered_token;\n\n\n\ntemplate \nvoid streamMerge(\n hls::stream &edge,\n hls::stream &score,\n hls::stream &edgeBlockStream\n)\n{\n while (true)\n {\n edgeBlock tempEdgeBlock;\n T tempEdge;\n T tempScore;\n read_from_stream(edge , tempEdge);\n read_from_stream(score, tempScore);\n tempEdgeBlock.tuples = tempEdge.data;\n tempEdgeBlock.score = tempScore.data;\n tempEdgeBlock.flag = tempEdge.flag;\n write_to_stream(edgeBlockStream, tempEdgeBlock);\n if (tempEdge.flag == FLAG_SET)\n {\n break;\n }\n }\n /* TODO control signal improvement*/\n {\n edgeBlock end;\n end.flag = FLAG_SET;\n write_to_stream(edgeBlockStream, end);\n }\n //empty_stream(edge);\n //empty_stream(score);\n\n}\n\n\nvoid writeTuples( hls::stream &edgeTuplesBuffer, edge_tuples_t (&tuples)[2])\n{\n#pragma HLS INLINE OFF\n for (int unit_cycle = 0; unit_cycle < 2; unit_cycle ++ )\n {\n#pragma HLS UNROLL\n\n write_to_stream(edgeTuplesBuffer, tuples[unit_cycle]);\n\n }\n}\n//uint_raw address = (((uint_raw)(outer_idx) << (LOG_CACHEUPDATEBURST + LOG2_SIZE_BY_INT)) & CACHE_ADDRESS_MASK) >> 3\n// the preload size is calculated by\ninline uint_raw cacheUpdateByAddr(\n cache_line &cache_data,\n uint_uram vertexPropCache[EDGE_NUM][URAM_PER_EDGE][URAM_DEPTH])\n{\n#pragma HLS INLINE\n {\n uint_raw uram_addr = (cache_data.addr & CACHE_ADDRESS_MASK) >> 3;\n\n for (int j = 0 ; j < 2 ; j ++)\n {\n for (int k = 0; k < EDGE_NUM; k++)\n {\n#pragma HLS UNROLL\n vertexPropCache[k][0][uram_addr + j] = cache_data.data.range(63 + (j << 8) + 64 * 0, 0 + (j << 8) + 64 * 0);\n vertexPropCache[k][1][uram_addr + j] = cache_data.data.range(63 + (j << 8) + 64 * 1, 0 + (j << 8) + 64 * 1);\n vertexPropCache[k][2][uram_addr + j] = cache_data.data.range(63 + (j << 8) + 64 * 2, 0 + (j << 8) + 64 * 2);\n vertexPropCache[k][3][uram_addr + j] = cache_data.data.range(63 + (j << 8) + 64 * 3, 0 + (j << 8) + 64 * 3);\n }\n }\n return cache_data.addr;\n }\n}\n\n\n\ntemplate \nvoid duplicateStreamForCache(hls::stream &input,\n hls::stream &output1,\n hls::stream &output2)\n{\n#pragma HLS function_instantiate variable=input\n while (true)\n {\n#pragma HLS PIPELINE II=1\n T unit;\n read_from_stream(input, unit);\n write_to_stream(output1, unit);\n //if (unit != lastUnit)\n {\n write_to_stream(output2, unit);\n }\n if (unit.flag == FLAG_SET)\n {\n break;\n }\n }\n}\n\nvoid streamFilter(hls::stream &mapStream,\n hls::stream &filteredStream)\n{\n uint_raw last_index = ENDFLAG - 1;\n ap_uint<1> update_flag = 0;\n while (true)\n {\n burst_token map;\n filtered_token output;\n read_from_stream(mapStream, map);\n for (int i = 0; i < SIZE_BY_INT - 1; i++)\n {\n#pragma HLS UNROLL\n output.data.range((CA_WIDTH - 1) + i * CA_WIDTH, 0 + i * CA_WIDTH)\n = map.data.range(31 + i * 32, 0 + i * 32) >> (LOG_CACHEUPDATEBURST + LOG2_SIZE_BY_INT);\n }\n\n uint_raw min_index = (output.data.range(31, 0) );\n uint_raw max_index = ((map.data.range(511, 480) + 64) >> (LOG_CACHEUPDATEBURST + LOG2_SIZE_BY_INT));\n\n output.data.range((CA_WIDTH - 1) + (CA_WIDTH * (SIZE_BY_INT - 1)), 0 + (CA_WIDTH * (SIZE_BY_INT - 1)) )\n = ((map.data.range(511, 480) + 64) >> (LOG_CACHEUPDATEBURST + LOG2_SIZE_BY_INT));\n\n\n if ((last_index == (ENDFLAG - 1)) || (min_index > last_index) || (max_index > last_index))\n {\n update_flag = 1;\n }\n else\n {\n update_flag = 0;\n }\n if (map.flag == FLAG_SET)\n {\n break;\n }\n else if (update_flag)\n {\n\n if ((max_index != last_index) || (map.flag == FLAG_SET))\n {\n last_index = max_index;\n output.flag = map.flag;\n write_to_stream(filteredStream, output);\n }\n }\n }\n {\n filtered_token token;\n token.flag = FLAG_SET;\n write_to_stream(filteredStream, token);\n return;\n }\n}\n\n#define INVALID_FLAG (0xffffffff)\nvoid streamRemoveBubble(hls::stream &in,\n hls::stream &out)\n{\n ap_uint < CA_WIDTH > ori[SIZE_BY_INT];\n#pragma HLS ARRAY_PARTITION variable=ori dim=0 complete\n\n ap_uint < CA_WIDTH > tmp_array[SIZE_BY_INT][SIZE_BY_INT];\n#pragma HLS ARRAY_PARTITION variable=tmp_array dim=0 complete\n\n ap_uint < CA_WIDTH > array[SIZE_BY_INT][SIZE_BY_INT];\n#pragma HLS ARRAY_PARTITION variable=array dim=0 complete\n\n ap_uint<1> mask[SIZE_BY_INT];\n#pragma HLS ARRAY_PARTITION variable=mask dim=0 complete\n\n ap_uint<2> level_1_sum[8];\n#pragma HLS ARRAY_PARTITION variable=level_1_sum dim=0 complete\n\n ap_uint<3> level_2_sum[4];\n#pragma HLS ARRAY_PARTITION variable=level_2_sum dim=0 complete\n\n ap_uint<4> level_3_sum[2];\n#pragma HLS ARRAY_PARTITION variable=level_3_sum dim=0 complete\n\n\n while (true)\n {\n filtered_token in_data;\n address_token out_data;\n read_from_stream(in, in_data);\n for (int j = 0; j < SIZE_BY_INT; j++)\n {\n#pragma HLS UNROLL\n ori[j] = in_data.data.range((CA_WIDTH - 1) + j * CA_WIDTH, 0 + j * CA_WIDTH);\n }\n\n array[0][0] = ori[0];\n mask[0] = 1;\n for (int j = 1; j < SIZE_BY_INT; j++)\n {\n#pragma HLS UNROLL\n if (ori[j - 1] != ori[j])\n {\n array[0][j] = ori[j];\n mask[j] = 1;\n }\n else\n {\n array[0][j] = INVALID_FLAG;\n mask[j] = 0;\n }\n }\n\n for (int j = 0; j < 8; j++)\n {\n#pragma HLS UNROLL\n level_1_sum[j] = mask[2 * j] + mask[2 * j + 1];\n }\n\n for (int j = 0; j < 4; j++)\n {\n#pragma HLS UNROLL\n level_2_sum[j] = level_1_sum[2 * j] + level_1_sum[2 * j + 1];\n }\n\n for (int j = 0; j < 2; j++)\n {\n#pragma HLS UNROLL\n level_3_sum[j] = level_2_sum[2 * j] + level_2_sum[2 * j + 1];\n }\n\n ap_uint<5> result = level_3_sum[0] + level_3_sum[1];\n\n for (int i = 1; i < 16; i++)\n {\n#pragma HLS PIPELINE\n {\n for (int j = 0; j < SIZE_BY_INT - 1 ; j++)\n {\n#pragma HLS UNROLL\n if (array[i - 1][j] == INVALID_FLAG)\n {\n tmp_array[i][j] = array[i - 1][j + 1];\n }\n else\n {\n tmp_array[i][j] = array[i - 1][j];\n }\n\n }\n if (array[i - 1][SIZE_BY_INT - 1] == INVALID_FLAG)\n {\n tmp_array[i][SIZE_BY_INT - 1] = INVALID_FLAG;\n }\n else\n {\n tmp_array[i][SIZE_BY_INT - 1] = array[i - 1][SIZE_BY_INT - 1];\n }\n }\n {\n array[i][0] = tmp_array[i][0];\n for (int j = 1; j < SIZE_BY_INT; j++)\n {\n\n#pragma HLS UNROLL\n if (tmp_array[i][j] == tmp_array[i][j - 1])\n {\n array[i][j] = INVALID_FLAG;\n }\n else\n {\n array[i][j] = tmp_array[i][j];\n }\n\n }\n }\n// for (int k = 0; k < SIZE_BY_INT ; k++)\n// printf(\"%d \\n\", array[i][k]);\n// printf(\"----------------------\\n\");\n }\n for (int j = 0; j < SIZE_BY_INT; j++)\n {\n#pragma HLS UNROLL\n out_data.data.range((CA_WIDTH - 1) + j * CA_WIDTH, 0 + j * CA_WIDTH) = array[15][j];\n }\n out_data.num = result;\n out_data.flag = in_data.flag;\n\n write_to_stream(out, out_data);\n\n\n if (in_data.flag == FLAG_SET)\n {\n break;\n }\n }\n}\n\nvoid updateVertexCacheNarrow(uint16 * input,\n hls::stream &addressStream,\n hls::stream &cacheStream)\n{\n\n burst_raw read_buffer[CACHE_UPDATE_BURST];\n\n ap_uint < CA_WIDTH > ori[SIZE_BY_INT];\n#pragma HLS ARRAY_PARTITION variable=ori dim=0 complete\n\n unsigned int last_index = INVALID_FLAG;\n\n while (true)\n {\n address_token addr;\n read_from_stream(addressStream, addr);\n if (addr.flag == FLAG_SET)\n {\n break;\n }\n\n for (int j = 0; j < SIZE_BY_INT; j++)\n {\n#pragma HLS UNROLL\n ori[j] = addr.data.range((CA_WIDTH - 1) + j * CA_WIDTH, 0 + j * CA_WIDTH);\n }\n\n C_PRINTF(\"updating %d %d from %d \\n\", (int)min_index, (int)max_index, (int)last_index)\n\n for (uint_raw i = 0; i < addr.num ; i ++)\n {\n if ((last_index == INVALID_FLAG) || (ori[i] > last_index))\n {\n uint_raw outer_idx = (ori[i]) & (((2 * 1024 * 1024 * 1024u) >> LOG_CACHEUPDATEBURST) - 1);\n for (int inner_idx = 0 ; inner_idx < CACHE_UPDATE_BURST; inner_idx ++) {\n#pragma HLS PIPELINE II=1\n read_buffer[inner_idx] = input[((uint_raw)(outer_idx) << LOG_CACHEUPDATEBURST) + inner_idx];\n }\n uint_raw address = ((uint_raw)(outer_idx) << (LOG_CACHEUPDATEBURST + LOG2_SIZE_BY_INT));\n for (int inner_idx = 0 ; inner_idx < CACHE_UPDATE_BURST; inner_idx ++)\n {\n cache_line cache_data;\n cache_data.addr = address + (inner_idx << 4);\n cache_data.data = read_buffer[inner_idx];\n write_to_stream(cacheStream, cache_data);\n#if 0\n for (int j = 0 ; j < 4 ; j ++)\n {\n for (int k = 0; k < EDGE_NUM; k++)\n {\n#pragma HLS UNROLL\n vertexPropCache[k][0][address + (inner_idx << 2) + j] = read_buffer[inner_idx].range(63 + (j << 7), 0 + (j << 7));\n vertexPropCache[k][1][address + (inner_idx << 2) + j] = read_buffer[inner_idx].range(63 + (j << 7) + 64, 0 + (j << 7) + 64);\n }\n }\n#endif\n }\n }\n last_index = ori[i];\n }\n\n }\n {\n cache_line end;\n end.addr = (ENDFLAG - 15);\n end.data = 0x0;\n write_to_stream(cacheStream, end);\n }\n clear_stream(addressStream);\n}\n\n\n\n\n\n/* TODO: support narrow burst */\nvoid stream2Command(hls::stream &mapStream,\n hls::stream &cmdStream)\n{\n uint_raw last_index = ENDFLAG - 1;\n ap_uint<1> update_flag = 0;\n while (true)\n {\n burst_token map;\n cache_command cmd;\n read_from_stream(mapStream, map);\n\n uint_raw min_index = (map.data.range(31, 0) >> (LOG_CACHEUPDATEBURST + LOG2_SIZE_BY_INT));\n uint_raw max_index = ((map.data.range(511, 480) + 64) >> (LOG_CACHEUPDATEBURST + LOG2_SIZE_BY_INT));\n if ((last_index == (ENDFLAG - 1)) || (min_index > last_index) || (max_index > last_index))\n {\n update_flag = 1;\n }\n else\n {\n update_flag = 0;\n }\n if (update_flag)\n {\n uint_raw min_bound;\n if ((last_index == (ENDFLAG - 1) ) || (min_index > last_index))\n {\n min_bound = min_index;\n }\n else\n {\n min_bound = last_index + 1;\n }\n cmd.idx = min_bound;\n cmd.size = max_index + 2 - min_bound;\n cmd.flag = FLAG_RESET;\n write_to_stream(cmdStream, cmd);\n last_index = max_index + 1;\n }\n if (map.flag == FLAG_SET)\n {\n break;\n }\n }\n cache_command cmd;\n cmd.flag = FLAG_SET;\n write_to_stream(cmdStream, cmd);\n}\n\n\n#define DELAY_BUFFER (512)\n#define LOG_DELAY_BUFFER (9)\n#define POOL_SIZE (4096)\n\nvoid streamDelayScheme1(hls::stream &in, hls::stream &out)\n{\n burst_raw buffer[POOL_SIZE];\n#pragma HLS RESOURCE variable=buffer core=XPM_MEMORY uram\n uint_raw counter = 0;\n while (true)\n {\n burst_raw in_data;\n burst_raw out_data;\n\n read_from_stream(in, in_data);\n buffer[counter.range(LOG_DELAY_BUFFER - 1, 0)] = in_data;\n if (in_data.range(31, 0) == ENDFLAG)\n {\n break;\n }\n\n if (counter >= (DELAY_BUFFER - 1))\n {\n out_data = buffer[(counter.range(LOG_DELAY_BUFFER - 1, 0) + 1) & (DELAY_BUFFER - 1)];\n write_to_stream(out, out_data);\n }\n counter ++;\n }\n for (int i = 0; i < DELAY_BUFFER; i ++)\n {\n burst_raw end_data;\n end_data = buffer[(counter.range(LOG_DELAY_BUFFER - 1, 0) + 1 + i) & (DELAY_BUFFER - 1)];\n write_to_stream(out, end_data);\n }\n\n}\n\n\nvoid streamDelayScheme2(hls::stream &in, hls::stream &out)\n{\n burst_raw buffer[POOL_SIZE];\n#pragma HLS RESOURCE variable=buffer core=XPM_MEMORY uram\n#pragma HLS DEPENDENCE variable=buffer inter false\n#pragma HLS DEPENDENCE variable=buffer intra false\n\n uint_raw gr_counter = 0;\n uint_raw gw_counter = 0;\n while (true)\n {\n\n burst_raw out_data;\n ap_uint<1> end_flag;\n uint_raw r_counter = gr_counter;\n uint_raw w_counter = gw_counter;\n//#pragma HLS DEPENDENCE variable=w_counter intra false\n//#pragma HLS DEPENDENCE variable=r_counter intra false\n\n out_data = buffer[gw_counter & (POOL_SIZE - 1)];\n\n if ((w_counter + DELAY_BUFFER - 1 < r_counter ))\n {\n if (!out.full())\n {\n burst_token out_token;\n out_token.data = out_data;\n out_token.flag = FLAG_RESET;\n write_to_stream(out, out_token);\n gw_counter ++;\n }\n }\n\n if ((w_counter + POOL_SIZE - 2) > r_counter)\n {\n if (!in.empty())\n {\n burst_token in_data;\n read_from_stream(in, in_data);\n buffer[r_counter & (POOL_SIZE - 1)] = in_data.data;\n gr_counter ++;\n if (in_data.flag == FLAG_SET)\n {\n end_flag = 1;\n }\n else {\n end_flag = 0;\n }\n }\n }\n /* magic */\n if (end_flag && r_counter > 16)\n {\n break;\n }\n }\n for (int i = gw_counter; i < gr_counter; i ++)\n {\n burst_token end_token;\n end_token.data = buffer[i & (POOL_SIZE - 1)];\n if (i == (gr_counter - 1))\n {\n end_token.flag = FLAG_SET;\n } else\n {\n end_token.flag = FLAG_RESET;\n }\n write_to_stream(out, end_token);\n }\n\n}\n\nvoid updateVertexCache(uint16 * input,\n hls::stream &cmdStream,\n hls::stream &cacheStream)\n{\n\n burst_raw read_buffer[CACHE_UPDATE_BURST];\n while (true)\n {\n cache_command cmd;\n read_from_stream(cmdStream, cmd);\n\n C_PRINTF(\"updating %d %d from %d \\n\", (int)min_index, (int)max_index, (int)last_index)\n for (uint_raw i = 0; i < cmd.size ; i ++)\n {\n uint_raw outer_idx = (i + cmd.idx) & (((2 * 1024 * 1024 * 1024) >> LOG_CACHEUPDATEBURST) - 1);\n for (int inner_idx = 0 ; inner_idx < CACHE_UPDATE_BURST; inner_idx ++) {\n#pragma HLS PIPELINE II=1\n read_buffer[inner_idx] = input[((uint_raw)(outer_idx) << LOG_CACHEUPDATEBURST) + inner_idx];\n }\n uint_raw address = ((uint_raw)(outer_idx) << (LOG_CACHEUPDATEBURST + LOG2_SIZE_BY_INT));\n for (int inner_idx = 0 ; inner_idx < CACHE_UPDATE_BURST; inner_idx ++)\n {\n cache_line cache_data;\n cache_data.addr = address + (inner_idx << 4);\n cache_data.data = read_buffer[inner_idx];\n write_to_stream(cacheStream, cache_data);\n#if 0\n for (int j = 0 ; j < 4 ; j ++)\n {\n for (int k = 0; k < EDGE_NUM; k++)\n {\n#pragma HLS UNROLL\n vertexPropCache[k][0][address + (inner_idx << 2) + j] = read_buffer[inner_idx].range(63 + (j << 7), 0 + (j << 7));\n vertexPropCache[k][1][address + (inner_idx << 2) + j] = read_buffer[inner_idx].range(63 + (j << 7) + 64, 0 + (j << 7) + 64);\n }\n }\n#endif\n }\n }\n if (cmd.flag == FLAG_SET)\n {\n break;\n }\n }\n {\n cache_line end;\n end.addr = (ENDFLAG - 15);\n end.data = 0x0;\n write_to_stream(cacheStream, end);\n }\n clear_stream(cmdStream);\n}\n\n\nvoid readEdgesStage(\n hls::stream &edgeTuplesBuffer,\n hls::stream &edgeBlockStream,\n hls::stream &cacheStream,\n uint_uram vertexPropCache[EDGE_NUM][URAM_PER_EDGE][URAM_DEPTH]\n)\n{\n#pragma HLS dependence variable=vertexPropCache inter false\n#pragma HLS DEPENDENCE variable=vertexPropCache intra false\n\n C_PRINTF(\"%s \\n\", \"start readedges\");\n ap_uint<1> break_flag = 0;\n uint_raw caching_value = 0;\n uint_raw processing_value = 0;\n uint_raw min_processing_value = 0;\n cache_line cache_data[2];\n uint_raw caching_counter = 0;\n edgeBlock tmpBlock[2];\n uint_raw processing_counter = 0;\n\n while (true)\n {\n#pragma HLS PIPELINE II=2\n if (break_flag == 1)\n {\n break;\n }\n if (!cacheStream.empty() && (min_processing_value + CACHE_SIZE - 64) > caching_value)\n {\n read_from_stream(cacheStream, cache_data[0]);\n caching_value = (cache_data[0].addr);\n if (caching_counter > 0)\n {\n cacheUpdateByAddr(cache_data[1], vertexPropCache);\n }\n cache_data[1] = cache_data[0];\n caching_counter ++;\n }\n //else\n if ((!edgeBlockStream.empty() && ((processing_value) < caching_value ) ) || (processing_value == ENDFLAG))\n {\n read_from_stream(edgeBlockStream, tmpBlock[0]);\n processing_value = tmpBlock[0].score.range(511, 511 - 31);\n min_processing_value = tmpBlock[0].score.range(31, 0);\n if (processing_counter > 0)\n {\n#pragma HLS latency min=4 max=10\n edge_tuples_t tuples[2];\nreadCache: for (int unit_cycle = 0; unit_cycle < 2; unit_cycle ++)\n {\n#pragma HLS UNROLL\nreadCacheInner: for (int k = 0; k < EDGE_NUM; k ++) {\n#pragma HLS UNROLL\n#define range_start (( k ) << INT_WIDTH_SHIFT)\n\n tuples[unit_cycle].data[k].x =\n tmpBlock[1].tuples.range((range_start) + 31 + unit_cycle * 256, range_start + unit_cycle * 256);\n unsigned int vertex_index =\n tmpBlock[1].score.range((range_start) + 31 + unit_cycle * 256, range_start + unit_cycle * 256);\n //tuples[0].data[k].y = get_cached_value(vertex_index, vertexPropCache);\n\n unsigned int address = (vertex_index & CACHE_ADDRESS_MASK) >> 3;\n unsigned int bit = ((vertex_index & CACHE_ADDRESS_MASK) >> 1) & (URAM_PER_EDGE - 1);\n\n uint_uram tmp;\n {\n#pragma HLS latency min=1 max=3\n tmp = vertexPropCache[k][bit][address];\n }\n\n if (vertex_index & 0x01)\n tuples[unit_cycle].data[k].y = tmp.range(63, 32);\n else\n tuples[unit_cycle].data[k].y = tmp.range(31, 0);\n#if CAHCE_FETCH_DEBUG\n if (tuples[unit_cycle].data[k].y != vertex_index)\n {\n C_PRINTF(\"[FETCH] error %d %d\\n\", tuples[unit_cycle].data[k].y, vertex_index);\n }\n else\n {\n C_PRINTF(\"[FETCH] dump %d %d\\n\", tuples[unit_cycle].data[k].y, vertex_index);\n }\n#endif\n }\n tuples[unit_cycle].flag = (tmpBlock[1].flag);\n }\n writeTuples(edgeTuplesBuffer, tuples);\n break_flag = tmpBlock[1].flag;\n }\n tmpBlock[1] = tmpBlock[0];\n processing_counter ++;\n }\n }\n\n C_PRINTF(\"%s\\n\", \"end\");\n empty_stream(edgeBlockStream);\n empty_stream(cacheStream);\n C_PRINTF(\"%s\\n\", \"end2\");\n return;\n\n}\nvoid srcPropertyProcess( uint16 * vertexPushinProp,\n hls::stream &edgeBurstStream,\n hls::stream &mapStream,\n hls::stream &edgeTuplesBuffer\n )\n{\n#pragma HLS DATAFLOW\n uint_uram vertexPropCache[EDGE_NUM][URAM_PER_EDGE][URAM_DEPTH];\n#pragma HLS ARRAY_PARTITION variable=vertexPropCache dim=1 complete\n#pragma HLS ARRAY_PARTITION variable=vertexPropCache dim=2 complete\n#pragma HLS RESOURCE variable=vertexPropCache core=XPM_MEMORY uram\n\n#pragma HLS DEPENDENCE variable=vertexPropCache inter false\n#pragma HLS DEPENDENCE variable=vertexPropCache intra false\n\n hls::stream cacheUpdateStream;\n#pragma HLS stream variable=cacheUpdateStream depth=512\n\n\n\n hls::stream delayingMapStream;\n#pragma HLS stream variable=delayingMapStream depth=2\n\n hls::stream delayedMapStream;\n#pragma HLS stream variable=delayedMapStream depth=2\n\n hls::stream map4CacheStream;\n#pragma HLS stream variable=map4CacheStream depth=2\n\n hls::stream edgeBlockStream;\n#pragma HLS stream variable=edgeBlockStream depth=2\n\n duplicateStreamForCache(mapStream, delayingMapStream, map4CacheStream);\n\n streamDelayScheme2(delayingMapStream, delayedMapStream);\n\n streamMerge(edgeBurstStream, delayedMapStream, edgeBlockStream);\n\n\n#if 1\n\n hls::stream cmdStream;\n#pragma HLS stream variable=cmdStream depth=512\n\n stream2Command(map4CacheStream, cmdStream);\n\n updateVertexCache(vertexPushinProp , cmdStream, cacheUpdateStream);\n#else\n\n hls::stream filteredStream;\n#pragma HLS stream variable=filteredStream depth=2\n\n hls::stream addressStream;\n#pragma HLS stream variable=addressStream depth=512\n\n streamFilter(map4CacheStream, filteredStream);\n\n streamRemoveBubble(filteredStream, addressStream);\n\n updateVertexCacheNarrow(vertexPushinProp , addressStream, cacheUpdateStream);\n\n\n#endif\n\n readEdgesStage(edgeTuplesBuffer, edgeBlockStream, cacheUpdateStream, vertexPropCache);\n}\n\n#endif /* __FPGA_CACHE_H__ */\n\n" }, { "path": "libfpga/fpga_decoder.h", "content": "#ifndef __FPGA_DECODER_H__\n#define __FPGA_DECODER_H__\n\n#include \"graph_fpga.h\"\n\ninline shuffled_type shuffleDecoder(uchar opcode) {\n#pragma HLS INLINE\n const unsigned int lutIdx[256] = {\n 0,\n 0,\n 1,\n 8,\n 2,\n 16,\n 17,\n 136,\n 3,\n 24,\n 25,\n 200,\n 26,\n 208,\n 209,\n 1672,\n 4,\n 32,\n 33,\n 264,\n 34,\n 272,\n 273,\n 2184,\n 35,\n 280,\n 281,\n 2248,\n 282,\n 2256,\n 2257,\n 18056,\n 5,\n 40,\n 41,\n 328,\n 42,\n 336,\n 337,\n 2696,\n 43,\n 344,\n 345,\n 2760,\n 346,\n 2768,\n 2769,\n 22152,\n 44,\n 352,\n 353,\n 2824,\n 354,\n 2832,\n 2833,\n 22664,\n 355,\n 2840,\n 2841,\n 22728,\n 2842,\n 22736,\n 22737,\n 181896,\n 6,\n 48,\n 49,\n 392,\n 50,\n 400,\n 401,\n 3208,\n 51,\n 408,\n 409,\n 3272,\n 410,\n 3280,\n 3281,\n 26248,\n 52,\n 416,\n 417,\n 3336,\n 418,\n 3344,\n 3345,\n 26760,\n 419,\n 3352,\n 3353,\n 26824,\n 3354,\n 26832,\n 26833,\n 214664,\n 53,\n 424,\n 425,\n 3400,\n 426,\n 3408,\n 3409,\n 27272,\n 427,\n 3416,\n 3417,\n 27336,\n 3418,\n 27344,\n 27345,\n 218760,\n 428,\n 3424,\n 3425,\n 27400,\n 3426,\n 27408,\n 27409,\n 219272,\n 3427,\n 27416,\n 27417,\n 219336,\n 27418,\n 219344,\n 219345,\n 1754760,\n 7,\n 56,\n 57,\n 456,\n 58,\n 464,\n 465,\n 3720,\n 59,\n 472,\n 473,\n 3784,\n 474,\n 3792,\n 3793,\n 30344,\n 60,\n 480,\n 481,\n 3848,\n 482,\n 3856,\n 3857,\n 30856,\n 483,\n 3864,\n 3865,\n 30920,\n 3866,\n 30928,\n 30929,\n 247432,\n 61,\n 488,\n 489,\n 3912,\n 490,\n 3920,\n 3921,\n 31368,\n 491,\n 3928,\n 3929,\n 31432,\n 3930,\n 31440,\n 31441,\n 251528,\n 492,\n 3936,\n 3937,\n 31496,\n 3938,\n 31504,\n 31505,\n 252040,\n 3939,\n 31512,\n 31513,\n 252104,\n 31514,\n 252112,\n 252113,\n 2016904,\n 62,\n 496,\n 497,\n 3976,\n 498,\n 3984,\n 3985,\n 31880,\n 499,\n 3992,\n 3993,\n 31944,\n 3994,\n 31952,\n 31953,\n 255624,\n 500,\n 4000,\n 4001,\n 32008,\n 4002,\n 32016,\n 32017,\n 256136,\n 4003,\n 32024,\n 32025,\n 256200,\n 32026,\n 256208,\n 256209,\n 2049672,\n 501,\n 4008,\n 4009,\n 32072,\n 4010,\n 32080,\n 32081,\n 256648,\n 4011,\n 32088,\n 32089,\n 256712,\n 32090,\n 256720,\n 256721,\n 2053768,\n 4012,\n 32096,\n 32097,\n 256776,\n 32098,\n 256784,\n 256785,\n 2054280,\n 32099,\n 256792,\n 256793,\n 2054344,\n 256794,\n 2054352,\n 2054353,\n 16434824,\n };\n const unsigned int lutNum[256] = {\n 0,\n 1,\n 1,\n 2,\n 1,\n 2,\n 2,\n 3,\n 1,\n 2,\n 2,\n 3,\n 2,\n 3,\n 3,\n 4,\n 1,\n 2,\n 2,\n 3,\n 2,\n 3,\n 3,\n 4,\n 2,\n 3,\n 3,\n 4,\n 3,\n 4,\n 4,\n 5,\n 1,\n 2,\n 2,\n 3,\n 2,\n 3,\n 3,\n 4,\n 2,\n 3,\n 3,\n 4,\n 3,\n 4,\n 4,\n 5,\n 2,\n 3,\n 3,\n 4,\n 3,\n 4,\n 4,\n 5,\n 3,\n 4,\n 4,\n 5,\n 4,\n 5,\n 5,\n 6,\n 1,\n 2,\n 2,\n 3,\n 2,\n 3,\n 3,\n 4,\n 2,\n 3,\n 3,\n 4,\n 3,\n 4,\n 4,\n 5,\n 2,\n 3,\n 3,\n 4,\n 3,\n 4,\n 4,\n 5,\n 3,\n 4,\n 4,\n 5,\n 4,\n 5,\n 5,\n 6,\n 2,\n 3,\n 3,\n 4,\n 3,\n 4,\n 4,\n 5,\n 3,\n 4,\n 4,\n 5,\n 4,\n 5,\n 5,\n 6,\n 3,\n 4,\n 4,\n 5,\n 4,\n 5,\n 5,\n 6,\n 4,\n 5,\n 5,\n 6,\n 5,\n 6,\n 6,\n 7,\n 1,\n 2,\n 2,\n 3,\n 2,\n 3,\n 3,\n 4,\n 2,\n 3,\n 3,\n 4,\n 3,\n 4,\n 4,\n 5,\n 2,\n 3,\n 3,\n 4,\n 3,\n 4,\n 4,\n 5,\n 3,\n 4,\n 4,\n 5,\n 4,\n 5,\n 5,\n 6,\n 2,\n 3,\n 3,\n 4,\n 3,\n 4,\n 4,\n 5,\n 3,\n 4,\n 4,\n 5,\n 4,\n 5,\n 5,\n 6,\n 3,\n 4,\n 4,\n 5,\n 4,\n 5,\n 5,\n 6,\n 4,\n 5,\n 5,\n 6,\n 5,\n 6,\n 6,\n 7,\n 2,\n 3,\n 3,\n 4,\n 3,\n 4,\n 4,\n 5,\n 3,\n 4,\n 4,\n 5,\n 4,\n 5,\n 5,\n 6,\n 3,\n 4,\n 4,\n 5,\n 4,\n 5,\n 5,\n 6,\n 4,\n 5,\n 5,\n 6,\n 5,\n 6,\n 6,\n 7,\n 3,\n 4,\n 4,\n 5,\n 4,\n 5,\n 5,\n 6,\n 4,\n 5,\n 5,\n 6,\n 5,\n 6,\n 6,\n 7,\n 4,\n 5,\n 5,\n 6,\n 5,\n 6,\n 6,\n 7,\n 5,\n 6,\n 6,\n 7,\n 6,\n 7,\n 7,\n 8,\n };\n\n shuffled_type data;\n data.idx = lutIdx[opcode];\n data.num = lutNum[opcode];\n return data;\n}\n\n#endif /* __FPGA_DECODER_H__ */\n" }, { "path": "libfpga/fpga_edge_prop.h", "content": "#ifndef __FPGA_EDGE_PROP_H__\n#define __FPGA_EDGE_PROP_H__\n\n#include \"graph_fpga.h\"\n\n#include \"fpga_application.h\"\n\nvoid halfEdgeProp(\n hls::stream &input,\n hls::stream &output\n)\n{\n while (true)\n {\n#pragma HLS PIPELINE II=2\n burst_token tmp;\n read_from_stream(input, tmp);\n burst_half out1 = tmp.data.range(255, 0);\n burst_half out2 = tmp.data.range(511, 256);\n write_to_stream(output, out1);\n write_to_stream(output, out2);\n if (tmp.flag == FLAG_SET)\n {\n break;\n }\n }\n}\n\n\nvoid edgePropCouple (\n hls::stream &input,\n hls::stream &edgeProp,\n hls::stream &output)\n{\n\n while (true)\n {\n#pragma HLS PIPELINE II=1\n edge_tuples_t tuples;\n edge_tuples_t out;\n read_from_stream(input, tuples);\n burst_half prop;\n read_from_stream(edgeProp, prop);\n\n for (int i = 0; i < EDGE_NUM; i++)\n {\n#pragma HLS UNROLL\n out.data[i].x = tuples.data[i].x;\n out.data[i].y = PROP_COMPUTE_STAGE1(tuples.data[i].y, prop.range(31 + 32 * i, 0 + 32 * i));\n out.flag = tuples.flag;\n }\n write_to_stream(output, out);\n if (tuples.flag == FLAG_SET)\n {\n break;\n }\n }\n clear_stream(input);\n clear_stream(edgeProp);\n}\n\nvoid propProcess( hls::stream &propInput,\n hls::stream &tupleInput,\n hls::stream &tupleOuput\n )\n{\n#pragma HLS DATAFLOW\n\n hls::stream halfPropStream;\n#pragma HLS stream variable=halfPropStream depth=2\n\n halfEdgeProp(propInput, halfPropStream);\n edgePropCouple(tupleInput, halfPropStream, tupleOuput);\n\n}\n\n\nvoid propProcessSelf( hls::stream &tupleInput,\n hls::stream &tupleOuput\n )\n\n{\n while (true)\n {\n#pragma HLS PIPELINE II=1\n edge_tuples_t in;\n edge_tuples_t out;\n read_from_stream(tupleInput, in);\n\n for (int i = 0; i < EDGE_NUM; i++)\n {\n#pragma HLS UNROLL\n out.data[i].x = in.data[i].x;\n out.data[i].y = PROP_COMPUTE_STAGE0(in.data[i].y);\n out.flag = in.flag;\n }\n write_to_stream(tupleOuput, out);\n if (in.flag == FLAG_SET)\n {\n break;\n }\n }\n clear_stream(tupleInput);\n}\n\n#endif /* __FPGA_EDGE_PROP_H__ */\n" }, { "path": "libfpga/fpga_filter.h", "content": "#ifndef __FPGA_FILTER_H__\n#define __FPGA_FILTER_H__\n\n#include \"graph_fpga.h\"\n\n\nvoid tupleFilter(\n filter_type &filter,\n uint_raw &filter_num,\n hls::stream &toFilterItem,\n hls::stream &buildArray\n)\n{\n#pragma HLS function_instantiate variable=filter_num\n\n uint_raw filter_end;\n while (true) {\n#pragma HLS PIPELINE II=1\n#pragma HLS dependence variable=filter inter false\n#pragma HLS dependence variable=buildArray inter false\n#pragma HLS dependence variable=filter_end inter false\n\n read_from_stream(toFilterItem, filter);\n filter_end = filter.end;\n filter_num = filter.num;\n\n\n for (int j = 0; j < filter_num; j ++) {\n#pragma HLS PIPELINE II=1 rewind\n /*\n if (j >= filter_num)\n {\n continue;\n }\n else\n */\n {\n int2_token token;\n token.data = filter.data[j];\n token.flag = (j == (filter_num - 1 ))? filter.end: 0;\n write_to_stream(buildArray, token);\n }\n }\n if (filter_end)\n {\n break;\n }\n\n }\n //clear_stream(toFilterItem);\n return;\n}\n\n\n#endif /* __FPGA_FILTER_H__ */\n\n" }, { "path": "libfpga/fpga_gather.h", "content": "#ifndef __FPGA_GATHER_H__\n#define __FPGA_GATHER_H__\n\n#include \"graph_fpga.h\"\n\n#include \"fpga_decoder.h\"\n\nvoid shuffleDispatcher(\n int i,\n uchar &opcode,\n filter_type &filter,\n hls::stream &toFilterArray\n\n)\n{\n if (opcode | (filter.end == 1)) {\n write_to_stream(toFilterArray, filter);\n }\n}\n\n\nvoid shuffleEntry (\n int i,\n hls::stream &edgeTuplesArray,\n hls::stream &toFilterArray,\n filter_type &filter,\n edge_tuples_t &tuples,\n uchar &opcode,\n shuffled_type &shuff_ifo)\n{\n#pragma HLS function_instantiate variable=i\n\n\n\n unsigned char unitFinishFlag[EDGE_NUM];\n#pragma HLS ARRAY_PARTITION variable=unitFinishFlag dim=0 complete\n\n for (int j = 0; j < EDGE_NUM; j++) {\n#pragma HLS UNROLL\n unitFinishFlag[j] = 0;\n }\n unsigned char end_flag_shift;\n\n\n while (true)\n {\n#pragma HLS PIPELINE II=1\n read_from_stream(edgeTuplesArray, tuples);\n\n\n uchar valid_r[8];\n#pragma HLS ARRAY_PARTITION variable=valid_r dim=0 complete\n\n uchar idx[8];\n#pragma HLS ARRAY_PARTITION variable=idx dim=0 complete\n // each collect engine do their work\n //int16 data_r;\n for (int j = 0; j < 8; j ++)\n {\n#pragma HLS UNROLL\n valid_r[j] = 0;\n idx[j] = 0;\n }\n end_flag_shift = tuples.flag;\n\n //data_r = tuples.data;\n\n valid_r[0] = ((tuples.data[0].x & HASH_MASK) == i) && IS_ACTIVE_VERTEX(tuples.data[0].y);\n valid_r[1] = ((tuples.data[1].x & HASH_MASK) == i) && IS_ACTIVE_VERTEX(tuples.data[1].y);\n valid_r[2] = ((tuples.data[2].x & HASH_MASK) == i) && IS_ACTIVE_VERTEX(tuples.data[2].y);\n valid_r[3] = ((tuples.data[3].x & HASH_MASK) == i) && IS_ACTIVE_VERTEX(tuples.data[3].y);\n valid_r[4] = ((tuples.data[4].x & HASH_MASK) == i) && IS_ACTIVE_VERTEX(tuples.data[4].y);\n valid_r[5] = ((tuples.data[5].x & HASH_MASK) == i) && IS_ACTIVE_VERTEX(tuples.data[5].y);\n valid_r[6] = ((tuples.data[6].x & HASH_MASK) == i) && IS_ACTIVE_VERTEX(tuples.data[6].y);\n valid_r[7] = ((tuples.data[7].x & HASH_MASK) == i) && IS_ACTIVE_VERTEX(tuples.data[7].y);\n\n\n opcode = valid_r[0]\n + (valid_r[1] << 1)\n + (valid_r[2] << 2)\n + (valid_r[3] << 3)\n + (valid_r[4] << 4)\n + (valid_r[5] << 5)\n + (valid_r[6] << 6)\n + (valid_r[7] << 7);\n\n shuff_ifo = shuffleDecoder(opcode);\n\n filter.num = shuff_ifo.num;\n idx[0] = shuff_ifo.idx & 0x7;\n idx[1] = (shuff_ifo.idx >> 3) & 0x7;\n idx[2] = (shuff_ifo.idx >> 6) & 0x7;\n idx[3] = (shuff_ifo.idx >> 9) & 0x7;\n idx[4] = (shuff_ifo.idx >> 12) & 0x7;\n idx[5] = (shuff_ifo.idx >> 15) & 0x7;\n idx[6] = (shuff_ifo.idx >> 18) & 0x7;\n idx[7] = (shuff_ifo.idx >> 21) & 0x7;\n\n filter.end = 0;\n\n\n if ((end_flag_shift) != 0)\n {\n filter.end = 1;\n filter.num = 1;\n }\n else\n {\n filter.end = 0;\n }\n\n for (int j = 0; j < EDGE_NUM; j ++) {\n#pragma HLS UNROLL\n filter.data[j] = tuples.data[idx[j]]; //data_r_uint2[idx_t];\n }\n shuffleDispatcher(i, opcode, filter, toFilterArray);\n if (filter.end != 0)\n {\n break;\n }\n }\n return;\n}\n\n\n#endif /* __FPGA_GATHER_H__ */\n" }, { "path": "libfpga/fpga_global_mem.h", "content": "#ifndef __FPGA_GLOBAL_MEM_H__\n#define __FPGA_GLOBAL_MEM_H__\n\n#include \"graph_fpga.h\"\n\n#include \"fpga_application.h\"\n\n\n#define WRITE_BACK_BURST_LENGTH (64)\n#define LOG_WRITE_BURST_LEN (6)\n\n\n\ntemplate \nvoid burstRead(\n uint_raw edge_offset,\n uint_raw edge_end,\n uint16 *input,\n hls::stream &outputstream\n)\n{\n#pragma HLS function_instantiate variable=input\n#pragma HLS function_instantiate variable=outputstream\n unsigned int offset = 0;\n unsigned int end = ((edge_end - 1) >> (LOG2_SIZE_BY_INT + LOG_BURSTBUFFERSIZE)) + 1;\n\n\n burst_raw read_buffer[BURSTBUFFERSIZE];\n\n {\n\ntimeLineLoop : for (unsigned int i = (offset); i < (end); i ++)\n {\n#if 0\n int chunk_size;\n if ((i + BURSTBUFFERSIZE * SIZE_BY_INT) > (end))\n {\n chunk_size = ((end) - i) >> LOG2_SIZE_BY_INT;\n }\n else\n {\n chunk_size = BURSTBUFFERSIZE;\n }\n#else\n\n#define chunk_size (BURSTBUFFERSIZE)\n\n#endif\n\n for (int inner_idx = 0 ; inner_idx < chunk_size; inner_idx ++) {\n#pragma HLS PIPELINE II=1\n read_buffer[inner_idx] = input[((uint_raw)(i) << LOG_BURSTBUFFERSIZE) + inner_idx];\n }\n\n for (int inner_idx = 0; inner_idx < chunk_size; inner_idx++)\n {\n#pragma HLS PIPELINE II=1\n burst_token token;\n token.data = read_buffer[inner_idx];\n token.flag = FLAG_RESET;\n write_to_stream(outputstream, token);\n }\n }\n }\n\n {\n burst_token token;\n token.flag = FLAG_SET;\n write_to_stream(outputstream, token);\n return;\n }\n\n return;\n}\n\n\n\n\nvoid writeBack(int idx, uint16 *addr, hls::stream &input)\n{\n#pragma HLS function_instantiate variable=idx\n\n burst_raw ram[WRITE_BACK_BURST_LENGTH];\n\n unsigned int counter = 0;\n while (true)\n {\n\n for (int i = 0; i < WRITE_BACK_BURST_LENGTH; i++)\n {\n#pragma HLS PIPELINE II=1\n burst_raw tmp;\n read_from_stream(input, tmp);\n if (tmp.range(BURST_ALL_BITS - 1, BURST_ALL_BITS - 32) == ENDFLAG)\n {\n return;\n }\n ram[i] = tmp;\n }\n for (int j = 0; j < WRITE_BACK_BURST_LENGTH; j++)\n {\n#pragma HLS PIPELINE II=1\n addr[(counter << LOG_WRITE_BURST_LEN) + j] = ram[j];\n }\n counter ++;\n\n }\n}\n\n\ntemplate \nvoid burstReadLite(\n uint_raw edge_offset,\n uint_raw edge_end,\n uint16 *input,\n hls::stream &outputstream\n)\n{\n#pragma HLS function_instantiate variable=input\n#pragma HLS function_instantiate variable=outputstream\n unsigned int offset = edge_offset >> (LOG2_SIZE_BY_INT + LOG_BURSTBUFFERSIZE);\n unsigned int end = ((edge_end - 1) >> (LOG2_SIZE_BY_INT + LOG_BURSTBUFFERSIZE)) + 1;\n\n\n T read_buffer[BURSTBUFFERSIZE];\n\n {\n\ntimeLineLoop : for (unsigned int i = (offset); i < (offset + end); i ++)\n {\n#if 0\n int chunk_size;\n if ((i + BURSTBUFFERSIZE * SIZE_BY_INT) > (end))\n {\n chunk_size = ((end) - i) >> LOG2_SIZE_BY_INT;\n }\n else\n {\n chunk_size = BURSTBUFFERSIZE;\n }\n#else\n\n#define chunk_size_lite (BURSTBUFFERSIZE)\n\n#endif\n\n for (int inner_idx = 0 ; inner_idx < chunk_size_lite; inner_idx ++) {\n#pragma HLS PIPELINE II=1\n read_buffer[inner_idx] = input[((uint_raw)(i) << LOG_BURSTBUFFERSIZE) + inner_idx];\n }\n\n for (int inner_idx = 0; inner_idx < chunk_size_lite; inner_idx++)\n {\n#pragma HLS PIPELINE II=1\n write_to_stream(outputstream, read_buffer[inner_idx]);\n }\n }\n }\n return;\n}\n\n\n\nvoid writeBackLite(int totalSize, uint16 *addr, hls::stream &input)\n{\n#pragma HLS function_instantiate variable=addr\n\n burst_raw ram[WRITE_BACK_BURST_LENGTH];\n\n unsigned int counter = 0;\n for (int loopCount = 0; loopCount < totalSize / WRITE_BACK_BURST_LENGTH / SIZE_BY_INT; loopCount++)\n {\n\n for (int i = 0; i < WRITE_BACK_BURST_LENGTH; i++)\n {\n#pragma HLS PIPELINE II=1\n burst_raw tmp;\n read_from_stream(input, tmp);\n ram[i] = tmp;\n }\n for (int j = 0; j < WRITE_BACK_BURST_LENGTH; j++)\n {\n#pragma HLS PIPELINE II=1\n addr[(counter << LOG_WRITE_BURST_LEN) + j] = ram[j];\n }\n counter ++;\n\n }\n}\n\n\n\n\n\n#endif /*__FPGA_GLOBAL_MEM_H__ */\n" }, { "path": "libfpga/fpga_gs_top.h", "content": "\n{\n#pragma HLS INTERFACE m_axi port=edgesHeadArray offset=slave bundle=gmem0 max_read_burst_length=64\n#pragma HLS INTERFACE s_axilite port=edgesHeadArray bundle=control\n\n#pragma HLS INTERFACE m_axi port=edgesTailArray offset=slave bundle=gmem2 max_read_burst_length=64\n#pragma HLS INTERFACE s_axilite port=edgesTailArray bundle=control\n\n#pragma HLS INTERFACE m_axi port=tmpVertexProp offset=slave bundle=gmem1 max_read_burst_length=64 num_write_outstanding=4\n#pragma HLS INTERFACE s_axilite port=tmpVertexProp bundle=control\n\n#pragma HLS INTERFACE m_axi port=vertexPushinProp offset=slave bundle=gmem1 max_read_burst_length=64 num_write_outstanding=4\n#pragma HLS INTERFACE s_axilite port=vertexPushinProp bundle=control\n\n#if HAVE_EDGE_PROP\n\n#pragma HLS INTERFACE m_axi port=edgeProp offset=slave bundle=gmem3 max_read_burst_length=64\n#pragma HLS INTERFACE s_axilite port=edgeProp bundle=control\n\n#endif\n#pragma HLS INTERFACE s_axilite port=edge_end bundle=control\n#pragma HLS INTERFACE s_axilite port=sink_offset bundle=control\n#pragma HLS INTERFACE s_axilite port=sink_end bundle=control\n#pragma HLS INTERFACE s_axilite port=return bundle=control\n\nconst int stream_depth_filter = QUEUE_SIZE_FILTER;\n\nconst int stream_depth_memory = QUEUE_SIZE_MEMORY;\n\n\n hls::stream buildArray[PE_NUM];\n#pragma HLS stream variable=buildArray depth=2\n\n hls::stream buildArrayRes[PE_NUM];\n#pragma HLS stream variable=buildArrayRes depth=2\n\n hls::stream buildArraySlice[PE_NUM];\n#pragma HLS stream variable=buildArraySlice depth=2\n\n hls::stream edgeTuplesArray[PE_NUM];\n#pragma HLS stream variable=edgeTuplesArray depth=2\n\n hls::stream toFilterArray[PE_NUM];\n#pragma HLS stream variable=toFilterArray depth=stream_depth_filter\n\n hls::stream toFilterArraySlice[PE_NUM];\n#pragma HLS stream variable=toFilterArraySlice depth=4\n\n hls::stream toFilterArraySlice2[PE_NUM];\n#pragma HLS stream variable=toFilterArraySlice2 depth=4\n\n\n hls::stream writeArray[PE_NUM];\n#pragma HLS stream variable=writeArray depth=2\n\n hls::stream writeArrayLayer2[PE_NUM];\n#pragma HLS stream variable=writeArrayLayer2 depth=2\n\n hls::stream writeArrayLayer1[PE_NUM];\n#pragma HLS stream variable=writeArrayLayer1 depth=2\n\n\n hls::stream edgeBurstSliceStream;\n#pragma HLS stream variable=edgeBurstSliceStream depth=2\n hls::stream edgeBurstStream;\n#pragma HLS stream variable=edgeBurstStream depth=2\n hls::stream edgeBurstStreamTmp;\n#pragma HLS stream variable=edgeBurstStreamTmp depth=stream_depth_memory\n\n hls::stream mapSliceStream;\n#pragma HLS stream variable=mapSliceStream depth=2\n hls::stream mapStream;\n#pragma HLS stream variable=mapStream depth=2\n hls::stream mapStreamTmp;\n#pragma HLS stream variable=mapStreamTmp depth=stream_depth_memory\n\n#if HAVE_EDGE_PROP\n hls::stream edgePropSliceStream;\n#pragma HLS stream variable=edgePropSliceStream depth=2\n hls::stream edgePropStream;\n#pragma HLS stream variable=edgePropStream depth=2\n hls::stream edgePropStreamTmp;\n#pragma HLS stream variable=edgePropStreamTmp depth=stream_depth_memory\n\n#endif\n\n hls::stream edgeTuplesCoupled;\n#pragma HLS stream variable=edgeTuplesCoupled depth=2\n\n hls::stream edgeTuplesBuffer;\n#pragma HLS stream variable=edgeTuplesBuffer depth=2\n\n hls::stream edgeTuplesLayer1[4];\n#pragma HLS stream variable=edgeTuplesLayer1 depth=2\n\n\n edge_tuples_t tuples[PE_NUM];\n#pragma HLS ARRAY_PARTITION variable=tuples dim=0 complete\n\n filter_type filter[PE_NUM];\n#pragma HLS ARRAY_PARTITION variable=filter dim=0 complete\n\n uchar opcode[PE_NUM];\n#pragma HLS ARRAY_PARTITION variable=opcode dim=0 complete\n\n shuffled_type shuff_ifo[PE_NUM];\n#pragma HLS ARRAY_PARTITION variable=shuff_ifo dim=0 complete\n\n\n uint_uram tmpVPropBuffer[PE_NUM][(MAX_VERTICES_IN_ONE_PARTITION / 2) >> (LOG2_PE_NUM)];\n#pragma HLS ARRAY_PARTITION variable=tmpVPropBuffer dim=1 complete\n#pragma HLS RESOURCE variable=tmpVPropBuffer core=XPM_MEMORY uram\n\n\n\n filter_type filter_tmp[PE_NUM];\n#pragma HLS ARRAY_PARTITION variable=filter_tmp dim=0 complete\n uint_raw filter_num[PE_NUM];\n#pragma HLS ARRAY_PARTITION variable=filter_num dim=0 complete\n\n#pragma HLS DATAFLOW\n //printf(\"%d %d \\n\",(int)edge_offset,(int)edge_end );\n burstRead(0, edge_end, edgesTailArray, edgeBurstStream);\n sliceStream(edgeBurstStream, edgeBurstStreamTmp);\n sliceStream(edgeBurstStreamTmp, edgeBurstSliceStream);\n\n burstRead(0, edge_end, edgesHeadArray, mapStream);\n sliceStream(mapStream, mapStreamTmp);\n sliceStream(mapStreamTmp, mapSliceStream);\n\n#if HAVE_EDGE_PROP\n \n burstRead(0, edge_end, edgeProp, edgePropStream);\n sliceStream(edgePropStream, edgePropStreamTmp);\n sliceStream(edgePropStreamTmp, edgePropSliceStream);\n\n#endif\n\n srcPropertyProcess(vertexPushinProp, edgeBurstSliceStream, mapSliceStream, edgeTuplesBuffer);\n\n#if HAVE_EDGE_PROP\n propProcess(edgePropSliceStream, edgeTuplesBuffer, edgeTuplesCoupled);\n#else\n propProcessSelf(edgeTuplesBuffer, edgeTuplesCoupled);\n#endif\n /* timing */\n duplicateStream4(edgeTuplesCoupled, edgeTuplesLayer1[0], edgeTuplesLayer1[1], edgeTuplesLayer1[2], edgeTuplesLayer1[3]);\n\n for (int i = 0; i < 4 ; i++)\n {\n#pragma HLS UNROLL\n duplicateStream4(edgeTuplesLayer1[i],\n edgeTuplesArray[i * 4 + 0],\n edgeTuplesArray[i * 4 + 1],\n edgeTuplesArray[i * 4 + 2],\n edgeTuplesArray[i * 4 + 3] );\n }\n\n#if 1\n for (int i = 0; i < PE_NUM ; i++)\n {\n#pragma HLS UNROLL\n shuffleEntry (\n i,\n edgeTuplesArray[i],\n toFilterArraySlice[i],\n filter[i],\n tuples[i],\n opcode[i],\n shuff_ifo[i]\n );\n }\n\n\n for (int i = 0; i < PE_NUM ; i++)\n {\n#pragma HLS UNROLL\n filterSlice(toFilterArraySlice[i], toFilterArray[i]);\n }\n for (int i = 0; i < PE_NUM ; i++)\n {\n#pragma HLS UNROLL\n filterSlice(toFilterArray[i], toFilterArraySlice2[i]);\n }\n// for (int i = 0; i < PE_NUM ; i++)\n// {\n//#pragma HLS UNROLL\n// filterSlice(toFilterArraySlice3[i], toFilterArraySlice[i]);\n// }\n\n for (int i = 0; i < PE_NUM ; i++)\n {\n#pragma HLS UNROLL\n tupleFilter( filter_tmp[i], filter_num[i], toFilterArraySlice2[i], buildArray[i]);\n }\n\n\n for (int i = 0; i < PE_NUM ; i++)\n {\n#pragma HLS UNROLL\n processEdgesBuildSlice(buildArray[i], buildArraySlice[i]);\n }\n for (int i = 0; i < PE_NUM ; i++)\n {\n#pragma HLS UNROLL\n rawSolver(buildArraySlice[i], buildArrayRes[i]);\n }\n for (int i = 0; i < PE_NUM ; i++)\n {\n#pragma HLS UNROLL\n dstPropertyProcess(i, sink_offset, sink_end, tmpVPropBuffer[i], buildArrayRes[i], writeArrayLayer1[i]);\n }\n for (int i = 0; i < PE_NUM ; i++)\n {\n#pragma HLS UNROLL\n processEdgesSlice(writeArrayLayer1[i], writeArray[i]);\n }\n\n// for (int i = 0; i < PE_NUM ; i++)\n// {\n//#pragma HLS UNROLL\n// processEdgesSlice(writeArrayLayer2[i], writeArray[i]);\n// }\n\n processEdgeWrite(sink_offset, sink_end, writeArray, tmpVertexProp);\n\n#endif\n\n}\n" }, { "path": "libfpga/fpga_process_edge.h", "content": "#ifndef __FPGA_PROCESS_EDGE_H__\n#define __FPGA_PROCESS_EDGE_H__\n\n\n#include \"graph_fpga.h\"\n\n#include \"fpga_raw_solver.h\"\n\n#define BURST_WRITE_SIZE (64)\n#define LOG2_BURST_WRITE_SIZE (6)\n//#define BURST_WRITE_BUFFER_SIZE (BURST_WRITE_SIZE *SIZE_BY_INT)\n\n\n\n#define TOTAL_STEAM_READ_NUM ((BURST_WRITE_SIZE * SIZE_BY_INT / 2)>> LOG2_PE_NUM)\n\nvoid processEdgeWrite(\n uint_raw sink_offset,\n uint_raw sink_end,\n hls::stream (&writeArray)[PE_NUM],\n uint16 *tmpVertexProp\n)\n{\n uint_raw dstEnd = sink_end;\n\n\n uint16 writeBuffer[BURST_WRITE_SIZE];\n\n uint16 writeBufferTmp[2];\n#pragma HLS ARRAY_PARTITION variable=writeBufferTmp dim=0 complete\n\n uint_uram writeValue[TOTAL_STEAM_READ_NUM][PE_NUM];\n#pragma HLS ARRAY_PARTITION variable=writeValue dim=0 complete\n\n uint_uram tmpWriteValue[PE_NUM];\n#pragma HLS ARRAY_PARTITION variable=tmpWriteValue dim=0 complete\n for (int i = 0; i < PE_NUM; i++)\n {\n tmpWriteValue[i] = 0;\n }\n\n for (int i = 0; i < ((MAX_VERTICES_IN_ONE_PARTITION) >> ( LOG2_BURST_WRITE_SIZE + LOG2_SIZE_BY_INT)); i++)\n {\n for (int sr_idx = 0; sr_idx < TOTAL_STEAM_READ_NUM; sr_idx++)\n {\n#pragma HLS PIPELINE II=1\n for (int inner_idx = 0; inner_idx < PE_NUM ; inner_idx++)\n {\n#pragma HLS UNROLL\n read_from_stream(writeArray[inner_idx], tmpWriteValue[inner_idx]);\n }\n for (unsigned int inner_idx = 0 ; inner_idx < PE_NUM ; inner_idx ++)\n {\n#pragma HLS UNROLL\n writeBufferTmp[0].range(31 + (inner_idx << INT_WIDTH_SHIFT), 0 + (inner_idx << INT_WIDTH_SHIFT))\n = tmpWriteValue[inner_idx].range(31, 0);\n writeBufferTmp[1].range(31 + (inner_idx << INT_WIDTH_SHIFT), 0 + (inner_idx << INT_WIDTH_SHIFT))\n = tmpWriteValue[inner_idx].range(63, 32);\n }\n unsigned int burst_index = sr_idx << 1;\n writeBuffer[burst_index] = writeBufferTmp[0];\n writeBuffer[burst_index + 1] = writeBufferTmp[1];\n }\n for (int burst_index = 0; burst_index < BURST_WRITE_SIZE; burst_index++)\n {\n#pragma HLS PIPELINE II=1\n#pragma HLS loop_flatten off\n\n tmpVertexProp[(i << LOG2_BURST_WRITE_SIZE) + burst_index ]\n = writeBuffer[burst_index];\n\n }\n }\n\n //for (int inner_idx = 0; inner_idx < PE_NUM ; inner_idx++)\n //{\n // clear_stream(writeArray[inner_idx]);\n //}\n}\n\n\nvoid dstPropertyProcess(\n int index,\n uint_raw sink_offset,\n uint_raw sink_end,\n uint_uram tmpVPropBuffer[(MAX_VERTICES_IN_ONE_PARTITION / 2) >> LOG2_PE_NUM],\n //uint_raw bitmap[BITMAP_SLICE_SIZE][BITMAP_SUB_SIZE],\n hls::stream &buildArray,\n hls::stream &writeArray\n)\n{\n#pragma HLS function_instantiate variable=index\n#pragma HLS dependence variable=tmpVPropBuffer inter false\n\n uint_raw dstEnd = sink_end;\n\n\n while (true) {\n#pragma HLS PIPELINE II=2\n#pragma HLS latency min=2 max=2\n\n int2 tmp_data;\n int2_token in_token;\n read_from_stream(buildArray, in_token);\n tmp_data = in_token.data;\n if (in_token.flag == FLAG_SET)\n {\n break;\n }\n else\n {\n uint_raw idx;\n\n uint_raw dstVidx = tmp_data.x;\n idx = (dstVidx >> LOG2_PE_NUM ) & ((MAX_VERTICES_IN_ONE_PARTITION >> LOG2_PE_NUM) - 1);\n uint_raw addr = (idx >> 1);\n\n\n {\n#pragma HLS latency min=1 max=2\n uint_uram updated_value = tmpVPropBuffer[addr];\n uint_uram temp_updated_value = updated_value;\n\n uint_raw msb = updated_value.range(63, 32);\n uint_raw lsb = updated_value.range(31, 0);\n\n uint_raw msb_out = PROP_COMPUTE_STAGE3(msb, tmp_data.y);\n uint_raw lsb_out = PROP_COMPUTE_STAGE3(lsb, tmp_data.y);\n\n uint_uram accumulate_msb;\n uint_uram accumulate_lsb;\n\n accumulate_msb.range(63, 32) = msb_out;\n accumulate_msb.range(31, 0) = temp_updated_value.range(31, 0);\n\n accumulate_lsb.range(63, 32) = temp_updated_value.range(63, 32);\n accumulate_lsb.range(31, 0) = lsb_out;\n\n if (idx & 0x01)\n {\n tmpVPropBuffer[addr] = accumulate_msb;\n }\n else\n {\n tmpVPropBuffer[addr] = accumulate_lsb;\n }\n }\n }\n\n\n }\n //clear_stream(buildArray);\n\n /* clear stream */\n //int end_counter = 0;\n //while (true)\n //{\n // int2 clear_data;\n\n // if ( read_from_stream_nb(buildArray, clear_data) == 0)\n // {\n // end_counter ++;\n // }\n // if (end_counter > 256)\n // {\n // break;\n // }\n //}\n for (int i = 0; i < ((MAX_VERTICES_IN_ONE_PARTITION ) >> (LOG2_PE_NUM + 1)); i++)\n {\n#pragma HLS PIPELINE II=1\n uint_uram tmp = tmpVPropBuffer[i];\n write_to_stream(writeArray, tmp);\n tmpVPropBuffer[i] = 0;\n }\n}\n\n\n#endif /* __FPGA_PROCESS_EDGE_H__ */\n" }, { "path": "libfpga/fpga_raw_solver.h", "content": "#ifndef __FPGA_RAW_SOLVER_H__\n#define __FPGA_RAW_SOLVER_H__\n\n\n#include \"graph_fpga.h\"\n\n#include \"fpga_application.h\"\n\n\n#define LOCAL_BUFFER_SIZE (2)\n/* 2 distance */\nvoid processEdgesReorderStreamScheme1(hls::stream &in , hls::stream &out)\n{\n#pragma HLS function_instantiate variable=in\n int2 local_buffer[LOCAL_BUFFER_SIZE];\n#pragma HLS ARRAY_PARTITION variable=local_buffer dim=0 complete\n\n for (int i = 0; i < LOCAL_BUFFER_SIZE ; i++)\n {\n local_buffer[i].x = 0;\n local_buffer[i].y = 0;\n }\n\n int buffered_size = 0;\n while (true)\n {\n int2 tmp_data;\n read_from_stream(in, tmp_data);\n uint_raw dstVidx = tmp_data.x;\n\n int i = buffered_size & 0x01;\n if (local_buffer[i].x == dstVidx)\n {\n DEBUG_PRINTF(\"is %d %d %d\\n\", int (dstVidx), int (local_buffer[i].y), int (tmp_data.y));\n local_buffer[i].y = PROP_COMPUTE_STAGE2(local_buffer[i].y, tmp_data.y);\n\n }\n else\n {\n if (i)\n {\n local_buffer[0] = tmp_data;\n write_to_stream(out, local_buffer[1]);\n }\n else\n {\n local_buffer[1] = tmp_data;\n write_to_stream(out, local_buffer[0]);\n }\n buffered_size ++;\n }\n // (ENDFLAG -1) for partition align\n // (ENDFLAG) for stream end,\n // we cut the write stream here to avoid the flag be added to cache\n if ((dstVidx & ( ENDFLAG - 1 )) == (ENDFLAG - 1))\n {\n break;\n }\n }\n //write_to_stream(out, local_buffer[buffered_size & 0x01]);\n empty_stream(in);\n\n int2 tmp_data;\n tmp_data.x = ENDFLAG;\n tmp_data.y = ENDFLAG;\n write_to_stream(out, tmp_data);\n}\n\n\n/* 4 distance */\nvoid rawSolver(hls::stream &in , hls::stream &out)\n{\n#pragma HLS function_instantiate variable=in\n int2 local_buffer[5];\n#pragma HLS ARRAY_PARTITION variable=local_buffer dim=0 complete\n ap_uint<1> vaild_flag[4];\n#pragma HLS ARRAY_PARTITION variable=vaild_flag dim=0 complete\n\n int2 out_data[2];\n\n uint_raw lastSendBuffered[4];\n#pragma HLS ARRAY_PARTITION variable=lastSendBuffered dim=0 complete\n\n\n for (int i = 0; i < 5 ; i++)\n {\n local_buffer[i].x = 0;\n local_buffer[i].y = 0;\n }\n for (int i = 0; i < 4 ; i++)\n {\n vaild_flag[i] = 0;\n lastSendBuffered[i] = 0;\n }\n\n int buffered_size = 0;\n while (true)\n {\n#pragma HLS PIPELINE II=2\n int2 tmp_data;\n int2_token in_token;\n\n\n ap_uint<3> select_index = 4;\n read_from_stream(in, in_token);\n tmp_data = in_token.data;\n uint_raw dstVidx = tmp_data.x;\n\n ap_uint<1> flag[4];\n // (ENDFLAG -1) for partition align\n // (ENDFLAG) for stream end,\n // we cut the write stream here to avoid the flag be added to cache\n if ((dstVidx & ( ENDFLAG - 1 )) == (ENDFLAG - 1) || (in_token.flag == FLAG_SET))\n {\n break;\n }\n for (int i = 0; i < 4; i++)\n {\n#pragma HLS UNROLL\n if ((vaild_flag[i] == 1) && (local_buffer[i].x == dstVidx))\n {\n local_buffer[i].y = PROP_COMPUTE_STAGE2(local_buffer[i].y, tmp_data.y);\n flag[i] = 1;\n }\n else\n {\n flag[i] = 0;\n }\n }\n\n if (flag[0] | flag[1] | flag[2] | flag[3])\n {\n //DEBUG_PRINTF(\"is %d %d %d\\n\", int (dstVidx), int (local_buffer[i].y), int (tmp_data.y));\n }\n else\n {\n {\n#pragma HLS latency min=1 max=1\n if (vaild_flag[0] == 0)\n {\n local_buffer[0] = tmp_data;\n vaild_flag[0] = 1;\n }\n else if (vaild_flag[1] == 0)\n {\n local_buffer[1] = tmp_data;\n vaild_flag[1] = 1;\n }\n else if (vaild_flag[2] == 0)\n {\n local_buffer[2] = tmp_data;\n vaild_flag[2] = 1;\n }\n else if (vaild_flag[3] == 0)\n {\n local_buffer[3] = tmp_data;\n vaild_flag[3] = 1;\n }\n }\n unsigned int abs[4];\n#pragma HLS ARRAY_PARTITION variable=abs dim=0 complete\n {\n#pragma HLS latency min=1 max=1\n\n for (int i = 0; i < 4; i++)\n {\n#pragma HLS UNROLL\n if (vaild_flag[i] == 0)\n {\n abs[i] = 0;\n }\n else\n {\n if (lastSendBuffered[i] > local_buffer[i].x)\n {\n abs[i] = lastSendBuffered[i] - local_buffer[i].x;\n }\n else\n {\n abs[i] = local_buffer[i].x - lastSendBuffered[i];\n }\n }\n }\n }\n int2 send;\n {\n#pragma HLS latency min=1 max=1\n\n#define DST_INTERVEL (32)\n if (abs[0] >= DST_INTERVEL)\n {\n select_index = 0;\n //send = local_buffer[0];\n vaild_flag [0] = 0;\n }\n else if (abs[1] >= DST_INTERVEL)\n {\n select_index = 1;\n //send = local_buffer[1];\n vaild_flag [1] = 0;\n }\n else if (abs[2] >= DST_INTERVEL)\n {\n select_index = 2;\n //send = local_buffer[2];\n vaild_flag [2] = 0;\n }\n else if (abs[3] >= DST_INTERVEL)\n {\n select_index = 3;\n //send = local_buffer[3];\n vaild_flag [3] = 0;\n }\n else\n {\n select_index = 4;\n }\n out_data[0] = local_buffer[select_index];\n }\n send = out_data[0];\n if (select_index != 4)\n {\n for (int k = 0; k < 4 ; k++)\n {\n#pragma HLS UNROLL\n lastSendBuffered[k] = send.x;\n }\n int2_token send_token;\n send_token.data = send;\n send_token.flag = FLAG_RESET;\n write_to_stream(out, send_token);\n }\n }\n\n }\n for (int i = 0; i < 4; i++)\n {\n#pragma HLS PIPELINE II=3\n if (vaild_flag[i] == 1)\n {\n\n int2 send;\n send.x = local_buffer[i].x + DST_INTERVEL;\n send.y = 0;\n\n int2_token send_token;\n send_token.data = send;\n send_token.flag = FLAG_RESET;\n write_to_stream(out, send_token);\n write_to_stream(out, send_token);\n send_token.data = local_buffer[i];\n write_to_stream(out, send_token);\n }\n }\n\n //write_to_stream(out, local_buffer[buffered_size & 0x01]);\n empty_stream(in);\n\n int2_token send_token;\n send_token.flag = FLAG_SET;\n write_to_stream(out, send_token);\n}\n\n\n\n#endif /* __FPGA_RAW_SOLVER_H__ */\n" }, { "path": "libfpga/fpga_slice.h", "content": "#ifndef __FPGA_SLICE_H__\n#define __FPGA_SLICE_H__\n\n#include \"graph_fpga.h\"\n\ntemplate \nvoid sliceStream(hls::stream &input,\n hls::stream &output)\n{\n#pragma HLS function_instantiate variable=input\n while (true)\n {\n#pragma HLS PIPELINE II=1\n T unit;\n read_from_stream(input, unit);\n write_to_stream(output, unit);\n if (unit.flag == FLAG_SET)\n {\n break;\n }\n }\n}\n\n\n\ntemplate \nvoid duplicateStream2(hls::stream &input,\n hls::stream &output1,\n hls::stream &output2)\n{\n#pragma HLS function_instantiate variable=input\n while (true)\n {\n#pragma HLS PIPELINE II=1\n T unit;\n read_from_stream(input, unit);\n write_to_stream(output1, unit);\n write_to_stream(output2, unit);\n if (unit.range(31, 0) == ENDFLAG)\n {\n break;\n }\n }\n}\n\n\n\ntemplate \nvoid duplicateStream4(hls::stream &input,\n hls::stream &output1,\n hls::stream &output2,\n hls::stream &output3,\n hls::stream &output4)\n{\n#pragma HLS function_instantiate variable=input\n while (true)\n {\n#pragma HLS PIPELINE II=1\n T unit;\n read_from_stream(input, unit);\n write_to_stream(output1, unit);\n write_to_stream(output2, unit);\n write_to_stream(output3, unit);\n write_to_stream(output4, unit);\n if (unit.flag == FLAG_SET)\n {\n break;\n }\n }\n}\n\ntemplate \nvoid duplicateStream4WithClear(hls::stream &input,\n hls::stream &output1,\n hls::stream &output2,\n hls::stream &output3,\n hls::stream &output4)\n{\n#pragma HLS function_instantiate variable=input\n while (true)\n {\n#pragma HLS PIPELINE II=1\n T unit;\n read_from_stream(input, unit);\n write_to_stream(output1, unit);\n write_to_stream(output2, unit);\n write_to_stream(output3, unit);\n write_to_stream(output4, unit);\n if (unit.flag == FLAG_SET)\n {\n break;\n }\n }\n}\n\n\n\nvoid processEdgesBuildSlice(hls::stream &in , hls::stream &out)\n{\n#pragma HLS function_instantiate variable=in\n while (true)\n {\n int2_token tmp_data;\n read_from_stream(in, tmp_data);\n write_to_stream(out, tmp_data);\n if (tmp_data.flag == FLAG_SET)\n {\n break;\n }\n }\n}\n\n\n\nvoid processEdgesSlice(hls::stream &input, hls::stream &output)\n{\n#pragma HLS function_instantiate variable=input\n for (int i = 0; i < ((MAX_VERTICES_IN_ONE_PARTITION ) >> (LOG2_PE_NUM + 1)); i++)\n {\n#pragma HLS PIPELINE II=1\n uint_uram tmp;\n read_from_stream(input, tmp);\n write_to_stream(output, tmp);\n }\n}\n\n\nvoid filterSlice(\n hls::stream &input,\n hls::stream &output\n)\n{\n#pragma HLS function_instantiate variable=input\n\n while (true) {\n filter_type tmp;\n\n read_from_stream(input, tmp);\n\n write_to_stream(output, tmp);\n if (tmp.end)\n {\n break;\n }\n }\n}\n\n\n\n#endif /* __FPGA_SLICE_H__ */\n" }, { "path": "libfpga/graph_fpga.h", "content": "#ifndef __GRAPH_FPGA_H__\n#define __GRAPH_FPGA_H__\n\n#define AP_INT_MAX_W 4096\n#include \n#include \"para_check.h\"\n#include \"global_config.h\"\n\n#define PE_NUM 16\n#define EDGE_NUM 8\n#define LOG2_PE_NUM 4\n#define LOG2_EDGE_NUM (LOG2_PE_NUM - 1)\n\n#define HASH_MASK (PE_NUM - 1)\n\n\n#define DATA_WIDTH (512)\n#define INT_WIDTH (32)\n#define INT_WIDTH_SHIFT (5)\n\n#define SIZE_BY_INT (DATA_WIDTH/INT_WIDTH)\n#define LOG2_SIZE_BY_INT (4) //change manual\n#define SIZE_BY_INT_MASK (SIZE_BY_INT - 1)\n\n#define BURST_READ_SIZE (4)\n#define LOG2_BURST_READ_SIZE (2) //change manual\n\n\n#define BURST_BUFFER_SIZE (SIZE_BY_INT)\n#define BURST_BUFFER_MASK (BURST_BUFFER_SIZE - 1)\n\n#define BURST_ALL_BITS (DATA_WIDTH)\n\n\ntypedef ap_uint<8> ushort_raw;\n\n\ntypedef ap_uint<32> uint_raw;\n\ntypedef ap_uint uint16;\n\ntypedef ap_uint<128> uint4_raw;\n\n\ntypedef ap_uint burst_raw;\n\n\ntypedef struct {\n burst_raw data;\n ap_uint<1> flag;\n} burst_token;\n\ntypedef ap_uint burst_half;\n\ntypedef ap_uint<64> uint_uram;\n\n#define BITMAP_SLICE_SIZE (16)\n#define BITMAP_SLICE_SHIFT (4)\n\n\n#define EDGE_MAX (2*1024*1024)//5610680////163840 // (1024*1024)\n#define BRAM_BANK 16\n#define LOG2_BRAM_BANK 4\n#define PAD_TYPE int16\n#define PAD_WITH 16\n\n\n\n#ifndef FLAG_SET\n#define FLAG_SET (1u)\n#endif\n\n#ifndef FLAG_RESET\n#define FLAG_RESET (0u)\n#endif\n\n\n#define uchar unsigned char\n\n\ntypedef struct __int2__\n{\n int x;\n#if HAVE_UNSIGNED_PROP\n uint_raw y;\n#else\n int y;\n#endif\n} int2;\n\n\ntypedef struct \n{\n int2 data;\n ap_uint<1> flag;\n} int2_token;\n\ntypedef struct EdgeInfo {\n int2 data[EDGE_NUM];\n ap_uint<1> flag;\n} edge_tuples_t;\n\ntypedef struct shuffledData {\n uint_raw num;\n uint_raw idx;\n} shuffled_type;\n\ntypedef struct filterData {\n bool end;\n uchar num;\n int2 data[EDGE_NUM];\n} filter_type;\n\ntypedef struct processinfo {\n uint_raw outDeg;\n uint_raw data;\n} process_type;\n\n\n\n//#define SW_DEBUG\n\n#ifdef SW_DEBUG\n\n#include \"stdio.h\"\n\n#define DEBUG_PRINTF(fmt,...) printf(fmt,##__VA_ARGS__); fflush(stdout);\n\n#else\n\n#define DEBUG_PRINTF(fmt,...) ;\n\n#endif\n\n\n\n\n#ifdef CACHE_DEBUG\n\n#include \"stdio.h\"\n\n#define C_PRINTF(fmt,...) printf(fmt,##__VA_ARGS__); fflush(stdout);\n\n#else\n\n#define C_PRINTF(fmt,...) ;\n\n#endif\n\n\n\n#define CLEAR_CYCLE (256)\n\n\ntemplate \ninline int clear_stream (hls::stream &stream)\n{\n#pragma HLS INLINE\n int end_counter = 0;\nclear_stream: while (true)\n {\n T clear_data;\n\n if ( read_from_stream_nb(stream, clear_data) == 0)\n {\n end_counter ++;\n }\n if (end_counter > CLEAR_CYCLE)\n {\n break;\n }\n }\n return 0;\n}\n\n\n\ntemplate \ninline int empty_stream (hls::stream &stream)\n{\n#pragma HLS INLINE\n int end_counter = 0;\nempty_stream: while (true)\n {\n T clear_data;\n\n if ( read_from_stream_nb(stream, clear_data) == 0)\n {\n end_counter ++;\n }\n else\n {\n end_counter = 0;\n }\n if (end_counter > 4096)\n {\n break;\n }\n }\n return 0;\n}\n\n\n\ntemplate \ninline int write_to_stream (hls::stream &stream, T const& value)\n{\n#pragma HLS INLINE\n int count = 0;\n stream << value;\n return 0;\n}\n\n\ntemplate \ninline int read_from_stream (hls::stream &stream, T & value)\n{\n#pragma HLS INLINE\n value = stream.read();\n return 0;\n#if 0\n if (stream.read_nb(value))\n {\n return 0;\n }\n else\n {\n return -1;\n }\n#endif\n}\n\n\ntemplate \ninline int read_from_stream_nb (hls::stream &stream, T & value)\n{\n#pragma HLS INLINE\n if (stream.empty())\n {\n return 0;\n }\n else\n {\n value = stream.read();\n return 1;\n }\n}\n\n\n\n\n#endif /* __GRAPH_FPGA_H__ */\n" }, { "path": "libgraph/common.h", "content": "#ifndef __COMMON_H__\n#define __COMMON_H__\n\n\n#include \n#include \n#include \n#include \n\n\n#define EXPAND(x) x\n\n\n#define STRINGIFY_MACRO(x) STR(x)\n#define STR(x) #x\n\n#define CONCAT4(n1, n2, n3, n4) STRINGIFY_MACRO(EXPAND(n1)EXPAND(n2)EXPAND(n3)EXPAND(n4))\n\n#define CAT_SECOND_LEVLE(x, y) x ## y\n#define VAR_CONCAT2(x, y) CAT_SECOND_LEVLE(x, y)\n\n\n#ifndef FLAG_SET\n#define FLAG_SET (1u)\n#endif\n\n#ifndef FLAG_RESET\n#define FLAG_RESET (0u)\n#endif\n\n\n#if 1\n\n#define DEBUG_PRINTF(fmt,...) printf(fmt,##__VA_ARGS__); fflush(stdout);\n\n#else\n\n#define DEBUG_PRINTF(fmt,...) ;\n\n#endif\n\n\n#ifndef ARRAY_SIZE\n#define ARRAY_SIZE(arr) sizeof(arr)/sizeof((arr)[0])\n#endif\n\n\ninline unsigned int get_aligned_size(unsigned int in, unsigned int align)\n{\n\tif (in == 0)\n\t{\n\t\treturn align;\n\t}\n\telse\n\t{\n\t\treturn (((((in - 1) / align) + 1) * align));\n\t}\n}\n\n#define SIZE_ALIGNMENT(in,align) get_aligned_size((unsigned int)in,(unsigned int)align)\n\n\n#endif /* __COMMON_H__ */\n" }, { "path": "libgraph/default_entry.cpp", "content": "/* DEFAULT_ENTRY in build.mk */\n\n#include \n#include \n#include \n#include \n\n#include \"host_graph_api.h\"\n#include \"host_graph_verification.h\"\n\n\nusing namespace std;\n\ngraphInfo graphDataInfo;\n\nint main(int argc, char **argv) {\n\n char * xcl_file = NULL;\n if (argc > 1)\n {\n xcl_file = argv[1];\n }\n\n std::string gName;\n if (argc > 2)\n {\n gName = argv[2];\n }\n else\n {\n gName = \"wiki-talk\";\n }\n std::string mode = \"normal\";\n\n DEBUG_PRINTF(\"start main\\n\");\n\n acceleratorInit(\"graph_fpga\", xcl_file);\n\n acceleratorDataLoad(gName, mode, &graphDataInfo);\n\n acceleratorDataPreprocess(&graphDataInfo);\n /* for verification */\n acceleratorCModelDataPreprocess(&graphDataInfo);\n\n for (int runCounter = 0 ; runCounter < 10 ; runCounter ++)\n {\n double startStamp, endStamp;\n startStamp = getCurrentTimestamp();\n\n acceleratorSuperStep(runCounter, &graphDataInfo);\n\n endStamp = getCurrentTimestamp();\n /* for verification */\n acceleratorCModelSuperStep(runCounter, &graphDataInfo);\n \n /* for profile */\n acceleratorProfile(runCounter, runCounter, &graphDataInfo, endStamp - startStamp);\n }\n acceleratorDeinit();\n\n return 0;\n}\n\n" }, { "path": "libgraph/host_graph_api.h", "content": "#ifndef __HOST_GRAPH_API_H__\n#define __HOST_GRAPH_API_H__\n\n#include \n\n\n#include \"common.h\"\n#include \"global_config.h\"\n\ntypedef struct\n{\n int vertexNum;\n int compressedVertexNum;\n int edgeNum;\n int blkNum;\n} graphInfo;\n\n/* misc */\nunsigned int dataPrepareGetArg(graphInfo *info);\nint dataPrepareProperty(graphInfo *info);\ndouble getCurrentTimestamp(void);\nvoid reTransferProp(graphInfo *info);\n\n/* host api -- dataflow */\nint acceleratorInit(const char * name, char *file_name);\nint acceleratorDataLoad(const std::string &gName, const std::string &mode, graphInfo *info);\nint acceleratorDataPreprocess(graphInfo *info);\nint acceleratorSuperStep(int superStep, graphInfo *info);\nint acceleratorDeinit(void);\n\n/* host api -- query */\nvoid* acceleratorQueryRegister(void);\nprop_t* acceleratorQueryProperty(int step);\n\n#include \"host_graph_csv.hpp\"\n\n#endif /* __HOST_GRAPH_API_H__ */\n" }, { "path": "libgraph/host_graph_data_structure.h", "content": "#ifndef __HOST_GRAPH_DATA_STRUCTURE_H__\n#define __HOST_GRAPH_DATA_STRUCTURE_H__\n\n#include \"graph.h\"\n\n#define MAX_PARTITIONS_NUM (128)\n\n\ntypedef struct\n{\n double fpgaExeTime;\n double effic;\n double compress;\n double degree;\n} profileLog;\n\ntypedef struct\n{\n unsigned int listStart;\n unsigned int listEnd;\n unsigned int dstVertexStart;\n unsigned int dstVertexEnd;\n unsigned int srcVertexStart;\n unsigned int srcVertexEnd;\n float scatterCacheRatio;\n float compressRatio;\n he_mem_t edgeTail;\n he_mem_t edgeHead;\n he_mem_t edgeProp;\n he_mem_t tmpProp;\n unsigned int mapedTotalIndex;\n unsigned int cuIndex;\n profileLog log;\n} subPartitionDescriptor;\n\ntypedef struct\n{\n subPartitionDescriptor *sub[SUB_PARTITION_NUM];\n int finalOrder[SUB_PARTITION_NUM];\n unsigned int totalEdge;\n unsigned int subPartitionSize;\n cl_event syncEvent[SUB_PARTITION_NUM];\n cl_event applyEvent;\n double applyExeTime;\n} partitionDescriptor;\n\ntypedef struct\n{\n const char* name;\n int partition_mem_attr;\n int prop_id;\n int output_id;\n cl_kernel kernel;\n he_mem_t prop[2];\n he_mem_t tmpProp;\n} gatherScatterDescriptor;\n\ntypedef struct\n{\n const char* name;\n cl_kernel kernel;\n} applyDescriptor;\n\ntypedef struct\n{\n CSR* csr;\n\n subPartitionDescriptor subPartitions[MAX_PARTITIONS_NUM * SUB_PARTITION_NUM];\n\n partitionDescriptor partitions[MAX_PARTITIONS_NUM];\n\n gatherScatterDescriptor * gsKernel[SUB_PARTITION_NUM];\n\n applyDescriptor * applyKernel;\n\n cl_command_queue gsOps[SUB_PARTITION_NUM];\n\n cl_command_queue applyOps;\n\n cl_program program;\n\n cl_platform_id platform;\n\n cl_device_id device;\n\n cl_context context;\n\n} graphAccelerator;\n\n\nsubPartitionDescriptor * getSubPartition(int partID);\npartitionDescriptor * getPartition(int partID);\n\ngatherScatterDescriptor * getGatherScatter(int kernelID);\napplyDescriptor * getApply(void);\n\ngraphAccelerator * getAccelerator(void);\n\n\ninline int getCuIDbyInterface(int order)\n{\n return he_get_interface_id(order);\n}\n\n\n#endif /* __HOST_GRAPH_DATA_STRUCTURE_H__ */\n" }, { "path": "libgraph/host_graph_dataflow.cpp", "content": "\n#include \"host_graph_sw.h\"\n#include \"host_graph_scheduler.h\"\n\n\ngraphAccelerator thunderGraph;\n\ngraphAccelerator * getAccelerator(void)\n{\n return &thunderGraph;\n}\n\nsubPartitionDescriptor * getSubPartition(int partID)\n{\n return &thunderGraph.subPartitions[partID];\n}\n\npartitionDescriptor * getPartition(int partID)\n{\n return &thunderGraph.partitions[partID];\n}\n\n\nint acceleratorInit(const char * name, char *file_name)\n{\n cl_int status;\n cl_uint numPlatforms;\n cl_uint numDevices;\n graphAccelerator * acc = getAccelerator();\n\n status = clGetPlatformIDs(1, &(acc->platform), &numPlatforms);\n checkStatus(\"Failed clGetPlatformIDs.\");\n DEBUG_PRINTF(\"Found %d platforms!\\n\", numPlatforms);\n\n status = clGetDeviceIDs(acc->platform, CL_DEVICE_TYPE_ALL, 1, &(acc->device), &numDevices);\n checkStatus(\"Failed clGetDeviceIDs.\");\n DEBUG_PRINTF(\"Found %d devices!\\n\", numDevices);\n\n acc->context = clCreateContext(0, 1, &(acc->device), NULL, NULL, &status);\n checkStatus(\"Failed clCreateContext.\");\n\n xcl_world world = xcl_world_single();\n acc->program = xcl_import_binary(world, name, file_name);\n\n kernelInit(acc);\n\n return 0;\n}\n\nint acceleratorSuperStep(int superStep, graphInfo *info)\n{\n graphAccelerator * acc = getAccelerator();\n int blkNum = info->blkNum;\n for (int i = 0; i < blkNum + 1; i ++)\n {\n if (i < blkNum)\n {\n partitionDescriptor * partition = getPartition(i);\n setGsKernel(getArrangedPartitionID(i), superStep, info);\n for (int j = 0; j < SUB_PARTITION_NUM; j ++)\n {\n clEnqueueTask(acc->gsOps[j], getGatherScatter(j)->kernel, 0, NULL,\n &partition->syncEvent[j]);\n }\n }\n#if HAVE_APPLY\n if (i > 0)\n {\n partitionDescriptor * lastPartition;\n lastPartition = getPartition(i - 1);\n\n setApplyKernel(getArrangedPartitionID(i - 1), superStep, info);\n clEnqueueTask(acc->applyOps, getApply()->kernel, SUB_PARTITION_NUM,\n lastPartition->syncEvent,\n &lastPartition->applyEvent);\n }\n#endif\n }\n\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n clFinish(acc->gsOps[i]);\n }\n clFinish(acc->applyOps);\n return 0;\n}\n\n\n\n\nint acceleratorDeinit(void)\n{\n graphAccelerator * acc = getAccelerator();\n /* TODO free other resource */\n\n if (acc->context) clReleaseContext(acc->context);\n\n return 0;\n}\n\n\nvoid* acceleratorQueryRegister(void)\n{\n graphAccelerator * acc = getAccelerator();\n transfer_data_from_pl(acc->context, acc->device,MEM_ID_RESULT_REG);\n return get_host_mem_pointer(MEM_ID_RESULT_REG);\n}\n\nprop_t* acceleratorQueryProperty(int step)\n{\n graphAccelerator * acc = getAccelerator();\n transfer_data_from_pl(acc->context, acc->device, getGatherScatter(0)->prop[step].id);\n prop_t * propValue = (prop_t *)get_host_mem_pointer(getGatherScatter(0)->prop[step].id);\n\n return propValue;\n}\n\n" }, { "path": "libgraph/host_graph_partition.cpp", "content": "\n#include \"host_graph_sw.h\"\n\n#include \"host_graph_mem.h\"\n\n#include \"host_graph_scheduler.h\"\n\n\n#define EDEG_MEMORY_SIZE ((edgeNum + (ALIGN_SIZE * 4) * 128) * 1)\n#define VERTEX_MEMORY_SIZE (((vertexNum - 1)/MAX_VERTICES_IN_ONE_PARTITION + 1) * MAX_VERTICES_IN_ONE_PARTITION)\n\n\nint acceleratorDataLoad(const std::string &gName, const std::string &mode, graphInfo *info)\n{\n graphAccelerator * acc = getAccelerator();\n\n Graph* gptr = createGraph(gName, mode);\n CSR* csr = new CSR(*gptr);\n acc->csr = csr;\n free(gptr);\n\n int vertexNum = csr ->vertexNum;\n int edgeNum = csr ->edgeNum;\n\n\n register_size_attribute(SIZE_IN_EDGE , EDEG_MEMORY_SIZE );\n register_size_attribute(SIZE_IN_VERTEX , VERTEX_MEMORY_SIZE);\n register_size_attribute(SIZE_USER_DEFINE , 1 );\n\n base_mem_init(acc->context);\n\n int *rpa = (int*)get_host_mem_pointer(MEM_ID_RPA);\n int *cia = (int*)get_host_mem_pointer(MEM_ID_CIA);\n\n int *outDeg = (int*)get_host_mem_pointer(MEM_ID_OUT_DEG);\n int *outDegOriginal = (int*)get_host_mem_pointer(MEM_ID_OUT_DEG_ORIGIN);\n for (int i = 0; i < vertexNum; i++) {\n if (i < csr->vertexNum) { // 'vertexNum' may be aligned.\n rpa[i] = csr->rpao[i];\n outDegOriginal[i] = csr->rpao[i + 1] - csr->rpao[i];\n }\n else {\n rpa[i] = 0;\n outDegOriginal[i] = 0;\n }\n }\n rpa[vertexNum] = csr->rpao[vertexNum];\n for (int i = 0; i < edgeNum; i++) {\n cia[i] = csr->ciao[i];\n }\n\n /* compress vertex*/\n unsigned int *vertexMap = (unsigned int *)get_host_mem_pointer(MEM_ID_VERTEX_INDEX_MAP);\n unsigned int *vertexRemap = (unsigned int *)get_host_mem_pointer(MEM_ID_VERTEX_INDEX_REMAP);\n\n unsigned int mapedSourceIndex = 0;\n\n for (int u = 0; u < vertexNum; u++) {\n int num = rpa[u + 1] - rpa[u];\n vertexMap[u] = mapedSourceIndex;\n if (num != 0)\n {\n vertexRemap[mapedSourceIndex] = u;\n outDeg[mapedSourceIndex] = num;\n mapedSourceIndex ++;\n }\n }\n\n info->vertexNum = vertexNum;\n info->compressedVertexNum = mapedSourceIndex;\n info->edgeNum = edgeNum;\n info->blkNum = (mapedSourceIndex + PARTITION_SIZE - 1) / PARTITION_SIZE;\n\n return 0;\n}\n\n\n\nstatic void partitionTransfer(graphInfo *info)\n{\n graphAccelerator * acc = getAccelerator();\n\n DEBUG_PRINTF(\"%s\", \"transfer base mem start\\n\");\n double begin = getCurrentTimestamp();\n\n int base_mem_id[] = {\n MEM_ID_PUSHIN_PROP_MAPPED,\n MEM_ID_OUT_DEG,\n MEM_ID_RESULT_REG\n };\n DEBUG_PRINTF(\"%s\", \"transfer base mem\\n\");\n transfer_data_to_pl(acc->context, acc->device, base_mem_id, ARRAY_SIZE(base_mem_id));\n DEBUG_PRINTF(\"%s\", \"transfer subPartitions mem\\n\");\n for (int i = 0; i < info->blkNum; i ++) {\n for (int k = 0; k < SUB_PARTITION_NUM; k++ )\n {\n //partition->sub[k] = getSubPartition(i * SUB_PARTITION_NUM + k);\n int mem_id[3];\n mem_id[0] = getSubPartition(i * SUB_PARTITION_NUM + k)->edgeTail.id;\n mem_id[1] = getSubPartition(i * SUB_PARTITION_NUM + k)->edgeHead.id;\n mem_id[2] = getSubPartition(i * SUB_PARTITION_NUM + k)->edgeProp.id;\n transfer_data_to_pl(acc->context, acc->device, mem_id, ARRAY_SIZE(mem_id));\n }\n }\n\n DEBUG_PRINTF(\"%s\", \"transfer cu mem\\n\");\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n int mem_id[2];\n mem_id[0] = getGatherScatter(i)->prop[0].id;\n mem_id[1] = getGatherScatter(i)->tmpProp.id;\n transfer_data_to_pl(acc->context, acc->device, mem_id, ARRAY_SIZE(mem_id));\n }\n\n double end = getCurrentTimestamp();\n DEBUG_PRINTF(\"data transfer %lf \\n\", (end - begin) * 1000);\n}\n\nvoid reTransferProp(graphInfo *info)\n{\n dataPrepareProperty(info);\n graphAccelerator * acc = getAccelerator();\n\n int *rpa = (int*)get_host_mem_pointer(MEM_ID_RPA);\n prop_t *vertexPushinPropMapped = (prop_t*)get_host_mem_pointer(MEM_ID_PUSHIN_PROP_MAPPED);\n prop_t *vertexPushinProp = (prop_t*)get_host_mem_pointer(MEM_ID_PUSHIN_PROP);\n unsigned int *vertexMap = (unsigned int *)get_host_mem_pointer(MEM_ID_VERTEX_INDEX_MAP);\n unsigned int *vertexRemap = (unsigned int *)get_host_mem_pointer(MEM_ID_VERTEX_INDEX_REMAP);\n unsigned int mapedSourceIndex = 0;\n int vertexNum = info->vertexNum;\n\n for (int u = 0; u < vertexNum; u++) {\n int num = rpa[u + 1] - rpa[u];\n vertexMap[u] = mapedSourceIndex;\n if (num != 0)\n {\n#if CAHCE_FETCH_DEBUG\n vertexPushinPropMapped[mapedSourceIndex] = mapedSourceIndex;\n#else\n vertexPushinPropMapped[mapedSourceIndex] = vertexPushinProp[u];\n#endif\n vertexRemap[mapedSourceIndex] = u;\n mapedSourceIndex ++;\n }\n }\n process_mem_init(acc->context);\n partitionTransfer(info);\n}\n\n\nvoid partitionFunction(graphInfo *info)\n{\n graphAccelerator * acc = getAccelerator();\n\n int *rpa = (int*)get_host_mem_pointer(MEM_ID_RPA);\n int *cia = (int*)get_host_mem_pointer(MEM_ID_CIA);\n prop_t *vertexPushinPropMapped = (prop_t*)get_host_mem_pointer(MEM_ID_PUSHIN_PROP_MAPPED);\n prop_t *vertexPushinProp = (prop_t*)get_host_mem_pointer(MEM_ID_PUSHIN_PROP);\n unsigned int *vertexMap = (unsigned int *)get_host_mem_pointer(MEM_ID_VERTEX_INDEX_MAP);\n unsigned int *vertexRemap = (unsigned int *)get_host_mem_pointer(MEM_ID_VERTEX_INDEX_REMAP);\n\n schedulerInit(NULL);\n\n unsigned int mapedSourceIndex = 0;\n int vertexNum = info->vertexNum;\n\n for (int u = 0; u < vertexNum; u++) {\n int num = rpa[u + 1] - rpa[u];\n vertexMap[u] = mapedSourceIndex;\n if (num != 0)\n {\n#if CAHCE_FETCH_DEBUG\n vertexPushinPropMapped[mapedSourceIndex] = mapedSourceIndex;\n#else\n vertexPushinPropMapped[mapedSourceIndex] = vertexPushinProp[u];\n#endif\n vertexRemap[mapedSourceIndex] = u;\n mapedSourceIndex ++;\n }\n }\n\n process_mem_init(acc->context);\n\n for (int i = 0; i < info->blkNum; i ++) {\n partitionDescriptor * partition = getPartition(i);\n for (int k = 0; k < SUB_PARTITION_NUM; k++ )\n {\n partition->sub[k] = getSubPartition(i * SUB_PARTITION_NUM + k);\n }\n }\n\n for (int i = 0; i < info->blkNum; i ++) {\n partitionDescriptor * partition = getPartition(i);\n\n /****************************************************************************************************************/\n\n /****************************************************************************************************************/\n uint cur_edge_num = 0;\n int *edgePartitionTailArray = (int*)get_host_mem_pointer(MEM_ID_EDGE_TAIL);\n int *edgePartitionHeadArray = (int*)get_host_mem_pointer(MEM_ID_EDGE_HEAD);\n prop_t *edgePartitionPropArray = (prop_t*)get_host_mem_pointer(MEM_ID_PARTITON_EDGE_PROP);\n prop_t *edgeProp = (prop_t*)get_host_mem_pointer(MEM_ID_EDGE_PROP);\n mapedSourceIndex = 0;\n\n for (int u = 0; u < vertexNum; u++) {\n int start = rpa[u];\n int num = rpa[u + 1] - rpa[u];\n for (int j = 0; j < num; j++) {\n //tmpVertexProp[cia[start + j]] += vertexPushinProp[u];//vertexProp[u] / (csr->rpao[u+1] - csr->rpao[u]);\n int cia_idx = start + j; //printf(\"cia_idx %d\\n\",cia_idx );\n int vertex_idx = vertexMap[cia[cia_idx]];\n if ((vertex_idx >= i * MAX_VERTICES_IN_ONE_PARTITION) && (vertex_idx < (i + 1) * MAX_VERTICES_IN_ONE_PARTITION)) {\n edgePartitionTailArray[cur_edge_num] = vertex_idx;\n edgePartitionHeadArray[cur_edge_num] = mapedSourceIndex;\n edgePartitionPropArray[cur_edge_num] = edgeProp[cia_idx];\n cur_edge_num ++;\n }\n }\n if (num != 0)\n {\n mapedSourceIndex ++;\n }\n }\n\n\n DEBUG_PRINTF(\"\\nunpad edge_tuple_range %d\\n\", cur_edge_num);\n\n\n int unpad_edge_num = cur_edge_num;\n //align at 4k\n\n for (int k = 0; k < (ALIGN_SIZE - (unpad_edge_num % ALIGN_SIZE)); k ++) {\n edgePartitionTailArray[cur_edge_num] = (ENDFLAG - 1);\n edgePartitionHeadArray[cur_edge_num] = edgePartitionHeadArray[cur_edge_num - 1];\n edgePartitionPropArray[cur_edge_num] = 0;\n cur_edge_num ++;\n }\n partition->totalEdge = cur_edge_num;\n\n\n for (int subIndex = 0 ; subIndex < SUB_PARTITION_NUM ; subIndex ++ )\n {\n partition->sub[subIndex]->compressRatio = (double (mapedSourceIndex)) / vertexNum;\n DEBUG_PRINTF(\"ratio %d / %d is %lf \\n\", mapedSourceIndex, vertexNum, partition->sub[subIndex]->compressRatio);\n partition->sub[subIndex]->dstVertexStart = MAX_VERTICES_IN_ONE_PARTITION * (i);\n partition->sub[subIndex]->dstVertexEnd = (((unsigned int)(MAX_VERTICES_IN_ONE_PARTITION * (i + 1)) > mapedSourceIndex) ? mapedSourceIndex : MAX_VERTICES_IN_ONE_PARTITION * (i + 1)) - 1;\n volatile int subPartitionSize = ((partition->totalEdge / SUB_PARTITION_NUM) / ALIGN_SIZE) * ALIGN_SIZE;\n partition->subPartitionSize = subPartitionSize;\n partition->sub[subIndex]->srcVertexStart = edgePartitionHeadArray[subPartitionSize * subIndex];\n partition->sub[subIndex]->srcVertexEnd = edgePartitionHeadArray[subPartitionSize * (subIndex + 1) - 1];\n }\n schedulerSubPartitionArrangement(i);\n\n for (int subIndex = 0 ; subIndex < SUB_PARTITION_NUM ; subIndex ++ )\n {\n int partId = i * SUB_PARTITION_NUM + subIndex;\n int subPartitionSize = partition->subPartitionSize;\n int reOrderIndex = partition->finalOrder[subIndex];\n\n            unsigned int bound = subPartitionSize * (reOrderIndex + 1) + SUB_PARTITION_NUM * ALIGN_SIZE;\n\n partition->sub[subIndex]->listStart = 0;\n partition->sub[subIndex]->listEnd = (bound > partition->totalEdge && reOrderIndex == (SUB_PARTITION_NUM - 1)) ? (partition->totalEdge - (subPartitionSize * reOrderIndex)) : (subPartitionSize);\n partition->sub[subIndex]->mapedTotalIndex = mapedSourceIndex;\n partition->sub[subIndex]->srcVertexStart = edgePartitionHeadArray[subPartitionSize * reOrderIndex];\n partition->sub[subIndex]->srcVertexEnd = edgePartitionHeadArray[subPartitionSize * (reOrderIndex + 1) - 1];\n\n DEBUG_PRINTF(\"[SIZE] %d cur_edge_num sub %d\\n\", partition->totalEdge, partition->sub[subIndex]->listEnd);\n partition_mem_init(acc->context, partId, partition->sub[subIndex]->listEnd, subIndex); // subIndex --> cuIndex\n memcpy(partition->sub[subIndex]->edgeTail.data , &edgePartitionTailArray[subPartitionSize * reOrderIndex], \n partition->sub[subIndex]->listEnd * sizeof(int));\n memcpy(partition->sub[subIndex]->edgeHead.data , &edgePartitionHeadArray[subPartitionSize * reOrderIndex], \n partition->sub[subIndex]->listEnd * sizeof(int));\n memcpy(partition->sub[subIndex]->edgeProp.data , &edgePartitionPropArray[subPartitionSize * reOrderIndex],\n partition->sub[subIndex]->listEnd * sizeof(int));\n }\n }\n\n#define CACHE_UNIT_SIZE (4096 * 2)\n\n\n schedulerPartitionArrangement(info->blkNum);\n\n\n for (int i = 0; i < info->blkNum; i++)\n {\n subPartitionDescriptor * subPartition = getSubPartition(i);\n int *edgePartitionHeadArray = (int*)subPartition->edgeHead.data;\n\n DEBUG_PRINTF(\"\\n----------------------------------------------------------------------------------\\n\");\n DEBUG_PRINTF(\"[PART] subPartitions %d info :\\n\", i);\n DEBUG_PRINTF(\"[PART] \\t edgelist from %d to %d\\n\" , subPartition->listStart , subPartition->listEnd );\n DEBUG_PRINTF(\"[PART] \\t dst. vertex from %d to %d\\n\", subPartition->dstVertexStart , subPartition->dstVertexEnd);\n DEBUG_PRINTF(\"[PART] \\t src. vertex from %d to %d\\n\", subPartition->srcVertexStart , subPartition->srcVertexEnd);\n DEBUG_PRINTF(\"[PART] \\t dump: %d - %d\\n\", (edgePartitionHeadArray[subPartition->listStart]), (edgePartitionHeadArray[subPartition->listEnd - 1]));\n DEBUG_PRINTF(\"[PART] scatter cache ratio %lf \\n\", subPartition->scatterCacheRatio);\n DEBUG_PRINTF(\"[PART] v/e %lf \\n\", (subPartition->dstVertexEnd - subPartition->dstVertexStart)\n / ((float)(subPartition->listEnd - subPartition->listStart)));\n\n DEBUG_PRINTF(\"[PART] v: %d e: %d \\n\", (subPartition->dstVertexEnd - subPartition->dstVertexStart),\n (subPartition->listEnd - subPartition->listStart));\n\n DEBUG_PRINTF(\"[PART] est. efficient %lf\\n\", ((float)(subPartition->listEnd - subPartition->listStart)) / mapedSourceIndex);\n\n DEBUG_PRINTF(\"[PART] compressRatio %lf \\n\\n\", subPartition->compressRatio);\n\n\n /****************************************************************************************************************/\n\n /****************************************************************************************************************/\n\n }\n\n\n for (int i = 0; i < info->blkNum; i++)\n {\n DEBUG_PRINTF(\"[SCHE] %d with %d @ %d \\n\", getArrangedPartitionID(i), getPartition(getArrangedPartitionID(i))->totalEdge, i);\n }\n\n int paddingVertexNum = ((vertexNum - 1) / (ALIGN_SIZE * 4) + 1 ) * (ALIGN_SIZE * 4);\n int *tmpVertexProp = (int*)get_host_mem_pointer(MEM_ID_TMP_VERTEX_PROP);\n for (int i = vertexNum; i < paddingVertexNum; i++)\n {\n tmpVertexProp[i] = 0;\n }\n partitionTransfer(info);\n}\n\nint acceleratorDataPreprocess(graphInfo *info)\n{\n schedulerRegister();\n dataPrepareProperty(info);\n partitionFunction(info);\n return 0;\n}\n" }, { "path": "libgraph/host_graph_sw.h", "content": "#ifndef __HOST_GRAPH_SW_H__\n#define __HOST_GRAPH_SW_H__\n\n#include \"para_check.h\"\n#include \n\n#include \"common.h\"\n#include \"global_config.h\"\n\n#include \"graph.h\"\n\n#include \"he_mem.h\"\n#include \"he_mem_id.h\"\n\n#include \"host_graph_api.h\"\n#include \"host_graph_misc_inner.h\"\n#include \"host_graph_data_structure.h\"\n#include \"host_graph_kernel.h\"\n#include \"host_graph_verification.h\"\n#include \"host_graph_csv.hpp\"\n\n#endif /* __HOST_GRAPH_SW_H__ */\n" }, { "path": "libgraph/kernel/host_graph_kernel.cpp", "content": "\n#include \"host_graph_sw.h\"\n\n\n#define HW_EMU_DEBUG (0)\n#define HW_EMU_DEBUG_SIZE (16384 * 4)\n\ngatherScatterDescriptor localGsKernel[] = {\n {\n .name = \"readEdgesCU1\",\n },\n {\n .name = \"readEdgesCU2\",\n },\n {\n .name = \"readEdgesCU3\",\n },\n {\n .name = \"readEdgesCU4\",\n },\n};\n\napplyDescriptor localApplyKernel[] =\n{\n {\n .name = \"vertexApply\",\n },\n};\n\ngatherScatterDescriptor * getGatherScatter(int kernelID)\n{\n return &localGsKernel[kernelID];\n}\n\napplyDescriptor * getApply(void)\n{\n return &localApplyKernel[DEFAULT_KERNEL_ID];\n}\n\nvoid kernelInit(graphAccelerator * acc)\n{\n cl_int status;\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n getGatherScatter(i)->kernel = clCreateKernel(acc->program, getGatherScatter(i)->name, &status);\n checkStatus(\"Failed clCreateKernel gs.\");\n acc->gsKernel[i] = getGatherScatter(i);\n }\n\n#if HAVE_APPLY\n\n getApply()->kernel = clCreateKernel(acc->program, getApply()->name, &status);\n checkStatus(\"Failed clCreateKernel apply.\");\n acc->applyKernel = getApply();\n\n#endif\n\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n acc->gsOps[i] = clCreateCommandQueue(acc->context, acc->device, CL_QUEUE_PROFILING_ENABLE, &status);\n checkStatus(\"Failed clCreateCommandQueue of gsOps.\");\n }\n acc->applyOps = clCreateCommandQueue(acc->context, acc->device, CL_QUEUE_PROFILING_ENABLE, &status);\n checkStatus(\"Failed clCreateCommandQueue of applyOps.\");\n}\n\nvoid setGsKernel(int partId, int superStep, graphInfo *info)\n{\n int currentPropId = superStep % 2;\n\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n gatherScatterDescriptor * gsHandler = getGatherScatter(i);\n subPartitionDescriptor * partition = getSubPartition(partId * SUB_PARTITION_NUM + i);\n int argvi = 0;\n int edgeEnd = partition->listEnd;\n int sinkStart = 0;\n int sinkEnd = MAX_VERTICES_IN_ONE_PARTITION;\n\n#if HW_EMU_DEBUG\n edgeEnd = HW_EMU_DEBUG_SIZE;\n#endif\n\n clSetKernelArg(gsHandler->kernel, argvi++, sizeof(cl_mem), get_cl_mem_pointer(partition->edgeHead.id));\n clSetKernelArg(gsHandler->kernel, argvi++, sizeof(cl_mem), get_cl_mem_pointer(gsHandler->prop[currentPropId].id));\n clSetKernelArg(gsHandler->kernel, argvi++, sizeof(cl_mem), get_cl_mem_pointer(partition->edgeTail.id));\n\n clSetKernelArg(gsHandler->kernel, argvi++, sizeof(cl_mem), get_cl_mem_pointer(partition->tmpProp.id));\n he_set_dirty(partition->tmpProp.id);\n\n#if HAVE_EDGE_PROP\n clSetKernelArg(gsHandler->kernel, argvi++, sizeof(cl_mem), get_cl_mem_pointer(partition->edgeProp.id));\n#endif\n clSetKernelArg(gsHandler->kernel, argvi++, sizeof(int), &edgeEnd);\n clSetKernelArg(gsHandler->kernel, argvi++, sizeof(int), &sinkStart);\n clSetKernelArg(gsHandler->kernel, argvi++, sizeof(int), &sinkEnd);\n }\n}\n\n#if CUSTOMIZE_APPLY == 0\n\n\nvoid setApplyKernel(int partId, int superStep, graphInfo *info)\n{\n#if HAVE_APPLY\n int currentPropId = superStep % 2;\n int updatePropId = (superStep + 1) % 2;\n\n applyDescriptor * applyHandler = getApply();\n int argvi = 0;\n unsigned int argReg = dataPrepareGetArg(info);\n subPartitionDescriptor *p_partition = getSubPartition(partId * SUB_PARTITION_NUM);\n\n volatile unsigned int partitionVertexNum = ((p_partition->dstVertexEnd - p_partition->dstVertexStart)\n / (ALIGN_SIZE ) + 1) * (ALIGN_SIZE );\n int sink_end = partitionVertexNum;\n int offset = p_partition->dstVertexStart;\n\n\n clSetKernelArg(applyHandler->kernel, argvi++, sizeof(cl_mem),\n get_cl_mem_pointer(getGatherScatter(getCuIDbyInterface(DEFAULT_KERNEL_ID))->prop[currentPropId].id));\n\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n clSetKernelArg(applyHandler->kernel, argvi++, sizeof(cl_mem),\n get_cl_mem_pointer(getSubPartition(partId * SUB_PARTITION_NUM + i)->tmpProp.id)\n );\n }\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n clSetKernelArg(applyHandler->kernel, argvi++, sizeof(cl_mem),\n get_cl_mem_pointer(getGatherScatter(i)->prop[updatePropId].id)\n );\n he_set_dirty(getGatherScatter(i)->prop[updatePropId].id);\n }\n\n#if HAVE_APPLY_OUTDEG\n clSetKernelArg(applyHandler->kernel, argvi++, sizeof(cl_mem), get_cl_mem_pointer(MEM_ID_OUT_DEG));\n#endif\n clSetKernelArg(applyHandler->kernel, argvi++, sizeof(cl_mem), get_cl_mem_pointer(MEM_ID_RESULT_REG));\n he_set_dirty(MEM_ID_RESULT_REG);\n\n clSetKernelArg(applyHandler->kernel, argvi++, sizeof(int), &sink_end);\n clSetKernelArg(applyHandler->kernel, argvi++, sizeof(int), &offset);\n clSetKernelArg(applyHandler->kernel, argvi++, sizeof(int), &argReg);\n#endif\n}\n\n#endif\n" }, { "path": "libgraph/kernel/host_graph_kernel.h", "content": "#ifndef __HOST_GRAPH_SW_KERNEL_H__\n#define __HOST_GRAPH_SW_KERNEL_H__\n\nvoid kernelInit(graphAccelerator * acc);\n\nvoid setGsKernel(int partId, int superStep, graphInfo *info);\n\nvoid setApplyKernel(int partId, int superStep, graphInfo *info);\n\n\n#endif /* __HOST_GRAPH_SW_KERNEL_H__ */\n" }, { "path": "libgraph/memory/he_mapping.cpp", "content": "#include \"common.h\"\n#include \"he_mem.h\"\n\ntypedef struct\n{\n int cu_id;\n int mem_id;\n int he_attr_id;\n int interface_id;\n} cumem_lut_t;\n\n\ntypedef struct\n{\n int interface_id;\n int mem_id;\n int he_attr_id;\n} attr_lut_t;\n\nconst attr_lut_t attr_mapping[] =\n{\n {\n .interface_id = 0,\n .mem_id = XCL_MEM_DDR_BANK0,\n .he_attr_id = ATTR_PL_DDR0,\n },\n {\n .interface_id = 1,\n .mem_id = XCL_MEM_DDR_BANK1,\n .he_attr_id = ATTR_PL_DDR1,\n },\n {\n .interface_id = 2,\n .mem_id = XCL_MEM_DDR_BANK2,\n .he_attr_id = ATTR_PL_DDR2,\n },\n\n {\n .interface_id = 3,\n .mem_id = XCL_MEM_DDR_BANK3,\n .he_attr_id = ATTR_PL_DDR3,\n },\n};\n\n\n#include \"mapping.h\"\n\nint he_get_mem_attr(int attr_id)\n{\n#if HAVE_APPLY\n int total_mapping_items = ARRAY_SIZE(attr_mapping);\n#else\n int total_mapping_items = SUB_PARTITION_NUM;\n#endif\n for (int i = 0; i < total_mapping_items; i++)\n {\n if (attr_mapping[i].he_attr_id == attr_id)\n {\n return attr_mapping[i].mem_id;\n }\n }\n return (attr_mapping[SUB_PARTITION_NUM - 1].mem_id);\n}\n\n\nint he_get_interface_id(int cu_id)\n{\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n if (mapping_item[i].cu_id == cu_id)\n {\n return mapping_item[i].interface_id;\n }\n }\n return (mapping_item[SUB_PARTITION_NUM - 1].interface_id);\n}\n\n\nint he_get_attr_by_cu(int cu_id)\n{\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n if (mapping_item[i].cu_id == cu_id)\n {\n return mapping_item[i].he_attr_id;\n }\n }\n return (mapping_item[SUB_PARTITION_NUM - 1].he_attr_id);\n}\n" }, { "path": "libgraph/memory/he_mem.cpp", "content": "#include \n#include \n#include \n#include \n#include \n\n#include \"common.h\"\n#include \"he_mem.h\"\n#include \"he_mem_id.h\"\n\n#include \"he_mem_attr.h\"\n\n//#define HE_DEBUG(fmt,...) printf(fmt,##__VA_ARGS__); fflush(stdout);\n#define HE_DEBUG(fmt,...) ;\n\nint he_set_dirty(int id)\n{\n he_mem_t * p_mem = get_he_mem(id);\n if (p_mem)\n {\n HE_DEBUG(\"[HE_DEBUG] 0x%08x set dirty\\n\", id);\n p_mem->dirty_flags = FLAG_SET;\n return 0;\n }\n return -1;\n}\n\n\nint he_set_clean(int id)\n{\n he_mem_t * p_mem = get_he_mem(id);\n if (p_mem)\n {\n HE_DEBUG(\"[HE_DEBUG] 0x%08x set clean\\n\", id);\n p_mem->dirty_flags = FLAG_RESET;\n return 0;\n }\n return -1;\n}\n\nint he_get_dirty_flag(int id)\n{\n he_mem_t * p_mem = get_he_mem(id);\n if (p_mem)\n {\n return p_mem->dirty_flags;\n }\n return -1;\n}\n\n\nstatic std::vector mem_list;\n\nint register_size_attribute(unsigned int attr_id, int value)\n{\n for (unsigned int i = 0; i < ARRAY_SIZE(local_size_ctrl); i++)\n {\n if (attr_id == local_size_ctrl[i].size_attr)\n {\n local_size_ctrl[i].scale = value;\n return 0;\n }\n }\n return -1;\n}\n\nunsigned int get_size_attribute(unsigned int attr_id)\n{\n int value = 1;\n for (unsigned int i = 0; i < ARRAY_SIZE(local_size_ctrl); i++)\n {\n if (attr_id == local_size_ctrl[i].size_attr)\n {\n value = local_size_ctrl[i].scale;\n break;\n }\n }\n return value;\n}\n\n\n\nint he_mem_init(cl_context &dev_context, he_mem_t * item)\n{\n cl_int status;\n if (item == NULL)\n {\n DEBUG_PRINTF(\"%s\", \"[INIT] error input of he_mem_t\\n\");\n return -1;\n }\n\n item->size = item->unit_size * get_size_attribute(item->size_attr);\n item->size = SIZE_ALIGNMENT(item->size, 64 * 1024);\n\n item->data = clSVMAlloc(dev_context, 0, item->size, 64 * 1024);\n\n memset(item->data, 0 , item->size);\n\n HE_DEBUG(\"[INIT] alignment allocate for %s in %p with size %d\\n\",\n item->name,\n item->data,\n item->size)\n if (item->data == NULL)\n {\n DEBUG_PRINTF(\"[INIT] alignment allocate for %s error !\\n\", item->name);\n return -2;\n }\n he_mem_lookup_t lut_item;\n lut_item.id = item->id;\n lut_item.p_mem = item;\n mem_list.push_back(lut_item);\n /* TODO: check duplicate id */\n\n if (item->attr == ATTR_HOST_ONLY) {\n return 0;\n }\n else if (item->attr >= ATTR_ERROR) {\n DEBUG_PRINTF(\"[INIT] error attr %s %d\\n\", item->name, item->attr);\n return -3;\n }\n else if (item->attr == ATTR_PL_DEFAULT) {\n item->device = clCreateBuffer(dev_context, CL_MEM_READ_WRITE, item->size, 0, &status);\n if (status != CL_SUCCESS) {\n DEBUG_PRINTF(\"[INIT] cl mem error %s %d in %d\\n\", item->name, item->attr, status);\n exit(1);\n }\n }\n else {\n#ifdef SW_DEBUG\n item->device = clCreateBuffer(dev_context, CL_MEM_READ_WRITE, item->size, 0, &status);\n if (status != CL_SUCCESS) {\n DEBUG_PRINTF(\"[INIT] cl mem error %s %d in %d\\n\", item->name, item->attr, status);\n exit(1);\n }\n#else\n item->ext_attr.obj = item->data;\n item->ext_attr.param = 0;\n item->ext_attr.flags = he_get_mem_attr(item->attr);\n\n item->device = clCreateBuffer(dev_context, CL_MEM_READ_WRITE | CL_MEM_USE_HOST_PTR | CL_MEM_EXT_PTR_XILINX,\n item->size , &item->ext_attr, &status);\n item->dirty_flags = FLAG_RESET;\n if (status != CL_SUCCESS) {\n DEBUG_PRINTF(\"[INIT] cl mem error %s %d in %d\\n\", item->name, item->attr, status);\n exit(1);\n }\n#endif\n }\n\n return 0;\n}\n\nhe_mem_t* get_he_mem(unsigned int id)\n{\n for (auto lut_item : mem_list)\n {\n if (id == lut_item.id)\n {\n return lut_item.p_mem;\n }\n }\n HE_DEBUG(\"[ERROR] get he mem error %d \\n\", id);\n return NULL;\n}\n\nvoid* get_host_mem_pointer(int id)\n{\n he_mem_t * p_mem = get_he_mem(id);\n if (p_mem)\n {\n return p_mem->data;\n }\n return NULL;\n}\n\nvoid clear_host_mem(int id)\n{\n he_mem_t * p_mem = get_he_mem(id);\n if (p_mem)\n {\n memset(p_mem->data, 0 , p_mem->size);\n return;\n }\n DEBUG_PRINTF(\"%s %d do not found\\n\", __FUNCTION__, id);\n return;\n}\ncl_mem* get_cl_mem_pointer(int id)\n{\n he_mem_t * p_mem = get_he_mem(id);\n if (p_mem)\n {\n if (p_mem->attr == ATTR_HOST_ONLY)\n {\n DEBUG_PRINTF(\"[ERROR] cl mem %d %s is host only\\n\", id, p_mem->name );\n return NULL;\n }\n return &(p_mem->device);\n }\n DEBUG_PRINTF(\"cl mem %d do not found \\n\", id );\n return NULL;\n}\n\nint transfer_data_to_pl(cl_context &dev_context, cl_device_id device_id, int* id_array, int size)\n{\n cl_int status;\n cl_command_queue ops;\n ops = clCreateCommandQueue(dev_context, device_id, CL_QUEUE_PROFILING_ENABLE, &status);\n if (status != CL_SUCCESS) {\n DEBUG_PRINTF(\"%s failed to create queue %d \\n\", __FUNCTION__, status);\n exit(1);\n }\n for (int i = 0; i < size; i++)\n {\n int mem_id = id_array[i];\n he_mem_t *p_mem = get_he_mem(mem_id);\n if (p_mem == NULL)\n {\n DEBUG_PRINTF(\"%s error memid %d\\n\", __FUNCTION__, mem_id);\n return -1;\n }\n if (p_mem->attr == ATTR_HOST_ONLY)\n {\n continue;\n }\n HE_DEBUG(\"[HEME] %s enqueue size %d @ %p\\n\", p_mem->name, p_mem->size, p_mem->data );\n status = clEnqueueMigrateMemObjects(ops, 1, &p_mem->device, 0, 0, NULL, NULL);\n if (status != CL_SUCCESS) {\n DEBUG_PRINTF(\"%s enqueue failed %d\\n\", p_mem->name, status);\n exit(1);\n }\n HE_DEBUG(\"[HEME] %s enqueue success\\n\", p_mem->name);\n }\n clFinish(ops);\n return 0;\n}\nint transfer_data_from_pl(cl_context &dev_context, cl_device_id device_id, int mem_id)\n{\n cl_int status;\n cl_command_queue ops;\n ops = clCreateCommandQueue(dev_context, device_id, CL_QUEUE_PROFILING_ENABLE, &status);\n he_mem_t *p_mem = get_he_mem(mem_id);\n if (p_mem == NULL)\n {\n DEBUG_PRINTF(\"%s error memid %d\\n\", __FUNCTION__, mem_id);\n return -1;\n }\n if (p_mem->dirty_flags == FLAG_RESET)\n {\n HE_DEBUG(\"0x%08x is clean\\n\", mem_id);\n }\n else\n {\n HE_DEBUG(\"0x%08x is dirty\\n\", mem_id);\n status = clEnqueueMigrateMemObjects(ops, 1, &p_mem->device, CL_MIGRATE_MEM_OBJECT_HOST, 0, NULL, NULL);\n clFinish(ops);\n p_mem->dirty_flags = FLAG_RESET;\n }\n //status = clEnqueueReadBuffer(ops, p_mem->device, CL_TRUE, 0, p_mem->size , p_mem->data, 0, NULL, NULL);\n\n return 0;\n}\n\nstd::vector allocate_he_mem;\n\n\n\nint he_mem_from_bin(std::string file_name, int he_id, int mem_id)\n{\n return 0;\n}\n\n" }, { "path": "libgraph/memory/he_mem.h", "content": "#ifndef __HE_MEM_H__\n#define __HE_MEM_H__\n\n\n#include \"xcl.h\"\n\n#define ATTR_HOST_ONLY (0)\n#define ATTR_PL_DEFAULT (1)\n#define ATTR_PL_DDR0 (2)\n#define ATTR_PL_DDR1 (3)\n#define ATTR_PL_DDR2 (4)\n#define ATTR_PL_DDR3 (5)\n#define ATTR_ERROR (6)\n\ntypedef struct\n{\n const unsigned int size_attr;\n unsigned int scale;\n\n} size_attr_ctrl_t;\n\n#define clSVMAlloc(context,flag,size,alignment) memalign(alignment,size)\n\ntypedef struct\n{\n unsigned int id;\n const char *name;\n unsigned int attr;\n unsigned int unit_size;\n unsigned int size_attr;\n\n unsigned int size;\n void *data;\n cl_mem device;\n cl_mem_ext_ptr_t ext_attr;\n\n unsigned int dirty_flags;\n} he_mem_t;\n\ntypedef struct \n{\n unsigned int id;\n he_mem_t *p_mem; \n} he_mem_lookup_t;\n\n\nint register_size_attribute(unsigned int attr_id,int value);\n\nunsigned int get_size_attribute(unsigned int attr_id);\n\nint he_mem_init(cl_context &dev_context, he_mem_t * item);\n\ncl_mem* get_cl_mem_pointer(int id);\n\nvoid* get_host_mem_pointer(int id);\n\nhe_mem_t* get_he_mem(unsigned int id);\n\nvoid clear_host_mem(int id);\n\nint transfer_data_from_pl(cl_context &dev_context, cl_device_id device_id, int mem_id);\n\nint transfer_data_to_pl(cl_context &dev_context, cl_device_id device_id, int* id_array, int size);\n\n\n/************* host & device memory coherent *******************/\nint he_set_dirty(int id);\n\nint he_set_clean(int id);\n\nint he_get_dirty_flag(int id);\n\n/************* memory channel, interface mapping ***************/\nint he_get_interface_id(int cu_id);\n\nint he_get_mem_attr(int attr_id);\n\nint he_get_attr_by_cu(int cu_id);\n\n#endif /* __HE_MEM_H__ */\n" }, { "path": "libgraph/memory/he_mem_attr.h", "content": "#ifndef __MEM_ATTR_H__\n#define __MEM_ATTR_H__\n\n\nsize_attr_ctrl_t local_size_ctrl[] = \n{\n {\n .size_attr = SIZE_IN_EDGE,\n },\n {\n .size_attr = SIZE_IN_VERTEX,\n },\n {\n .size_attr = SIZE_USER_DEFINE,\n }\n};\n\n\n#endif /* __MEM_ATTR_H__ */\n" }, { "path": "libgraph/memory/he_mem_config.h", "content": "#ifndef __MEM_CONFIG_H__\n#define __MEM_CONFIG_H__\n\n\n\nhe_mem_t local_mem[] =\n{\n {\n MEM_ID_PROP_FOR_DATAPREPARE,\n \"data prepare\",\n ATTR_HOST_ONLY,\n sizeof(prop_t),\n SIZE_IN_VERTEX,\n },\n {\n MEM_ID_TEST,\n \"test\",\n ATTR_PL_DDR1,\n sizeof(prop_t),\n SIZE_IN_VERTEX,\n },\n\n // tmp property\n {\n MEM_ID_TMP_VERTEX_PROP,\n \"tmpVertexProp\",\n ATTR_HOST_ONLY,\n sizeof(prop_t),\n SIZE_IN_VERTEX,\n },\n {\n MEM_ID_VERTEX_PROP_VERIFY,\n \"vertexProp for verification\",\n ATTR_HOST_ONLY,\n sizeof(prop_t),\n SIZE_IN_VERTEX,\n },\n\n {\n MEM_ID_EDGE_TAIL,\n \"edgesTailArray\",\n ATTR_HOST_ONLY,\n sizeof(prop_t),\n SIZE_IN_EDGE,\n },\n {\n MEM_ID_EDGE_HEAD,\n \"edgesHeadArray\",\n ATTR_HOST_ONLY,\n sizeof(int),\n SIZE_IN_EDGE,\n },\n {\n MEM_ID_PUSHIN_PROP,\n \"vertexPushinProp\",\n ATTR_HOST_ONLY,\n sizeof(int),\n SIZE_IN_VERTEX,\n },\n {\n MEM_ID_PUSHIN_PROP_MAPPED,\n \"vertexPushinPropMapped\",\n ATTR_HOST_ONLY,\n sizeof(int),\n SIZE_IN_VERTEX,\n },\n {\n MEM_ID_HOST_PROP_PING,\n \"hostVerificationPropPing\",\n ATTR_HOST_ONLY,\n sizeof(prop_t),\n SIZE_IN_VERTEX,\n },\n {\n MEM_ID_HOST_PROP_PONG,\n \"hostVerificationPropPong\",\n ATTR_HOST_ONLY,\n sizeof(prop_t),\n SIZE_IN_VERTEX,\n },\n {\n MEM_ID_TMP_VERTEX_VERIFY,\n \"tmpVertexPropVerify\",\n ATTR_HOST_ONLY,\n sizeof(prop_t),\n SIZE_IN_VERTEX,\n },\n {\n MEM_ID_OUT_DEG,\n \"outDeg\",\n ATTR_PL_DDR2,\n sizeof(int),\n SIZE_IN_VERTEX,\n },\n {\n MEM_ID_OUT_DEG_ORIGIN,\n \"outDeg origin\",\n ATTR_HOST_ONLY,\n sizeof(int),\n SIZE_IN_VERTEX,\n },\n {\n MEM_ID_RESULT_REG,\n \"error\",\n ATTR_PL_DDR2,\n sizeof(int) * 64,\n SIZE_USER_DEFINE,\n },\n {\n MEM_ID_RPA,\n \"rpa\",\n ATTR_HOST_ONLY,\n sizeof(int) * 2,\n SIZE_IN_VERTEX,\n },\n {\n MEM_ID_CIA,\n \"cia\",\n ATTR_HOST_ONLY,\n sizeof(int) * 2,\n SIZE_IN_EDGE,\n },\n {\n MEM_ID_EDGE_PROP,\n \"edgeProp\",\n ATTR_HOST_ONLY,\n sizeof(int),\n SIZE_IN_EDGE,\n },\n {\n MEM_ID_PARTITON_EDGE_PROP,\n \"edgePartitionProp\",\n ATTR_HOST_ONLY,\n sizeof(int),\n SIZE_IN_EDGE,\n },\n {\n MEM_ID_VERTEX_INDEX_MAP,\n \"indexMap\",\n ATTR_HOST_ONLY,\n sizeof(int),\n SIZE_IN_VERTEX,\n },\n {\n MEM_ID_VERTEX_INDEX_REMAP,\n \"indexRemap\",\n ATTR_HOST_ONLY,\n sizeof(int),\n SIZE_IN_VERTEX,\n },\n {\n MEM_ID_VERTEX_INDEX_BIT_ORI,\n \"sourceBitmapOri\",\n ATTR_HOST_ONLY,\n sizeof(int),\n SIZE_IN_EDGE,\n },\n {\n MEM_ID_VERTEX_INDEX_BIT,\n \"sourceBitmap\",\n ATTR_HOST_ONLY,\n sizeof(int),\n SIZE_IN_EDGE,\n },\n {\n MEM_ID_ACTIVE_VERTEX_NUM,\n \"activeVertexNum\",\n ATTR_HOST_ONLY,\n sizeof(prop_t),\n SIZE_IN_VERTEX,\n },\n};\n\n\n#endif /* __MEM_CONFIG_H__ */\n\n" }, { "path": "libgraph/memory/he_mem_id.h", "content": "#ifndef __HE_MEM_ID_H__\n#define __HE_MEM_ID_H__\n\n\n\n#define SIZE_IN_EDGE (0)\n#define SIZE_IN_VERTEX (1)\n#define SIZE_USER_DEFINE (2)\n\n\n\n\n\n#define MEM_ID_EDGE_TAIL (1)\n#define MEM_ID_EDGE_HEAD (2)\n#define MEM_ID_PUSHIN_PROP (3)\n#define MEM_ID_PROP_FOR_DATAPREPARE (4)\n#define MEM_ID_TMP_VERTEX_PROP (5)\n#define MEM_ID_TMP_VERTEX_VERIFY (6)\n#define MEM_ID_OUT_DEG (7)\n#define MEM_ID_RESULT_REG (8)\n#define MEM_ID_RPA (10)\n#define MEM_ID_CIA (11)\n#define MEM_ID_EDGE_PROP (12)\n#define MEM_ID_VERTEX_PROP_VERIFY (14)\n#define MEM_ID_PUSHIN_PROP_MAPPED (15)\n#define MEM_ID_VERTEX_INDEX_MAP (16)\n#define MEM_ID_VERTEX_INDEX_REMAP (17)\n#define MEM_ID_VERTEX_INDEX_BIT_ORI (18)\n#define MEM_ID_VERTEX_INDEX_BIT (19)\n\n#define MEM_ID_ACTIVE_VERTEX (20)\n#define MEM_ID_ACTIVE_VERTEX_NUM (21)\n\n#define MEM_ID_OUT_DEG_ORIGIN (22)\n#define MEM_ID_HOST_PROP_PING (23)\n#define MEM_ID_HOST_PROP_PONG\t\t(24)\n#define MEM_ID_PARTITON_EDGE_PROP (25)\n\n#define MEM_ID_TEST \t (26)\n\n#define MEM_ID_PARTITION_BASE (100)\n\n#define MEM_ID_PARTITION_OFFSET (128)\n\n\n#define MEM_ID_GS_BASE (8192)\n#define MEM_ID_GS_OFFSET (128)\n\n#define MEM_ID_CUSTOM_BASE (16384)\n\n\n\n#define MEM_ID_USER_DEFINE_BASE (16384 * 2)\n\n\n#endif /* __HE_MEM_ID_H__ */\n" }, { "path": "libgraph/misc/data_helper.cpp", "content": "#include \n\n#include \"graph.h\"\n\nGraph* createGraph(const std::string &gName, const std::string &mode) {\n Graph* gptr;\n std::string dir;\n if (mode == \"normal\") dir = \"/graph_data/\";\n\n else {\n std::cout << \"unknown execution environment.\" << std::endl;\n exit(0);\n }\n\n if (gName == \"dblp\") {\n gptr = new Graph(dir + \"dblp.ungraph.txt\");\n }\n else if (gName == \"youtube\") {\n gptr = new Graph(dir + \"youtube.ungraph.txt\");\n }\n else if (gName == \"lj\") {\n gptr = new Graph(dir + \"lj.ungraph.txt\");\n }\n else if (gName == \"pokec\") {\n gptr = new Graph(dir + \"pokec-relationships.txt\");\n }\n else if (gName == \"wiki-talk\") {\n gptr = new Graph(dir + \"wiki-Talk.txt\");\n }\n else if (gName == \"lj1\") {\n gptr = new Graph(dir + \"LiveJournal1.txt\");\n }\n else if (gName == \"rmat-12-8\") {\n gptr = new Graph(dir + \"rmat-12-8.txt\");\n }\n else if (gName == \"rmat-21-32\") {\n gptr = new Graph(dir + \"rmat-21-32.txt\");\n }\n else if (gName == \"rmat-19-32\") {\n gptr = new Graph(dir + \"rmat-19-32.txt\");\n }\n else if (gName == \"rmat-21-128\") {\n gptr = new Graph(dir + \"rmat-21-128.txt\");\n }\n else if (gName == \"twitter\") {\n gptr = new Graph(dir + \"twitter_rv.txt\");\n }\n else if (gName == \"friendster\") {\n gptr = new Graph(dir + \"friendster.ungraph.txt\");\n }\n else if (gName == \"example\") {\n gptr = new Graph(dir + \"rmat-1k-10k.txt\");\n }\n else if (gName == \"rmat-12-4\") {\n gptr = new Graph(dir + \"rmat-12-4.txt\");\n }\n else if (gName == \"rmat-23-4\") {\n gptr = new Graph(dir + \"rmat-23-4.txt\");\n }\n else if (gName == \"rmat-23-16\") {\n gptr = new Graph(dir + \"rmat-23-16.txt\");\n }\n else if (gName == \"wiki-Talk\") {\n gptr = new Graph(dir + \"soc-wiki-Talk-dir.mtx\");\n }\n else if (gName == \"orkut\") {\n gptr = new Graph(dir + \"soc-orkut-dir.edges\");\n }\n else if (gName == \"twitter-higgs\") {\n gptr = new Graph(dir + \"soc-twitter-higgs.edges\");\n }\n else if (gName == \"twitter-2010\") {\n gptr = new Graph(dir + \"soc-twitter-2010.mtx\");\n }\n else if (gName == \"google\") {\n gptr = new Graph(dir + \"web-Google.mtx\");\n }\n else if (gName == \"mouse-gene\") {\n gptr = new Graph(dir + \"bio-mouse-gene.edges\");\n }\n else if (gName == \"flixster\") {\n gptr = new Graph(dir + \"soc-flixster.mtx\");\n }\n else if (gName == \"rmat-24-16\") {\n gptr = new Graph(dir + \"rmat-24-16.txt\");\n }\n else {\n gptr = new Graph(gName);\n }\n return gptr;\n}\n\n\ndouble getCurrentTimestamp(void) {\n timespec a;\n clock_gettime(CLOCK_MONOTONIC, &a);\n return (double(a.tv_nsec) * 1.0e-9) + double(a.tv_sec);\n}\n\n" }, { "path": "libgraph/misc/graph.cpp", "content": "#include \"graph.h\"\n#include \n#include \n#include \n\nvoid Graph::loadFile(\n const std::string& gName,\n std::vector> &data\n)\n{\n std::ifstream fhandle(gName.c_str());\n if (!fhandle.is_open()) {\n HERE;\n std::cout << \"Failed to open \" << gName << std::endl;\n exit(EXIT_FAILURE);\n }\n\n std::string line;\n while (std::getline(fhandle, line)) {\n std::istringstream iss(line);\n data.push_back(\n std::vector(std::istream_iterator(iss),\n std::istream_iterator())\n );\n }\n fhandle.close();\n\n std::cout << \"Graph \" << gName << \" is loaded.\" << std::endl;\n}\n\nint Graph::getMaxIdx(const std::vector> &data) {\n int maxIdx = data[0][0];\n for (auto it1 = data.begin(); it1 != data.end(); it1++) {\n for (auto it2 = it1->begin(); it2 != it1->end(); it2++) {\n if (maxIdx <= (*it2)) {\n maxIdx = *it2;\n }\n }\n }\n return maxIdx;\n}\n\nint Graph::getMinIdx(const std::vector> &data) {\n int minIdx = data[0][0];\n for (auto it1 = data.begin(); it1 != data.end(); it1++) {\n for (auto it2 = it1->begin(); it2 != it1->end(); it2++) {\n if (minIdx >= (*it2)) {\n minIdx = *it2;\n }\n }\n }\n return minIdx;\n}\n\nGraph::Graph(const std::string& gName) {\n\n // Check if it is undirectional graph\n auto found = gName.find(\"ungraph\", 0);\n if (found != std::string::npos)\n isUgraph = true;\n else\n isUgraph = false;\n\n std::vector> data;\n loadFile(gName, data);\n vertexNum = getMaxIdx(data) + 1;\n edgeNum = (int)data.size();\n std::cout << \"vertex num: \" << vertexNum << std::endl;\n std::cout << \"edge num: \" << edgeNum << std::endl;\n\n for (int i = 0; i < vertexNum; i++) {\n Vertex* v = new Vertex(i);\n vertices.push_back(v);\n }\n\n for (auto it = data.begin(); it != data.end(); it++) {\n int srcIdx = (*it)[0];\n int dstIdx = (*it)[1];\n vertices[srcIdx]->outVid.push_back(dstIdx);\n vertices[dstIdx]->inVid.push_back(srcIdx);\n if (isUgraph && srcIdx != dstIdx) {\n vertices[dstIdx]->outVid.push_back(srcIdx);\n vertices[srcIdx]->inVid.push_back(dstIdx);\n }\n }\n\n for (auto it = vertices.begin(); it != vertices.end(); it++) {\n (*it)->inDeg = (int)(*it)->inVid.size();\n (*it)->outDeg = (int)(*it)->outVid.size();\n }\n}\n\nCSR::CSR(const Graph &g) : vertexNum(g.vertexNum), edgeNum(g.edgeNum) {\n rpao.resize(vertexNum + 1);\n rpai.resize(vertexNum + 1);\n rpao[0] = 0;\n rpai[0] = 0;\n for (int i = 0; i < vertexNum; i++) {\n rpao[i + 1] = rpao[i] + g.vertices[i]->outDeg;\n rpai[i + 1] = rpai[i] + g.vertices[i]->inDeg;\n }\n\n // sort the input and output vertex\n for (int i = 0; i < vertexNum; i++) {\n std::sort(g.vertices[i]->outVid.begin(), g.vertices[i]->outVid.end());\n std::sort(g.vertices[i]->inVid.begin(), g.vertices[i]->inVid.end());\n for (auto id : g.vertices[i]->outVid) {\n ciao.push_back(id);\n }\n for (auto id : g.vertices[i]->inVid) {\n ciai.push_back(id);\n }\n }\n#if 0\n for (int i = 0; i < edgeNum; i++) {\n eProps.push_back(rand() % 10);\n }\n#endif\n}\n\nint CSR::save2File(const std::string &fName)\n{\n std::ostringstream command;\n command << \"mkdir -p \";\n command <<\"csr/\";\n command << fName;\n int ret = system(command.str().c_str());\n if (ret < 0)\n {\n return ret;\n }\n std::ostringstream offsetsName, columnsName;\n offsetsName << \"csr/\";\n offsetsName << fName;\n offsetsName << \"/csr_offsets.txt\";\n std::ofstream offset;\n offset.open(offsetsName.str().c_str());\n\n columnsName << \"csr/\";\n columnsName << fName;\n columnsName << \"/csr_columns.txt\";\n std::ofstream columns;\n columns.open(columnsName.str().c_str());\n\n offset << (rpao.size() - 1) << std::endl;\n for (auto item : rpao)\n {\n offset << item << std::endl;\n }\n offset.flush();\n offset.close();\n\n columns << ciao.size() << std::endl;\n for (auto item : ciao)\n {\n columns << item << std::endl;\n }\n columns.flush();\n columns.close();\n\n return 0;\n\n\n}\n\nCSR_BLOCK::CSR_BLOCK(\n const int _cordx,\n const int _cordy,\n CSR* csr\n) : cordx(_cordx), cordy(_cordy)\n{\n vertexNum = PARTITION_SIZE;\n srcStart = cordx * PARTITION_SIZE;\n srcEnd = (cordx + 1) * PARTITION_SIZE;\n if (srcEnd > csr->vertexNum) {\n srcEnd = csr->vertexNum;\n }\n vertexNum = srcEnd - srcStart;\n\n sinkStart = cordy * PARTITION_SIZE;\n sinkEnd = (cordy + 1) * PARTITION_SIZE;\n if (sinkEnd > csr->vertexNum) {\n sinkEnd = csr->vertexNum;\n }\n\n int blkStart = 0;\n rpa.push_back(0);\n for (int i = srcStart; i < srcEnd; i++) {\n int start = csr->rpao[i];\n int num = csr->rpao[i + 1] - csr->rpao[i];\n int blkNum = 0;\n for (int j = 0; j < num; j++) {\n int ngbVidx = csr->ciao[start + j];\n prop_t eProp = csr->ciao[start + j];\n if (ngbVidx >= sinkStart && ngbVidx < sinkEnd) {\n cia.push_back(ngbVidx);\n eProps.push_back(eProp);\n blkNum++;\n }\n }\n\n //update block csr data\n blkStart += blkNum;\n rpa.push_back(blkStart);\n }\n edgeNum = blkStart;\n}\n" }, { "path": "libgraph/misc/graph.h", "content": "#ifndef __GRAPH_H__\n#define __GRAPH_H__\n\n#include \"global_config.h\"\n#include \n#include \n#include \n#include \n#include \n#include \n#include \n#include \n#include \n\n#define HERE do {std::cout << \"File: \" << __FILE__ << \" Line: \" << __LINE__ << std::endl;} while(0)\n\nclass Vertex {\n public:\n int idx;\n int inDeg;\n int outDeg;\n\n std::vector inVid;\n std::vector outVid;\n\n explicit Vertex(int _idx) {\n idx = _idx;\n }\n\n ~Vertex(){\n // Nothing is done here.\n }\n\n};\n\nclass Graph{\n public:\n int vertexNum;\n int edgeNum;\n std::vector vertices; \n\n Graph(const std::string &fName);\n ~Graph(){\n\t\t\tfor(int i = 0; i < vertexNum; i++){\n\t\t\t\tdelete vertices[i];\n\t\t\t}\n\t\t};\n void getRandomStartIndices(std::vector &startIndices);\n void getStat();\n\n private:\n bool isUgraph;\n int getMaxIdx(const std::vector> &data);\n int getMinIdx(const std::vector> &data);\n void loadFile(\n\t\t\t\tconst std::string& fName,\n std::vector> &data\n\t\t\t\t);\n\n};\n\nclass CSR{\n public:\n\t\tconst int vertexNum;\n\t\tconst int edgeNum;\n std::vector rpao; \n std::vector ciao;\n std::vector rpai;\n std::vector ciai;\n\t\tstd::vector eProps;\n\n // The CSR is constructed based on the simple graph\n explicit CSR(const Graph &g);\n int save2File(const std::string & fName);\n\t\t~CSR();\n};\n\nclass CSR_BLOCK{\n\tpublic:\n\t\tconst int cordx;\n\t\tconst int cordy;\n\t\tint vertexNum;\n\t\tint edgeNum;\n\t\tint srcStart;\n\t\tint srcEnd;\n\t\tint sinkStart;\n\t\tint sinkEnd;\n\t\tstd::vector rpa;\n\t\tstd::vector cia;\n\t\tstd::vector eProps;\n\t\texplicit CSR_BLOCK(const int _cordx, const int _cordy, CSR* csr);\n\t\t~CSR_BLOCK(){};\n};\n\n#endif\n" }, { "path": "libgraph/misc/host_graph_csv.hpp", "content": "#ifndef __HOST_GRAPH_CSV_HPP__\n#define __HOST_GRAPH_CSV_HPP__\n\n#include \"he_mem.h\"\n#include \"he_mem_id.h\"\n\n#include \"host_graph_data_structure.h\"\n\nextern std::vector allocate_he_mem;\n\ntemplate \nT * load_from_csv(std::string file_name, int he_id, int mem_id)\n{\n T data;\n //DEBUG_PRINTF(\"id: %d\\n\", he_id);\n std::vector load_buffer;\n std::ifstream fhandle(file_name.c_str());\n if (!fhandle.is_open()) {\n DEBUG_PRINTF(\"error: can not open %s \\n\", file_name.c_str());\n return NULL;\n }\n int tmp_cnt = 0;\n while (fhandle.peek() != EOF )\n {\n tmp_cnt ++;\n fhandle >> data;\n load_buffer.push_back(data);\n }\n fhandle.close();\n\n he_mem_t *p_mem = get_he_mem(he_id);\n // create new, if not existing\n if (p_mem == NULL)\n {\n he_mem_t *mem = (he_mem_t *)memalign( 4, sizeof(he_mem_t));\n mem->id = he_id;\n mem->name = \"load\";\n mem->attr = mem_id;\n mem->unit_size = sizeof(T) * load_buffer.size();\n mem->size_attr = SIZE_USER_DEFINE;\n\n he_mem_init(getAccelerator()->context, mem);\n allocate_he_mem.push_back(mem);\n }\n\n p_mem = get_he_mem(he_id);\n if (p_mem->size < sizeof(T) * load_buffer.size())\n {\n DEBUG_PRINTF(\" warning mem %d is too small\\n\", he_id);\n }\n int load_size = (p_mem->size < sizeof(T) * load_buffer.size()) ?\n (p_mem->size / sizeof(T)) : load_buffer.size();\n for (int i = 0; i < load_size; i++)\n {\n (((T*)p_mem->data)[i]) = load_buffer[i];\n }\n int id = he_id;\n //DEBUG_PRINTF(\"size %d \\n\", p_mem->size);\n transfer_data_to_pl(getAccelerator()->context, getAccelerator()->device, &id, 1);\n return (T*)p_mem->data;\n}\n\n\n\ntemplate \nint output_init(int he_id, int mem_id, int ref_he_id)\n{\n he_mem_t *p_ref = get_he_mem(ref_he_id);\n if (p_ref == NULL)\n {\n return -1;\n }\n he_mem_t *p_mem = get_he_mem(he_id);\n // create new, if not existing\n if (p_mem == NULL)\n {\n he_mem_t *mem = (he_mem_t *)memalign( 4, sizeof(he_mem_t));\n mem->id = he_id;\n mem->name = \"output\";\n mem->attr = mem_id;\n mem->unit_size = p_ref->size;\n mem->size_attr = SIZE_USER_DEFINE;\n he_mem_init(getAccelerator()->context, mem);\n allocate_he_mem.push_back(mem);\n }\n\n p_mem = get_he_mem(he_id);\n int load_size = (p_mem->size) / sizeof(T);\n for (int i = 0; i < load_size; i++)\n {\n (((T*)p_mem->data)[i]) = 0;\n }\n return 0;\n}\n\n\ntemplate \nint write_back_csv(std::string file_name, int he_id)\n{\n std::vector load_buffer;\n std::ofstream fhandle(file_name.c_str());\n if (!fhandle.is_open()) {\n DEBUG_PRINTF(\"error: can not open %s \\n\", file_name.c_str());\n exit(EXIT_FAILURE);\n }\n\n transfer_data_from_pl(getAccelerator()->context, getAccelerator()->device, he_id);\n const he_mem_t *p_mem = get_he_mem(he_id);\n const T * p_data = (T *)(p_mem->data);\n\n for (unsigned int i = 0; i < p_mem->size / sizeof(T); i++)\n {\n fhandle << p_data[i] << std::endl;\n }\n fhandle.flush();\n fhandle.close();\n\n return 0;\n}\n\n#endif /* __HOST_GRAPH_CSV_HPP__ */\n" }, { "path": "libgraph/misc/host_graph_mem.cpp", "content": "#include \"host_graph_sw.h\"\n\n#include \"he_mem_config.h\"\n\n\n#define PARTITION_DDR (he_get_attr_by_cu(cuIndex))\n#define CU_DDR (he_get_attr_by_cu(cuIndex))\n\nvoid base_mem_init(cl_context &context)\n{\n for (unsigned int i = 0; i < ARRAY_SIZE(local_mem); i++)\n {\n he_mem_init(context, &local_mem[i]);\n }\n}\n\nstatic void gs_mem_init(cl_context &context, gatherScatterDescriptor *gsItem, int cuIndex, void *data)\n{\n gsItem->prop[0].id = MEM_ID_GS_BASE + cuIndex * MEM_ID_GS_OFFSET;\n gsItem->prop[0].name = \"cu prop ping\";\n gsItem->prop[0].attr = CU_DDR;\n gsItem->prop[0].unit_size = sizeof(int);\n gsItem->prop[0].size_attr = SIZE_IN_VERTEX;\n he_mem_init(context, &gsItem->prop[0]);\n memcpy(gsItem->prop[0].data, data, gsItem->prop[0].size);\n\n gsItem->prop[1].id = MEM_ID_GS_BASE + cuIndex * MEM_ID_GS_OFFSET + 2;\n gsItem->prop[1].name = \"cu prop pong\";\n gsItem->prop[1].attr = CU_DDR;\n gsItem->prop[1].unit_size = sizeof(int);\n gsItem->prop[1].size_attr = SIZE_IN_VERTEX;\n he_mem_init(context, &gsItem->prop[1]);\n memcpy(gsItem->prop[1].data, data, gsItem->prop[1].size);\n\n gsItem->tmpProp.id = MEM_ID_GS_BASE + cuIndex * MEM_ID_GS_OFFSET + 1;\n gsItem->tmpProp.name = \"cu output tmpProp\";\n gsItem->tmpProp.attr = CU_DDR;\n gsItem->tmpProp.unit_size = sizeof(int);\n gsItem->tmpProp.size_attr = SIZE_IN_VERTEX;\n he_mem_init(context, &gsItem->tmpProp);\n}\n\n\nvoid process_mem_init(cl_context &context)\n{\n int *vertexPushinPropMapped = (int*)get_host_mem_pointer(MEM_ID_PUSHIN_PROP_MAPPED);\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n gs_mem_init(context, getGatherScatter(i), i, vertexPushinPropMapped);\n }\n}\n\nvoid partition_mem_init(cl_context &context, int blkIndex, int size, int cuIndex)\n{\n int i = blkIndex;\n subPartitionDescriptor *partitionItem = getSubPartition(i);\n {\n partitionItem->cuIndex = cuIndex;\n partitionItem->edgeTail.id = MEM_ID_PARTITION_BASE + i * MEM_ID_PARTITION_OFFSET;\n partitionItem->edgeTail.name = \"partition edgeTail\";\n partitionItem->edgeTail.attr = PARTITION_DDR;\n partitionItem->edgeTail.unit_size = size * sizeof(int);\n partitionItem->edgeTail.size_attr = SIZE_USER_DEFINE;\n he_mem_init(context, &partitionItem->edgeTail);\n\n partitionItem->edgeHead.id = MEM_ID_PARTITION_BASE + i * MEM_ID_PARTITION_OFFSET + 1;\n partitionItem->edgeHead.name = \"partition edgeHead\";\n partitionItem->edgeHead.attr = PARTITION_DDR;\n partitionItem->edgeHead.unit_size = size * sizeof(int);\n partitionItem->edgeHead.size_attr = SIZE_USER_DEFINE;\n he_mem_init(context, &partitionItem->edgeHead);\n\n partitionItem->edgeProp.id = MEM_ID_PARTITION_BASE + i * MEM_ID_PARTITION_OFFSET + 2;\n partitionItem->edgeProp.name = \"partition edgeProp\";\n#if 1\n partitionItem->edgeProp.attr = PARTITION_DDR;\n#else\n partitionItem->edgeProp.attr = ATTR_HOST_ONLY;\n#endif\n partitionItem->edgeProp.unit_size = size * sizeof(int);\n partitionItem->edgeProp.size_attr = SIZE_USER_DEFINE;\n he_mem_init(context, &partitionItem->edgeProp);\n\n partitionItem->tmpProp.id = MEM_ID_PARTITION_BASE + i * MEM_ID_PARTITION_OFFSET + 3;\n partitionItem->tmpProp.name = \"partition tmpProp\";\n partitionItem->tmpProp.attr = PARTITION_DDR;\n partitionItem->tmpProp.unit_size = MAX_VERTICES_IN_ONE_PARTITION * sizeof(int);\n partitionItem->tmpProp.size_attr = SIZE_USER_DEFINE;\n he_mem_init(context, &partitionItem->tmpProp);\n }\n}\n\n" }, { "path": "libgraph/misc/host_graph_mem.h", "content": "#ifndef __HOST_GRAPH_MEM_H__\n#define __HOST_GRAPH_MEM_H__\n\nextern void base_mem_init(cl_context &context);\nextern void process_mem_init(cl_context &context);\nextern void partition_mem_init(cl_context &context, int blkIndex, int size, int cuIndex);\n\n#endif /* __HOST_GRAPH_MEM_H__ */\n" }, { "path": "libgraph/misc/host_graph_misc_inner.h", "content": "#ifndef __HOST_GRAPH_MISC_INNER_H__\n#define __HOST_GRAPH_MISC_INNER_H__\n\n#define DEFAULT_KERNEL_ID (0)\n\n#define checkStatus(str) { \\\n if (status != 0 || status != CL_SUCCESS) { \\\n DEBUG_PRINTF(\"Error code: %d\\n\", status); \\\n DEBUG_PRINTF(\"Error: %s\\n\", str); \\\n acceleratorDeinit(); \\\n exit(-1); \\\n } \\\n}\n\nGraph* createGraph(const std::string &gName, const std::string &mode);\n\n#endif /* __HOST_GRAPH_MISC_H__ */\n" }, { "path": "libgraph/scheduler/host_graph_scheduler.cpp", "content": "#include \"host_graph_sw.h\"\n\n#include \"host_graph_scheduler.h\"\n\nstatic graphStaticScheduler scheduler;\n\nstatic int partIdTable[MAX_PARTITIONS_NUM];\n\nint registerScheduler(graphStaticScheduler * pItem)\n{\n if (pItem == NULL)\n {\n return -1;\n }\n scheduler.init = pItem->init;\n scheduler.subPartionScheduler = pItem->subPartionScheduler;\n scheduler.partitionScheduler = pItem->partitionScheduler;\n return 0;\n}\n\nint getArrangedPartitionID(int step)\n{\n return partIdTable[step];\n}\n\nint schedulerInit(void *arg)\n{\n memset(partIdTable, 0, sizeof(int) * MAX_PARTITIONS_NUM);\n if (scheduler.init == NULL)\n return 0;\n return scheduler.init(arg);\n}\n\nint schedulerSubPartitionArrangement(int partIndex)\n{\n partitionDescriptor * partition = getPartition(partIndex);\n if (scheduler.subPartionScheduler == NULL)\n {\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n partition->finalOrder[i] = i;\n }\n return 0;\n }\n return scheduler.subPartionScheduler(partIndex);\n}\n\n\nint schedulerPartitionArrangement(int size)\n{\n if (scheduler.partitionScheduler == NULL)\n {\n for (int i = 0; i < size; i++)\n {\n partIdTable[i] = i;\n }\n return 0;\n }\n return scheduler.partitionScheduler(partIdTable, size);\n}" }, { "path": "libgraph/scheduler/host_graph_scheduler.h", "content": "#ifndef __HOST_GRAPH_SCHEDULER__\n#define __HOST_GRAPH_SCHEDULER__\n\n\ntypedef int (* schedulerInitHanlder)(void *arg);\n\ntypedef int (* subPartitionArrangementHandler)(int partIndex);\n\ntypedef int (* partitionArrangementHandler)(int * table, int size);\n\n\n\ntypedef struct{\n schedulerInitHanlder init;\n subPartitionArrangementHandler subPartionScheduler;\n partitionArrangementHandler partitionScheduler;\n} graphStaticScheduler;\n\nint schedulerRegister(void);\n\nint registerScheduler(graphStaticScheduler * pItem);\n\n\n/* internal phase */\n\nint schedulerInit(void *arg);\n\nint schedulerSubPartitionArrangement(int partIndex);\n\nint schedulerPartitionArrangement(int size);\n\nint getArrangedPartitionID(int step);\n\n\n#endif /* __HOST_GRAPH_SCHEDULER__ */\n" }, { "path": "libgraph/scheduler/normal/scheduler.cpp", "content": "#include \"host_graph_sw.h\"\n\n#include \"host_graph_scheduler.h\"\n\n\nstatic int stepCounter = 0;\n\nint normalInitHanlder(void *arg)\n{\n stepCounter = 0;\n return 0;\n}\n\nint soeSubPartitionArrangementHandler(int partIndex)\n{\n partitionDescriptor * partition =getPartition(partIndex);\n if (stepCounter % 2 == 0)\n {\n for (int k = 0; k < SUB_PARTITION_NUM; k++)\n {\n partition->finalOrder[k] = k;\n }\n }\n else\n {\n for (int k = 0; k < SUB_PARTITION_NUM; k++)\n {\n partition->finalOrder[k] = SUB_PARTITION_NUM - k - 1;\n }\n }\n\n return 0;\n}\n\nint normalSchedulerPartitionArrangement(int * table, int size)\n{\n for (int i = 0; i < size; i++)\n {\n table[i] = i;\n }\n\n return 0;\n}\n\nstatic graphStaticScheduler dut = {\n .init = normalInitHanlder,\n .subPartionScheduler = normalSubPartitionArrangementHandler,\n .partitionScheduler = normalSchedulerPartitionArrangement,\n};\n\n\n\nint schedulerRegister(void)\n{\n return registerScheduler(&dut);\n}\n" }, { "path": "libgraph/scheduler/secondOrderEstimator/scheduler.cpp", "content": "#include \"host_graph_sw.h\"\n\n#include \"host_graph_scheduler.h\"\n\n\n\nstatic double cuPerformance[SUB_PARTITION_NUM];\n\n\n\ndouble performanceEstimator(double vertex, double edge)\n{\n const double p00 = 3.096e+05;\n const double p10 = 0.6971;\n const double p01 = 0.2648;\n const double p11 = -1.076e-08;\n const double p02 = 4.187e-08;\n double x = edge;\n double y = vertex;\n double time = p00 + p10 * x + p01 * y + p11 * x * y + p02 * y * y;\n return time;\n}\n\n\nint soeInitHanlder(void *arg)\n{\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n cuPerformance[i] = 0;\n }\n return 0;\n}\n\n\nint soeSubPartitionArrangementHandler(int partIndex)\n{\n partitionDescriptor * partition =getPartition(partIndex);\n double currentEst[SUB_PARTITION_NUM];\n double currentEstLut[SUB_PARTITION_NUM];\n int reOrderIndexArray[SUB_PARTITION_NUM];\n\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n unsigned int subPartitionSize = partition->subPartitionSize;\n unsigned int bound = subPartitionSize * (i + 1);\n\n int subTotalEdge = (bound > partition->totalEdge) ? (partition->totalEdge - (subPartitionSize * i)) : (subPartitionSize);\n int subTotalVertex = partition->sub[i]->srcVertexEnd - partition->sub[i]->srcVertexStart;\n currentEst[i] = performanceEstimator(subTotalVertex, subTotalEdge);\n currentEstLut[i] = currentEst[i];\n reOrderIndexArray[i] = i;\n partition->finalOrder[i] = i;\n }\n\n for (int k = 0; k < SUB_PARTITION_NUM; k++)\n {\n for (int j = 0; j < SUB_PARTITION_NUM - k - 1; j++)\n {\n if (currentEst[j] < currentEst[j + 1])\n {\n int tmpId = reOrderIndexArray[j];\n double tmpEst = currentEst[j];\n\n reOrderIndexArray[j] = reOrderIndexArray[j + 1];\n reOrderIndexArray[j + 1] = tmpId;\n\n currentEst[j] = currentEst[j + 1];\n currentEst[j + 1] = tmpEst;\n }\n }\n }\n for (int k = 0; k < SUB_PARTITION_NUM; k++)\n {\n DEBUG_PRINTF(\"[EST]: %d is expected to exe in %lfms\\n\", reOrderIndexArray[k], currentEst[k] / 1000000.0);\n }\n int tmpMap[SUB_PARTITION_NUM];\n for (int k = 0; k < SUB_PARTITION_NUM; k++)\n {\n tmpMap[k] = 0;\n }\n\n for (int k = 0; k < SUB_PARTITION_NUM; k++)\n {\n double maxPerf = -1;\n int maxIndex = SUB_PARTITION_NUM;\n for (int j = 0; j < SUB_PARTITION_NUM; j++)\n {\n if (tmpMap[j] == 0)\n {\n if (maxPerf < cuPerformance[j])\n {\n maxPerf = cuPerformance[j];\n maxIndex = j;\n }\n }\n }\n tmpMap[maxIndex] = 1;\n partition->finalOrder[maxIndex] = reOrderIndexArray[SUB_PARTITION_NUM - k - 1];\n }\n for (int k = 0; k < SUB_PARTITION_NUM; k++)\n {\n cuPerformance[k] += currentEstLut[partition->finalOrder[k]];\n DEBUG_PRINTF(\"[EST]: finalOrder %d total exe: %lfms\\n\", partition->finalOrder[k], cuPerformance[k] / 1000000.0);\n }\n\n return 0;\n}\n\nint soeSchedulerPartitionArrangement(int * table, int size)\n{\n for (int i = 0; i < size; i++)\n {\n table[i] = i;\n }\n for (int i = 0; i < size; i++)\n {\n for (int j = 0; j < size - i - 1; j++)\n {\n if (getPartition(table[j])->totalEdge < getPartition(table[j + 1])->totalEdge)\n {\n int tmpId = table[j];\n table[j] = table[j + 1];\n table[j + 1] = tmpId;\n }\n }\n }\n return 0;\n}\n\nstatic graphStaticScheduler dut = {\n .init = soeInitHanlder,\n .subPartionScheduler = soeSubPartitionArrangementHandler,\n .partitionScheduler = soeSchedulerPartitionArrangement,\n};\n\n\n\nint schedulerRegister(void)\n{\n return registerScheduler(&dut);\n}\n" }, { "path": "libgraph/test/test_col.c", "content": "#include \"stdio.h\"\n\n#define SIZE_BY_INT 16\n\n\n#define INVALID_FLAG (0xffffffff)\n\nint main(int argc, char **argv)\n{\n#if 0\n\tint test_array[16] = {\n\t\t12,\n\t\t12,\n\t\t13,\n\t\t45,\n\t\t45,\n\t\t46,\n\t\t57,\n\t\t59,\n\t\t59,\n\t\t59,\n\t\t59,\n\t\t71,\n\t\t72,\n\t\t73,\n\t\t74,\n\t\t75\n\t};\n#else\n\tint test_array[16] = {\n\t\t12,\n\t\t12,\n\t\t12,\n\t\t12,\n\t\t12,\n\t\t12,\n\t\t12,\n\t\t12,\n\t\t12,\n\t\t12,\n\t\t12,\n\t\t12,\n\t\t12,\n\t\t12,\n\t\t12,\n\t\t75\n\t};\n#endif\n\n\tint ori[SIZE_BY_INT];\n\tint array[SIZE_BY_INT][SIZE_BY_INT];\n\tint tmp_array[SIZE_BY_INT][SIZE_BY_INT];\n\n\tint mask[SIZE_BY_INT];\n\n\n\n\n\n\tfor (int j = 0; j < SIZE_BY_INT; j++)\n\t{\n\t\tori[j] = test_array[j];\n\n\t}\n\n\tarray[0][0] = ori[0];\n\tmask[0] = 1;\n\tfor (int j = 1; j < SIZE_BY_INT; j++)\n\t{\n\t\tif (ori[j - 1] != ori[j])\n\t\t{\n\t\t\tarray[0][j] = ori[j];\n\t\t\tmask[j] = 1;\n\t\t}\n\t\telse\n\t\t{\n\t\t\tarray[0][j] = INVALID_FLAG;\n\t\t\tmask[j] = 0;\n\t\t}\n\t}\n\tint level_1_sum[8];\n\n\tfor (int j = 0; j < 8; j++)\n\t{\n\t\tlevel_1_sum[j] = mask[2 * j] + mask[2 * j + 1];\n\t}\n\n\tint level_2_sum[4];\n\n\tfor (int j = 0; j < 4; j++)\n\t{\n\t\tlevel_2_sum[j] = level_1_sum[2 * j] + level_1_sum[2 * j + 1];\n\t}\n\n\tint level_3_sum[2];\n\n\tfor (int j = 0; j < 2; j++)\n\t{\n\t\tlevel_3_sum[j] = level_2_sum[2 * j] + level_2_sum[2 * j + 1];\n\t}\n\n\tint result = level_3_sum[0] + level_3_sum[1];\n\n\n\n\tfor (int j = 0; j < SIZE_BY_INT; j++)\n\t{\n\t\tprintf(\"%d %d \\n\", test_array[j], array[0][j]);\n\t}\n\tprintf(\"----------------------\\n\");\n#if 1\n\tfor (int i = 1; i < 16; i++)\n\t{\n//#pragma HLS PIPELINE\n\t\t{\n//#pragma HLS latency min=1 max=1\n\t\t\tfor (int j = 0; j < SIZE_BY_INT - 1 ; j++)\n\t\t\t{\n//#pragma HLS UNROLL\n\t\t\t\tif (array[i - 1][j] == INVALID_FLAG)\n\t\t\t\t{\n\t\t\t\t\ttmp_array[i][j] = array[i - 1][j + 1];\n\t\t\t\t}\n\t\t\t\telse\n\t\t\t\t{\n\t\t\t\t\ttmp_array[i][j] = array[i - 1][j];\n\t\t\t\t}\n\n\t\t\t}\n\t\t\tif (array[i - 1][SIZE_BY_INT - 1] == INVALID_FLAG)\n\t\t\t{\n\t\t\t\ttmp_array[i][SIZE_BY_INT - 1] = INVALID_FLAG;\n\t\t\t}\n\t\t\telse\n\t\t\t{\n\t\t\t\ttmp_array[i][SIZE_BY_INT - 1] = array[i - 1][SIZE_BY_INT - 1];\n\t\t\t}\n\t\t}\n\t\t{\n//#pragma HLS latency min=1 max=1\n\t\t\tarray[i][0] = tmp_array[i][0];\n\t\t\tfor (int j = 1; j < SIZE_BY_INT; j++)\n\t\t\t{\n\n//#pragma HLS UNROLL\n\t\t\t\tif (tmp_array[i][j] == tmp_array[i][j - 1])\n\t\t\t\t{\n\t\t\t\t\tarray[i][j] = INVALID_FLAG;\n\t\t\t\t}\n\t\t\t\telse\n\t\t\t\t{\n\t\t\t\t\tarray[i][j] = tmp_array[i][j];\n\t\t\t\t}\n\n\t\t\t}\n\t\t}\n\t\tfor (int k = 0; k < SIZE_BY_INT ; k++)\n\t\t\tprintf(\"%d \\n\", array[i][k]);\n\t\tprintf(\"----------------------\\n\");\n\t}\n\n\tprintf(\"size %d\\n\", result );\n}\n#endif\n" }, { "path": "libgraph/verification/host_graph_cmodel.cpp", "content": "#include \"host_graph_verification_inner.h\"\n#include \"host_graph_scheduler.h\"\n\n\n#include \"global_config.h\"\n#include \"fpga_application.h\"\n\n\n\n\nint acceleratorProfile (int superStep, int runCounter, graphInfo *info, double exeTime)\n{\n graphAccelerator * acc = getAccelerator();\n int blkNum = info->blkNum;\n for (int i = 0; i < blkNum; i ++)\n {\n partitionDescriptor * partition = getPartition(i);\n#if HAVE_APPLY\n\n unsigned long applyTime = xcl_get_event_duration(partition->applyEvent);\n#else\n unsigned long applyTime = 0;\n#endif\n for (int j = 0; j < SUB_PARTITION_NUM; j ++)\n {\n unsigned long fpgaTime = xcl_get_event_duration(partition->syncEvent[j]);\n partition->sub[j]->log.fpgaExeTime = fpgaTime;\n }\n partition->applyExeTime = applyTime;\n\n }\n\n /* verification */\n //if (runCounter == 0)\n {\n for (int i = 0; i < blkNum; i ++)\n {\n partitionDescriptor * partition = getPartition(i);\n for (int j = 0; j < SUB_PARTITION_NUM; j ++)\n {\n partitionGatherScatterCModel(acc->context, acc->device, superStep, j, partition->sub[j]);\n }\n#if HAVE_APPLY\n partitionApplyCModel(acc->context, acc->device, superStep, getArrangedPartitionID(i), dataPrepareGetArg(info));\n#endif\n }\n\n }\n /* log */\n if (runCounter > 1)\n {\n double fpga_runtime_total = 0;\n double end2end_runtime_total = 0;\n for (int i = 0; i < blkNum; i++)\n {\n double max_fpga_exe = 0;\n partitionDescriptor * partition = getPartition(i);\n for (int j = 0; j < SUB_PARTITION_NUM; j ++)\n {\n if (partition->sub[j]->log.fpgaExeTime > max_fpga_exe)\n {\n max_fpga_exe = partition->sub[j]->log.fpgaExeTime ;\n }\n DEBUG_PRINTF(\"[INFO] part_gs %d cu%d exe: %f \\n\", i, j, partition->sub[j]->log.fpgaExeTime / 1000000.0);\n }\n end2end_runtime_total = exeTime * 1000;\n fpga_runtime_total += max_fpga_exe / 1000000.0;\n DEBUG_PRINTF(\"[INFO] part_apply %d exe: %f \\n\", i, partition->applyExeTime / 1000000.0);\n#if 0\n DEBUG_PRINTF(\"[INFO] partedge %f fpga gs: %f ms, apply: %f ms %d, effic %lf v/e %lf compress %lf \\n\",\n exeTime,\n max_fpga_exe / 1000000.0,\n\n partition->subPartitionSize,\n (((float)partition->subPartitionSize) / subPartitions[i * SUB_PARTITION_NUM].mapedTotalIndex),\n ((subPartitions[i * SUB_PARTITION_NUM].dstVertexEnd - subPartitions[i * SUB_PARTITION_NUM].dstVertexStart)\n / ((float)(subPartitions[i * SUB_PARTITION_NUM].listEnd - subPartitions[i * SUB_PARTITION_NUM].listStart))),\n subPartitions[i * SUB_PARTITION_NUM].compressRatio);\n#endif\n\n }\n DEBUG_PRINTF(\"[INFO] summary e2e %lf ms, fpga %lf ms\\n\",\n end2end_runtime_total,\n fpga_runtime_total)\n }\n return 0;\n}\n\n\nint acceleratorCModelDataPreprocess(graphInfo *info)\n{\n prop_t *vertexPushinPropMapped = (prop_t*)get_host_mem_pointer(MEM_ID_PUSHIN_PROP_MAPPED);\n prop_t *propValue = (prop_t*)get_host_mem_pointer(MEM_ID_HOST_PROP_PING);\n\n memcpy(propValue, vertexPushinPropMapped, (get_he_mem(MEM_ID_TMP_VERTEX_VERIFY)->size));\n return 0;\n}\n\n\nint acceleratorCModelSuperStep(int superStep, graphInfo *info)\n{\n#if HAVE_APPLY\n#if (CUSTOMIZE_APPLY == 0)\n graphAccelerator * acc = getAccelerator();\n\n int *rpa = (int*)get_host_mem_pointer(MEM_ID_RPA);\n int *cia = (int*)get_host_mem_pointer(MEM_ID_CIA);\n\n unsigned int *vertexMap = (unsigned int *)get_host_mem_pointer(MEM_ID_VERTEX_INDEX_MAP);\n //unsigned int *vertexRemap = (unsigned int *)get_host_mem_pointer(MEM_ID_VERTEX_INDEX_REMAP);\n unsigned int applyArgReg = dataPrepareGetArg(info);\n\n prop_t *propValue = (prop_t*)get_host_mem_pointer(MEM_ID_HOST_PROP_PING);\n prop_t *updateVerify = (prop_t*)get_host_mem_pointer(MEM_ID_HOST_PROP_PONG);\n#if HAVE_EDGE_PROP\n prop_t *edgeProp = (prop_t*)get_host_mem_pointer(MEM_ID_EDGE_PROP);\n#endif\n prop_t *tmpVertexPropVerify = (prop_t*)get_host_mem_pointer(MEM_ID_TMP_VERTEX_VERIFY);\n prop_t *outDeg = (prop_t*)get_host_mem_pointer(MEM_ID_OUT_DEG);\n\n clear_host_mem(MEM_ID_TMP_VERTEX_VERIFY);\n\n\n int mapedSourceIndex = 0;\n int vertexNum = info->vertexNum;\n\n unsigned int infoArrayVerify[APPLY_REF_ARRAY_SIZE];\n\n for (int i = 0; i < APPLY_REF_ARRAY_SIZE; i++)\n {\n infoArrayVerify[i] = 0;\n }\n\n\n for (int u = 0; u < vertexNum; u++) {\n int start = rpa[u];\n int num = rpa[u + 1] - rpa[u];\n for (int j = 0; j < num; j++) {\n int cia_idx = start + j;\n int vertex_idx = vertexMap[cia[cia_idx]];\n prop_t update = 0;\n if (IS_ACTIVE_VERTEX(propValue[mapedSourceIndex]))\n {\n update = PROP_COMPUTE_STAGE0(propValue[mapedSourceIndex]);\n#if HAVE_EDGE_PROP\n update = PROP_COMPUTE_STAGE1(update, edgeProp[cia_idx]);\n#else\n update = PROP_COMPUTE_STAGE1(update, 0);\n#endif\n tmpVertexPropVerify[vertex_idx] = PROP_COMPUTE_STAGE3(tmpVertexPropVerify[vertex_idx], update);\n }\n }\n if (num != 0)\n {\n mapedSourceIndex ++;\n }\n }\n for (int u = 0; u < vertexNum; u++)\n {\n updateVerify[u] = applyFunc(tmpVertexPropVerify[u],\n propValue[u], outDeg[u], infoArrayVerify, *(unsigned int *)&applyArgReg);\n }\n\n int resultPropId = (superStep + 1) % 2;\n int error_count = 0;\n transfer_data_from_pl(acc->context, acc->device, getGatherScatter(0)->prop[resultPropId].id);\n prop_t* hwUpdate = (prop_t *)get_host_mem_pointer(getGatherScatter(0)->prop[resultPropId].id);\n for (int i = 0; i < vertexNum; i++)\n {\n if (updateVerify[i] != hwUpdate[i])\n {\n error_count ++;\n if (error_count < 50)\n {\n\n DEBUG_PRINTF(\"cmodel error %d 0x%08x hw: 0x%08x diff 0x%08x !!!!\\n\", i,\n updateVerify[i],\n hwUpdate[i],\n updateVerify[i] - hwUpdate[i]);\n }\n }\n }\n DEBUG_PRINTF(\"total cmodel error: %d\\n\", error_count);\n memcpy(propValue, updateVerify, (get_he_mem(MEM_ID_HOST_PROP_PONG)->size));\n#endif\n#endif\n return 0;\n}" }, { "path": "libgraph/verification/host_graph_verification.h", "content": "#ifndef __HOST_GRAPH_SW_VERIFICATION_H__\n#define __HOST_GRAPH_SW_VERIFICATION_H__\n\n\nint acceleratorProfile (int superStep, int runCounter, graphInfo *info, double exeTime);\n\nint acceleratorCModelDataPreprocess(graphInfo *info);\n\nint acceleratorCModelSuperStep(int superStep, graphInfo *info);\n\n\n#endif /* __HOST_GRAPH_SW_VERIFICATION_H__ */\n" }, { "path": "libgraph/verification/host_graph_verification_apply.cpp", "content": "\n#include \"host_graph_verification_inner.h\"\n\n#include \"global_config.h\"\n#include \"fpga_application.h\"\n\n\n#if CUSTOMIZE_APPLY == 0\n\n\n\n\nvoid partitionApplyCModel(\n cl_context &context,\n cl_device_id &device,\n int superStep,\n int partId,\n unsigned int applyArg\n)\n{\n int currentPropId = superStep % 2;\n int resultPropId = (superStep + 1) % 2;\n unsigned int applyArgReg = applyArg;\n\n unsigned int infoArrayVerify[APPLY_REF_ARRAY_SIZE];\n\n for (int i = 0; i < APPLY_REF_ARRAY_SIZE; i++)\n {\n infoArrayVerify[i] = 0;\n }\n\n\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n transfer_data_from_pl(context, device, getSubPartition(partId * SUB_PARTITION_NUM + i)->tmpProp.id);\n\n }\n prop_t * pCuData[SUB_PARTITION_NUM];\n prop_t * updateVerify = (prop_t*)get_host_mem_pointer(MEM_ID_VERTEX_PROP_VERIFY);\n prop_t * outDeg = (prop_t*)get_host_mem_pointer(MEM_ID_OUT_DEG);\n\n transfer_data_from_pl(context, device, getGatherScatter(0)->prop[currentPropId].id);\n prop_t * propValue = (prop_t *)get_host_mem_pointer(getGatherScatter(0)->prop[currentPropId].id);\n\n subPartitionDescriptor *p_partition = getSubPartition(partId * SUB_PARTITION_NUM);\n\n for (int i = 0; i < SUB_PARTITION_NUM; i++)\n {\n pCuData[i] = (prop_t*)get_host_mem_pointer(getSubPartition(partId * SUB_PARTITION_NUM + i)->tmpProp.id);\n }\n\n volatile unsigned int partitionVertexNum = ((p_partition->dstVertexEnd - p_partition->dstVertexStart)\n / (ALIGN_SIZE) + 1 ) * (ALIGN_SIZE);\n DEBUG_PRINTF(\"[DUMP] partitionVertexNum %d\\n\", partitionVertexNum);\n\n int offset = getSubPartition(partId * SUB_PARTITION_NUM)->dstVertexStart;\n\n for (int i = 0; i < MAX_VERTICES_IN_ONE_PARTITION; i++)\n {\n prop_t mergeData = 0;\n for (int j = 0 ; j < SUB_PARTITION_NUM; j++)\n {\n prop_t* pLocal = pCuData[j];\n\n mergeData = PROP_COMPUTE_STAGE4(mergeData, pLocal[i]);\n if (DATA_DUMP)\n {\n DEBUG_PRINTF(\"[DUMP-0] %d 0x%08x 0x%08x \\n\", i,\n pLocal[i], mergeData);\n }\n }\n\n prop_t tProp = mergeData;\n updateVerify[i] = applyFunc(tProp, propValue[i + offset], outDeg[i + offset], infoArrayVerify, *(unsigned int *)&applyArgReg);\n#if 0\n int dump_flag = 0;\n for (int k = 0 ; k < APPLY_REF_ARRAY_SIZE; k++)\n {\n if (infoArrayVerify[k] != 0)\n {\n dump_flag = 1;\n }\n }\n if (dump_flag)\n {\n //if (i == 18)\n {\n DEBUG_PRINTF(\"[DUMP-0] %d 0x%08x 0x%08x 0x%08x \\n\", i,\n tProp, propValue[i + offset], updateVerify[i]);\n }\n\n }\n#endif\n\n }\n\n int error_count = 0;\n transfer_data_from_pl(context, device, getGatherScatter(0)->prop[resultPropId].id);\n prop_t* hwUpdate = (prop_t *)get_host_mem_pointer(getGatherScatter(0)->prop[resultPropId].id);\n for (unsigned int i = 0; i < p_partition->dstVertexEnd - p_partition->dstVertexStart + 1; i++)\n {\n if (updateVerify[i] != hwUpdate[i + offset])\n {\n error_count ++;\n if (error_count < 50)\n {\n\n DEBUG_PRINTF(\"apply error %d 0x%08x hw: 0x%08x diff 0x%08x !!!!\\n\", i,\n updateVerify[i],\n hwUpdate[i + offset],\n updateVerify[i] - hwUpdate[i + offset]);\n }\n }\n if (DATA_DUMP)\n {\n DEBUG_PRINTF(\"[DUMP] %d 0x%08x 0x%08x diff 0x%08x \\n\", i,\n updateVerify[i],\n hwUpdate[i + offset],\n updateVerify[i] - hwUpdate[i + offset]);\n }\n }\n DEBUG_PRINTF(\"[RES] apply error_count %d \\n\", error_count);\n}\n\n#endif" }, { "path": "libgraph/verification/host_graph_verification_gs.cpp", "content": "#include \"host_graph_verification_inner.h\"\n\n#include \"global_config.h\"\n#include \"fpga_application.h\"\n\n\n\n\nvoid partitionGatherScatterCModel(\n cl_context &context,\n cl_device_id &device,\n int superStep,\n int cuIndex,\n subPartitionDescriptor *subPartitions\n)\n{\n int currentPropId = superStep % 2;\n //int resultPropId = (superStep + 1) % 2;\n\n\n int *edgesTailArray = (int *)get_host_mem_pointer(subPartitions->edgeTail.id);\n int *edgesHeadArray = (int *)get_host_mem_pointer(subPartitions->edgeHead.id);\n\n transfer_data_from_pl(context, device, getGatherScatter(0)->prop[currentPropId].id);\n prop_t *propValue = (prop_t*)get_host_mem_pointer(getGatherScatter(0)->prop[currentPropId].id);\n prop_t *tmpVertexPropVerify = (prop_t*)get_host_mem_pointer(MEM_ID_TMP_VERTEX_VERIFY);\n prop_t *edgeProp = (prop_t*)get_host_mem_pointer(subPartitions->edgeProp.id);\n clear_host_mem(MEM_ID_TMP_VERTEX_VERIFY);\n DEBUG_PRINTF(\"partition cmodel verify:\\n\");\n\n for (unsigned int i = 0; i < subPartitions->listEnd; i++)\n {\n prop_t update = 0;\n int address = (edgesTailArray[i] > ((int)subPartitions->dstVertexEnd)) ? subPartitions->dstVertexEnd : edgesTailArray[i];\n if (IS_ACTIVE_VERTEX(propValue[edgesHeadArray[i]]))\n {\n update = PROP_COMPUTE_STAGE0(propValue[edgesHeadArray[i]]);\n#if HAVE_EDGE_PROP\n update = PROP_COMPUTE_STAGE1(update, edgeProp[i]);\n#else\n update = PROP_COMPUTE_STAGE1(update, 0);\n#endif\n tmpVertexPropVerify[address] = PROP_COMPUTE_STAGE3(tmpVertexPropVerify[address], update);\n }\n if (DATA_DUMP)\n {\n DEBUG_PRINTF(\"[DUMP] %d 0x%08x-->0x%08x 0x%08x with 0x%08x \\n\", i,\n edgesTailArray[i],\n edgesHeadArray[i],\n propValue[edgesHeadArray[i]],\n edgeProp[i]);\n DEBUG_PRINTF(\"[DUMP-2] %d 0x%08x 0x%08x [%d] 0x%08x\\n\", i,\n propValue[i], update, address, tmpVertexPropVerify[address]);\n }\n\n#ifdef PROBE_VERTEX\n if (edgesTailArray[i] == PROBE_VERTEX)\n {\n DEBUG_PRINTF(\"probe (%d): %x %x %x %x \\n\", edgesTailArray[i], i, edgesHeadArray[i], propValue[edgesHeadArray[i]], tmpVertexPropVerify[edgesTailArray[i]]);\n }\n#endif\n }\n transfer_data_from_pl(context, device, subPartitions->tmpProp.id);\n\n\n prop_t *tmpVertexProp = (prop_t*)get_host_mem_pointer(subPartitions->tmpProp.id);\n\n int error_count = 0;\n int total_count = 0;\n for (unsigned int i = subPartitions->dstVertexStart; i < subPartitions->dstVertexEnd; i ++) {\n if (tmpVertexPropVerify[i] != 0)\n {\n total_count ++;\n }\n if (tmpVertexPropVerify[i] != tmpVertexProp[i - subPartitions->dstVertexStart])\n {\n error_count++;\n\n\n#ifndef SW_DEBUG\n if (error_count <= 100)\n#endif\n {\n DEBUG_PRINTF(\"gs error %d 0x%08x hw: 0x%08x diff 0x%08x !!!!\\n\", i,\n tmpVertexPropVerify[i],\n tmpVertexProp[i - subPartitions->dstVertexStart],\n tmpVertexPropVerify[i] - tmpVertexProp[i - subPartitions->dstVertexStart]);\n }\n\n }\n else\n {\n if (DATA_DUMP)\n {\n DEBUG_PRINTF(\"[DUMP] gs %d 0x%08x hw: 0x%08x\\n\", i, tmpVertexPropVerify[i], tmpVertexProp[i - subPartitions->dstVertexStart]);\n }\n }\n }\n DEBUG_PRINTF(\"[RES] error_count %d in size %d/ %d\\n\", error_count, total_count,\n subPartitions->dstVertexEnd - subPartitions->dstVertexStart + 1 );\n}\n\n" }, { "path": "libgraph/verification/host_graph_verification_inner.h", "content": "#ifndef __HOST_GRAPH_SW_VERIFICATION_INNER_H__\n#define __HOST_GRAPH_SW_VERIFICATION_INNER_H__\n\n#include \"host_graph_sw.h\"\n\n\n//#define SW_DEBUG\n\n#define DEBUG_DUMP_VERTEX_SIZE (1024)\n\n#define DATA_DUMP 0//(i < 50)\n\n//#define PROBE_VERTEX (14562)\n\n\nvoid partitionGatherScatterCModel(\n cl_context &context,\n cl_device_id &device,\n int superStep,\n int cuIndex,\n subPartitionDescriptor *subPartitions\n);\n\nvoid partitionApplyCModel(\n cl_context &context,\n cl_device_id &device,\n int superStep,\n int partId,\n unsigned int applyArg\n);\n\n\n#endif /* __HOST_GRAPH_SW_VERIFICATION_H__ */\n" }, { "path": "utils/bitstream.mk", "content": "$(XCLBIN)/graph_fpga.$(TARGET).$(DSA).xclbin: $(BINARY_CONTAINER_OBJS)\n\t$(XOCC) $(CLFLAGS) -l $(LDCLFLAGS) $(BINARY_LINK_OBJS) -o'$@' $(+)\n\n# Building Host\n$(EXECUTABLE): $(HOST_SRCS) cleanexe\n\tmkdir -p $(XCLBIN)\n\t$(CXX) $(CXXFLAGS) $(HOST_SRCS) -o '$@' $(LDFLAGS)\n\nemconfig:$(EMCONFIG_DIR)/emconfig.json\n$(EMCONFIG_DIR)/emconfig.json:\n\temconfigutil --platform $(DEVICE) --od $(EMCONFIG_DIR)\n\n.PHONY: hwemuprepare\nhwemuprepare:\nifeq ($(TARGET),$(filter $(TARGET), hw_emu))\n\t@echo \"prepare for hw_emu\"\n\t$(CP) $(EMCONFIG_DIR)/emconfig.json .\n\t$(CP) $(UTILS_PATH)/sdaccel.ini .\n\tsource $(UTILS_PATH)/hw_emu.sh\nelse\n\t@echo \"prepare for hw\"\nendif\n\ncheck: all\nifeq ($(TARGET),$(filter $(TARGET),sw_emu hw_emu))\n\t$(CP) $(EMCONFIG_DIR)/emconfig.json .\n\tXCL_EMULATION_MODE=$(TARGET) ./$(EXECUTABLE) \nelse\n\t ./$(EXECUTABLE)\nendif\n\tsdx_analyze profile -i sdaccel_profile_summary.csv -f html\n" }, { "path": "utils/clean.mk", "content": "cleanexe:\n\t-$(RMDIR) $(EXECUTABLE)\nclean:\n\t-$(RMDIR) $(EXECUTABLE) $(XCLBIN)/{*sw_emu*,*hw_emu*} \n\t-$(RMDIR) sdaccel_* TempConfig system_estimate.xtxt *.rpt\n\t-$(RMDIR) src/*.ll _xocc_* .Xil emconfig.json dltmp* xmltmp* *.log *.jou *.wcfg *.wdb\n\t-$(RMDIR) .Xil\n\t-$(RMDIR) *.zip\n\t-$(RMDIR) *.str\n\t-$(RMDIR) $(XCLBIN)\n\t-$(RMDIR) ./_x\n\t-$(RMDIR) ./membership.out\n\t-$(RMDIR) host_graph_fpga*\n\t-$(RMDIR) xclbin*\n\t-$(RMDIR) .run\n\t-$(RMDIR) tmp_fpga_top\n\t-$(RMDIR) tmp_para\n\t-$(RMDIR) para_gen\n\t-$(RMDIR) code_gen\n\t-$(RMDIR) makefile_gen\n" }, { "path": "utils/help.mk", "content": ".PHONY: help\n\nhelp::\n\t$(ECHO) \"Makefile Usage:\"\n\t$(ECHO) \" make all TARGET= DEVICE=\"\n\t$(ECHO) \" Command to generate the design for specified Target and Device.\"\n\t$(ECHO) \"\"\n\t$(ECHO) \" make clean \"\n\t$(ECHO) \" Command to remove the generated non-hardware files.\"\n\t$(ECHO) \"\"\n\t$(ECHO) \" make cleanall\"\n\t$(ECHO) \" Command to remove all the generated files.\"\n\t$(ECHO) \"\"\n\t$(ECHO) \" make check TARGET= DEVICE=\"\n\t$(ECHO) \" Command to run application in emulation.\"\n\t$(ECHO) \"\"\n" }, { "path": "utils/main.mk", "content": "$(shell ./utils/automation.sh $(app) > generator.log)\n\nSHELL := /bin/bash\nTARGET := $(TARGETS)\nDEVICE := $(DEVICES)\n\nCOMMON_REPO = ./\nABS_COMMON_REPO = $(shell readlink -f $(COMMON_REPO))\nUTILS_PATH = ./utils\n\n\n\n.PHONY:all clean exe hwemuprepare $(EXECUTABLE) emconfig\nall: precheck\nexe: precheck\nclean: precheck\nhwemuprepare: precheck\n\nprecheck:\nifndef app\n\t$(error app is undefined)\nelse\nAPP = $(app)\nAPPCONFIG = ./application/$(APP)\n\ninclude $(UTILS_PATH)/help.mk\ninclude $(UTILS_PATH)/utils.mk\n\ninclude tmp_para/para.mk\n\n\ninclude $(APPCONFIG)/config.mk\ninclude $(APPCONFIG)/build.mk\ninclude ./application/common.mk\n\ninclude tmp_fpga_top/gs_kernel.mk\ninclude tmp_fpga_top/apply_kernel_1.mk\n\ninclude $(UTILS_PATH)/bitstream.mk\ninclude $(UTILS_PATH)/clean.mk\n\n\nall: code_gen $(EXECUTABLE) $(BINARY_CONTAINERS) emconfig\n\n\nexe: $(EXECUTABLE)\n\n\nendif\n" }, { "path": "utils/opencl.mk", "content": "# Definition of include file locations\nOPENCL_INCLUDE:= $(XILINX_XRT)/include/\n\nopencl_CXXFLAGS=-I$(OPENCL_INCLUDE)\n\nOPENCL_LIB:=$(XILINX_XRT)/lib/\nopencl_LDFLAGS=-L$(OPENCL_LIB) -lOpenCL -lpthread\n" }, { "path": "utils/report_usage.tcl", "content": "open_project [lindex $argv 0]\nopen_run impl_1\nreport_utilization -file util_full.report\nreport_utilization -hierarchical -hierarchical_depth 3 -file util_slr.report\nreport_power -file power.report" }, { "path": "utils/utils.mk", "content": "#+-------------------------------------------------------------------------------\n# The following parameters are assigned with default values. These parameters can\n# be overridden through the make command line\n#+-------------------------------------------------------------------------------\n\nPROFILE := no\n\n#Generates profile summary report\nifeq ($(PROFILE), yes)\nLDCLFLAGS += --profile_kernel data:all:all:all\nendif\n\nDEBUG := no\n\n#Generates debug summary report\nifeq ($(DEBUG), yes)\nCLFLAGS += --dk protocol:all:all:all\nendif\n\n#Checks for XILINX_SDX\nifndef XILINX_SDX\n$(error XILINX_SDX variable is not set, please set correctly and rerun)\nendif\n\n#Checks for XILINX_XRT\ncheck-xrt:\nifndef XILINX_XRT\n\t$(error XILINX_XRT variable is not set, please set correctly and rerun)\nendif\n\ncheck-devices:\nifndef DEVICE\n\t$(error DEVICE not set. Please set the DEVICE properly and rerun. Run \"make help\" for more details.)\nendif\n\ncheck-aws_repo:\nifndef SDACCEL_DIR\n\t$(error SDACCEL_DIR not set. Please set it properly and rerun. Run \"make help\" for more details.)\nendif\n\n# sanitize_dsa - create a filesystem friendly name from dsa name\n# $(1) - name of dsa\nCOLON=:\nPERIOD=.\nUNDERSCORE=_\nsanitize_dsa = $(strip $(subst $(PERIOD),$(UNDERSCORE),$(subst $(COLON),$(UNDERSCORE),$(1))))\n\ndevice2dsa = $(if $(filter $(suffix $(1)),.xpfm),$(shell $(COMMON_REPO)/utility/parsexpmf.py $(1) dsa 2>/dev/null),$(1))\ndevice2sandsa = $(call sanitize_dsa,$(call device2dsa,$(1)))\ndevice2dep = $(if $(filter $(suffix $(1)),.xpfm),$(dir $(1))/$(shell $(COMMON_REPO)/utility/parsexpmf.py $(1) hw 2>/dev/null) $(1),)\n\n# Cleaning stuff\nRM = rm -f\nRMDIR = rm -rf\n\nECHO:= @echo\n\ndocs: README.md\n\nREADME.md: description.json\n\t$(ABS_COMMON_REPO)/utility/readme_gen/readme_gen.py description.json\n" }, { "path": "utils/xcl/xcl.c", "content": "/**********\nCopyright (c) 2018, Xilinx, Inc.\nAll rights reserved.\n\nRedistribution and use in source and binary forms, with or without modification,\nare permitted provided that the following conditions are met:\n\n1. Redistributions of source code must retain the above copyright notice,\nthis list of conditions and the following disclaimer.\n\n2. Redistributions in binary form must reproduce the above copyright notice,\nthis list of conditions and the following disclaimer in the documentation\nand/or other materials provided with the distribution.\n\n3. Neither the name of the copyright holder nor the names of its contributors\nmay be used to endorse or promote products derived from this software\nwithout specific prior written permission.\n\nTHIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\" AND\nANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO,\nTHE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED.\nIN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,\nINCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,\nPROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION)\nHOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,\nOR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE,\nEVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.\n**********/\n\n\n#include \n#include \n#include \n#include \n#include \n\n#include \n#include \n\n#include \"xcl.h\"\n\nstatic void* smalloc(size_t size) {\n\tvoid* ptr;\n\n\tptr = malloc(size);\n\n\tif (ptr == NULL) {\n\t\tprintf(\"Error: Cannot allocate memory\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\treturn ptr;\n}\n\nstatic int load_file_to_memory(const char *filename, char **result) {\n\tunsigned int size;\n\n\tFILE *f = fopen(filename, \"rb\");\n\tif (f == NULL) {\n\t\t*result = NULL;\n\t\tprintf(\"Error: Could not read file %s\\n\", filename);\n\t\texit(EXIT_FAILURE);\n\t}\n\n\tfseek(f, 0, SEEK_END);\n\tsize = ftell(f);\n\tfseek(f, 0, SEEK_SET);\n\n\t*result = (char *) smalloc(sizeof(char)*(size+1));\n\n\tif (size != fread(*result, sizeof(char), size, f)) {\n\t\tfree(*result);\n\t\tprintf(\"Error: read of kernel failed\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\tfclose(f);\n\t(*result)[size] = 0;\n\n\treturn size;\n}\n\nchar* xcl_create_and_set(const char* str) {\n\tsize_t len = strlen(str);\n\tchar *ret = (char*) malloc(sizeof(char)*(len+1));\n\tif (ret == NULL) {\n\t\tprintf(\"ERROR: Out of Memory\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\tstrcpy(ret, str);\n\n\treturn ret;\n}\n\nxcl_world xcl_world_single_vendor(const char* vendor_name) {\n\tint err;\n\txcl_world world;\n\tcl_uint num_platforms;\n\n\tchar *xcl_mode = getenv(\"XCL_EMULATION_MODE\");\n\tchar *xcl_target = getenv(\"XCL_TARGET\");\n\n\t/* Fall back mode if XCL_EMULATION_MODE is not set is \"hw\" */\n\tif(xcl_mode == NULL) {\n\t\tworld.mode = xcl_create_and_set(\"hw\");\n\t} else {\n\t\t/* if xcl_mode is set then check if it's equal to true*/\n\t\tif(strcmp(xcl_mode,\"true\") == 0) {\n\t\t\t/* if it's true, then check if xcl_target is set */\n\t\t\tif(xcl_target == NULL) {\n\t\t\t\t/* default if emulation but not specified is software emulation */\n\t\t\t\tworld.mode = xcl_create_and_set(\"sw_emu\");\n\t\t\t} else {\n\t\t\t\t/* otherwise, it's what ever is specified in XCL_TARGET */\n\t\t\t\tworld.mode = xcl_create_and_set(xcl_target);\n\t\t\t}\n\t\t} else {\n\t\t\t/* if it's not equal to true then it should be whatever\n\t\t\t * XCL_EMULATION_MODE is set to */\n\t\t\tworld.mode = xcl_create_and_set(xcl_mode);\n\t\t}\n\t}\n\n\terr = clGetPlatformIDs(0, NULL, &num_platforms);\n\tif (err != CL_SUCCESS) {\n\t\tprintf(\"Error: no platforms available or OpenCL install broken\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\tcl_platform_id *platform_ids = (cl_platform_id *) malloc(sizeof(cl_platform_id) * num_platforms);\n\n\tif (platform_ids == NULL) {\n\t\tprintf(\"Error: Out of Memory\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\terr = clGetPlatformIDs(num_platforms, platform_ids, NULL);\n\tif (err != CL_SUCCESS) {\n\t\tprintf(\"Error: Failed to find an OpenCL platform!\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\tsize_t i;\n\tfor(i = 0; i < num_platforms; i++) {\n\t\tsize_t platform_name_size;\n\t\terr = clGetPlatformInfo(platform_ids[i], CL_PLATFORM_NAME, \n\t\t 0, NULL, &platform_name_size);\n\t\tif( err != CL_SUCCESS) {\n\t\t\tprintf(\"Error: Could not determine platform name!\\n\");\n\t\t\texit(EXIT_FAILURE);\n\t\t}\n\n\t\tchar *platform_name = (char*) malloc(sizeof(char)*platform_name_size);\n\t\tif(platform_name == NULL) {\n\t\t\tprintf(\"Error: out of memory!\\n\");\n\t\t\texit(EXIT_FAILURE);\n\t\t}\n\n\t\terr = clGetPlatformInfo(platform_ids[i], CL_PLATFORM_NAME,\n\t\t platform_name_size, platform_name, NULL);\n\t\tif(err != CL_SUCCESS) {\n\t\t\tprintf(\"Error: could not determine platform name!\\n\");\n\t\t\texit(EXIT_FAILURE);\n\t\t}\n\n\t\tif (!strcmp(platform_name, vendor_name)) {\n\t\t\tfree(platform_name);\n\t\t\tworld.platform_id = platform_ids[i];\n\t\t\tbreak;\n\t\t}\n\n\t\tfree(platform_name);\n\t}\n\n\tfree(platform_ids);\n\n\tif (i == num_platforms) {\n\t\tprintf(\"Error: Failed to find Xilinx platform\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\terr = clGetDeviceIDs(world.platform_id, CL_DEVICE_TYPE_ALL,\n\t 1, &world.device_id, NULL);\n\tif (err != CL_SUCCESS) {\n\t\tprintf(\"Error: could not get device ids\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\tsize_t device_name_size;\n\terr = clGetDeviceInfo(world.device_id, CL_DEVICE_NAME,\n\t 0, NULL, &device_name_size);\n\tif(err != CL_SUCCESS) {\n\t\tprintf(\"Error: could not determine device name\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\tworld.device_name = (char*) malloc(sizeof(char)*device_name_size);\n\n\tif(world.device_name == NULL) {\n\t\tprintf(\"Error: Out of Memory!\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\terr = clGetDeviceInfo(world.device_id, CL_DEVICE_NAME,\n\t device_name_size, world.device_name, NULL);\n\tif(err != CL_SUCCESS) {\n\t\tprintf(\"Error: could not determine device name\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\tworld.context = clCreateContext(0, 1, &world.device_id,\n\t NULL, NULL, &err);\n\tif (err != CL_SUCCESS) {\n\t\tprintf(\"Error: Failed to create a compute context!\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\tworld.command_queue = clCreateCommandQueue(world.context,\n\t world.device_id,\n\t CL_QUEUE_PROFILING_ENABLE,\n\t &err);\n\tif (err != CL_SUCCESS) {\n\t\tprintf(\"Error: Failed to create a command queue!\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\treturn world;\n}\n\nxcl_world xcl_world_single() {\n\treturn xcl_world_single_vendor(\"Xilinx\");\n}\n\nvoid xcl_release_world(xcl_world world) {\n\tclReleaseCommandQueue(world.command_queue);\n\tclReleaseContext(world.context);\n\tfree(world.device_name);\n\tfree(world.mode);\n}\n\ncl_program xcl_import_binary_file(xcl_world world,\n const char *xclbin_file_name\n) {\n\tint err;\n\n\tprintf(\"INFO: Importing %s\\n\", xclbin_file_name);\n\n\tif(access(xclbin_file_name, R_OK) != 0) {\n\t\treturn NULL;\n\t\tprintf(\"ERROR: %s xclbin not available please build\\n\", xclbin_file_name);\n\t\texit(EXIT_FAILURE);\n\t}\n\n\tchar *krnl_bin;\n\tconst size_t krnl_size = load_file_to_memory(xclbin_file_name, &krnl_bin);\n\tprintf(\"INFO: Loaded file\\n\");\n\n\tcl_program program = clCreateProgramWithBinary(world.context, 1,\n\t &world.device_id, &krnl_size,\n\t (const unsigned char**) &krnl_bin,\n\t NULL, &err);\n\tif ((!program) || (err!=CL_SUCCESS)) {\n\t\tprintf(\"Error: Failed to create compute program from binary %d!\\n\",\n\t\t err);\n\t\tprintf(\"Test failed\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\tprintf(\"INFO: Created Binary\\n\");\n\n\terr = clBuildProgram(program, 0, NULL, NULL, NULL, NULL);\n\tif (err != CL_SUCCESS) {\n\t\tsize_t len;\n\t\tchar buffer[2048];\n\n\t\tclGetProgramBuildInfo(program, world.device_id, CL_PROGRAM_BUILD_LOG,\n\t\t sizeof(buffer), buffer, &len);\n\t\tprintf(\"%s\\n\", buffer);\n\t\tprintf(\"Error: Failed to build program executable!\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\tprintf(\"INFO: Built Program\\n\");\n\n\tfree(krnl_bin);\n\n\treturn program;\n}\n\nchar *xcl_get_xclbin_name(xcl_world world,\n const char *xclbin_name\n) {\n\t//char *xcl_bindir = getenv(\"XCL_BINDIR\");\n\n\t// typical locations of directory containing xclbin files\n\t//const char *dirs[] = {\n\t//\t\"..\", // gui build + run\n\t//\tNULL\n\t//};\n\t//const char **search_dirs = dirs;\n\n\n\tchar *device_name = strdup(world.device_name);\n\tif (device_name == NULL) {\n\t\tprintf(\"Error: Out of Memory\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\t// fix up device name to avoid colons and dots.\n\t// xilinx:xil-accel-rd-ku115:4ddr-xpr:3.2 -> xilinx_xil-accel-rd-ku115_4ddr-xpr_3_2\n\tfor (char *c = device_name; *c != 0; c++) {\n\t\tif (*c == ':' || *c == '.') {\n\t\t\t*c = '_';\n\t\t}\n\t}\n\n\tchar *device_name_versionless = strdup(world.device_name);\n\tif (device_name_versionless == NULL) {\n\t\tprintf(\"Error: Out of Memory\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\tunsigned short colons = 0;\n bool colon_exist = false;\n\tfor (char *c = device_name_versionless; *c != 0; c++) {\n\t\tif (*c == ':') {\n\t\t\tcolons++;\n\t\t\t*c = '_';\n colon_exist = true;\n\t\t}\n\t\t/* Zero out version area */\n\t\tif (colons == 3) {\n\t\t\t*c = '\\0';\n\t\t}\n\t}\n\n // versionless support if colon doesn't exist in device_name\n if(!colon_exist) {\n int len = strlen(device_name_versionless);\n device_name_versionless[len - 4] = '\\0';\n }\n \n\t//const char *file_patterns[] = {\n\t//\t\"%1$s/%2$s.%3$s.%4$s.xclbin\", // ...xclbin\n\t//\t\"%1$s/%2$s.%3$s.%5$s.xclbin\", // ...xclbin\n\t//\t\"%1$s/binary_container_1.xclbin\", // default for gui projects\n\t//\t\"%1$s/%2$s.xclbin\", // .xclbin\n\t//\tNULL\n\t//};\n\t//char *xclbin_file_name = (char*) malloc(sizeof(char)*PATH_MAX);\n\t//memset(xclbin_file_name, 0, PATH_MAX);\n\t//ino_t ino = 0; // used to avoid errors if an xclbin found via multiple/repeated paths\n\t// if no awsxclbin found, check for xclbin\n\tconst char * xclbin_file_name = \"../graph_fpga.xclbin\";\n\t//world.bindir = strdup(\"../\");\n\n\treturn (char* )xclbin_file_name;\n}\n\ncl_program xcl_import_binary(xcl_world world,\n const char *xclbin_name,\n char *file_name\n) {\n\n\tchar* xclbin_file_name = xcl_get_xclbin_name(world, xclbin_name);\n\tif (file_name)\n\t\txclbin_file_name = file_name;\n\tprintf(\"file is %s %s \\n\",xclbin_file_name,file_name);\n\tcl_program program = xcl_import_binary_file(world, xclbin_file_name);\n\n\tif(program == NULL) {\n\t\tprintf(\"ERROR: %s xclbin not available please build\\n\", xclbin_file_name);\n\t\texit(EXIT_FAILURE);\n\t}\n\n\t//free(xclbin_file_name);\n\n\treturn program;\n}\n\ncl_program xcl_import_source(xcl_world world,\n const char *krnl_file\n) {\n\tint err;\n\n\tchar *krnl_bin;\n\tload_file_to_memory(krnl_file, &krnl_bin);\n\n\tcl_program program = clCreateProgramWithSource(world.context, 1,\n\t (const char**) &krnl_bin,\n\t 0, &err);\n\tif ((err!=CL_SUCCESS) || (!program)) {\n\t\tprintf(\"Error: Failed to create compute program from binary %d!\\n\",\n\t\t err);\n\t\tprintf(\"Test failed\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\terr = clBuildProgram(program, 0, NULL, NULL, NULL, NULL);\n\tif (err != CL_SUCCESS) {\n\t\tsize_t len;\n\t\tchar buffer[2048];\n\n\t\tprintf(\"Error: Failed to build program executable!\\n\");\n\t\tclGetProgramBuildInfo(program, world.device_id, CL_PROGRAM_BUILD_LOG,\n\t\t sizeof(buffer), buffer, &len);\n\t\tprintf(\"%s\\n\", buffer);\n\t\tprintf(\"Test failed\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\tfree(krnl_bin);\n\n\treturn program;\n}\n\ncl_kernel xcl_get_kernel(cl_program program,\n const char *krnl_name\n) {\n\tint err;\n\n\tcl_kernel kernel = clCreateKernel(program, krnl_name, &err);\n\tif (!kernel || err != CL_SUCCESS) {\n\t\tprintf(\"Error: Failed to create kernel for %s: %d\\n\", krnl_name, err);\n\t\texit(EXIT_FAILURE);\n\t}\n\n\treturn kernel;\n}\n\nvoid xcl_free_kernel(cl_kernel krnl) {\n\tint err = clReleaseKernel(krnl);\n\n\tif (err != CL_SUCCESS) {\n\t\tprintf(\"Error: Could not free kernel\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n}\n\n\nvoid xcl_set_kernel_arg(cl_kernel krnl,\n cl_uint num,\n size_t size,\n const void *ptr\n) {\n\tint err = clSetKernelArg(krnl, num, size, ptr);\n\n\tif(err != CL_SUCCESS) {\n\t\tprintf(\"Error: Failed to set kernel arg\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n}\n\ncl_mem xcl_malloc(xcl_world world, cl_mem_flags flags, size_t size) {\n\tcl_mem mem = clCreateBuffer(world.context, flags, size, NULL, NULL);\n\n\tif (!mem) {\n\t\tprintf(\"Error: Failed to allocate device memory!\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\treturn mem;\n}\n\nvoid xcl_free(cl_mem mem) {\n\tint err = clReleaseMemObject(mem);\n\n\tif (err != CL_SUCCESS) {\n\t\tprintf(\"Error: Failed to free device memory!\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n}\n\nvoid xcl_memcpy_to_device(xcl_world world, cl_mem dest, void* src,\n size_t size) {\n\tint err = clEnqueueWriteBuffer(world.command_queue, dest, CL_TRUE, 0, size,\n\t src, 0, NULL, NULL);\n\tif (err != CL_SUCCESS) {\n\t\tprintf(\"Error: Failed to write to source array! %d\\n\", err);\n\t\texit(EXIT_FAILURE);\n\t}\n}\n\nvoid xcl_memcpy_from_device(xcl_world world, void* dest,\n cl_mem src, size_t size\n) {\n\tint err = clEnqueueReadBuffer(world.command_queue, src, CL_TRUE, 0, size,\n\t dest, 0, NULL, NULL);\n\tif (err != CL_SUCCESS) {\n\t\tprintf(\"Error: Failed to read output array! %d\\n\", err);\n\t\texit(EXIT_FAILURE);\n\t}\n}\n\nunsigned long xcl_get_event_duration(cl_event event) {\n\tunsigned long start, stop;\n\n\tclGetEventProfilingInfo(event, CL_PROFILING_COMMAND_START,\n\t sizeof(unsigned long), &start, NULL);\n\tclGetEventProfilingInfo(event, CL_PROFILING_COMMAND_END,\n\t sizeof(unsigned long), &stop, NULL);\n\n\treturn stop - start;\n}\n\nunsigned long xcl_run_kernel3d(xcl_world world, cl_kernel krnl,\n size_t x, size_t y, size_t z\n) {\n\tsize_t size[3] = {x, y, z};\n\tcl_event event;\n\n\tint err = clEnqueueNDRangeKernel(world.command_queue, krnl, 3,\n\t NULL, size, size, 0, NULL, &event);\n\tif( err != CL_SUCCESS) {\n\t\tprintf(\"Error: failed to execute kernel! %d\\n\", err);\n\t\texit(EXIT_FAILURE);\n\t}\n\n\tclFinish(world.command_queue);\n unsigned long exec_time =xcl_get_event_duration(event);\n clReleaseEvent(event);\n\treturn exec_time;\n}\n\nvoid xcl_run_kernel3d_nb(xcl_world world, cl_kernel krnl,cl_event *event,\n size_t x, size_t y, size_t z) { \n\tsize_t size[3] = {x, y, z};\n\n\tint err = clEnqueueNDRangeKernel(world.command_queue, krnl, 3,\n\t NULL, size, size, 0, NULL, event);\n\tif( err != CL_SUCCESS) {\n\t\tprintf(\"Error: failed to execute kernel! %d\\n\", err);\n\t\tprintf(\"Test failed\\n\");\n\t\texit(EXIT_FAILURE);\n\t}\n\n\treturn;\n}\n" }, { "path": "utils/xcl/xcl.h", "content": "/**********\nCopyright (c) 2018, Xilinx, Inc.\nAll rights reserved.\n\nRedistribution and use in source and binary forms, with or without modification,\nare permitted provided that the following conditions are met:\n\n1. Redistributions of source code must retain the above copyright notice,\nthis list of conditions and the following disclaimer.\n\n2. Redistributions in binary form must reproduce the above copyright notice,\nthis list of conditions and the following disclaimer in the documentation\nand/or other materials provided with the distribution.\n\n3. Neither the name of the copyright holder nor the names of its contributors\nmay be used to endorse or promote products derived from this software\nwithout specific prior written permission.\n\nTHIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\" AND\nANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO,\nTHE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED.\nIN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,\nINCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,\nPROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION)\nHOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,\nOR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE,\nEVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.\n**********/\n\n\n#pragma once\n\n#include \n#include \n\ntypedef struct {\n\tchar *mode;\n\tchar *bindir;\n\tchar *device_name;\n\tcl_context context;\n\tcl_platform_id platform_id;\n\tcl_device_id device_id;\n\tcl_command_queue command_queue;\n} xcl_world;\n\n/* xcl_world_single\n *\n * Description:\n * Setup an xcl_world for the case when there is a single\n * Xilinx device in the system.\n *\n * Inputs:\n *\n * Returns:\n * A struct containing the platform_id, device_id, context, and command\n * queue.\n */\nxcl_world xcl_world_single();\n\n/* xcl_release_world\n *\n * Description:\n * Release memory used by xcl_world struct.\n *\n * Inputs:\n * world - xcl_world to release memory from.\n */\nvoid xcl_release_world(xcl_world world);\n\n/* xcl_get_xclbin_name\n *\n * Description:\n * Determine xclbin name. Using search path below.\n *\n * Search Path:\n * $XCL_BINDIR/...xclbin\n * $XCL_BINDIR/...xclbin\n * $XCL_BINDIR/binary_container_1.xclbin\n * $XCL_BINDIR/.xclbin\n * xclbin/...xclbin\n * xclbin/...xclbin\n * xclbin/binary_container_1.xclbin\n * xclbin/.xclbin\n * ../...xclbin\n * ../...xclbin\n * ../binary_container_1.xclbin\n * ../.xclbin\n * ./...xclbin\n * ./...xclbin\n * ./binary_container_1.xclbin\n * ./.xclbin\n *\n * Inputs:\n * world - xcl_world to import into.\n * xclbin_name - base name of the xclbin to import.\n *\n * Returns:\n * An string that was created from xclbin_name.\n */\nchar *xcl_get_xclbin_name(xcl_world world, const char *xclbin_name);\n\n/* xcl_import_binary\n *\n * Description:\n * Import precompiled program (as commonly created by the Xilinx OpenCL\n * flow). Using search path below.\n *\n * Search Path:\n * $XCL_BINDIR/...xclbin\n * $XCL_BINDIR/...xclbin\n * $XCL_BINDIR/binary_container_1.xclbin\n * $XCL_BINDIR/.xclbin\n * xclbin/...xclbin\n * xclbin/...xclbin\n * xclbin/binary_container_1.xclbin\n * xclbin/.xclbin\n * ../...xclbin\n * ../...xclbin\n * ../binary_container_1.xclbin\n * ../.xclbin\n * ./...xclbin\n * ./...xclbin\n * ./binary_container_1.xclbin\n * ./.xclbin\n *\n * Inputs:\n * world - xcl_world to import into.\n * xclbin_name - base name of the xclbin to import.\n *\n * Returns:\n * An opencl program object that was created from xclbin_name file.\n */\ncl_program xcl_import_binary(xcl_world world, const char *xclbin_name,char *file_name);\n\n/* xcl_import_binary_file\n *\n * Description:\n * Import precompiled program (as commonly created by the Xilinx OpenCL\n * flow).\n *\n * Inputs:\n * world - xcl_world to import into.\n * xclbin_file - file name of xclbin to import.\n *\n * Returns:\n * An opencl program object that was created from krnl_name file.\n */\ncl_program xcl_import_binary_file(xcl_world world, const char *xclbin_file_name);\n\n\n/* xcl_import_source\n *\n * Description:\n * Import opencl source code.\n *\n * Inputs:\n * world - xcl_world to import into.\n * krnl_file - file name of the kernel to import.\n * krnl_name - name of kernel.\n *\n * Returns:\n * An opencl program object that was created from krnl_name file.\n */\ncl_program xcl_import_source(xcl_world world, const char *krnl_file);\n\n/* xcl_get_kernel\n *\n * Description:\n * Get kernel from program\n *\n * Input:\n * program - program that was built\n * krnl_name - name of kernel\n *\n * Returns:\n * An opencl kernel object that was created from the krnl_name\n */\ncl_kernel xcl_get_kernel(cl_program program, const char *krnl_name);\n\n/* xcl_create_kernel\n * \n * Description:\n * Create kernel in program and return kernel object\n *\n * Inputs:\n * world - program in which kernel is created\n * krnl_name - name of kernel.\n *\n * Returns:\n * An opencl kernel object that was created from krnl_name file.\n */\ncl_kernel xcl_create_kernel(cl_program program, const char *krnl_name);\n\n\n/* xcl_set_kernel_arg\n *\n * Description:\n * Set kernel arguments\n *\n * Inputs:\n * krnl - kernel to set values for\n * num - which kernel arg to set\n * size - size of argument\n * ptr - address of value\n */\nvoid xcl_set_kernel_arg(cl_kernel krnl, cl_uint num, size_t size, const void *ptr);\n\n/* xcl_malloc/free\n *\n * Description:\n * Allocate/Free memory for a buffer on the FPGA device. Exit program on\n * error.\n *\n * Inputs:\n * world - xcl_world of the device to create buffer on.\n * flags - passed to clCreateBuffer.\n * size - buffer size in bytes (like malloc).\n */\ncl_mem xcl_malloc(xcl_world world, cl_mem_flags flags, size_t size);\nvoid xcl_free(cl_mem mem);\n\n/* xcl_memcpy_to_device/xcl_memcpy_from_device\n *\n * Description:\n * Copy memory from the host to the FPGA device (or vice a verse.) The\n * memory on the FPGA must be allocated with xcl_malloc (or the lower\n * level opencl functions)\n *\n * Inputs:\n * world - xcl_world to copy the buffer into.\n * dest - memory address on the FPGA to copy to.\n * src - memory address on the host to copy from.\n * size - number of bytes in src to copy to dest.\n */\nvoid xcl_memcpy_to_device(xcl_world world, cl_mem dest, void* src,\n size_t size);\nvoid xcl_memcpy_from_device(xcl_world world, void* dest, cl_mem src,\n size_t size);\n\n/* xcl_get_event_duration\n *\n * Description:\n * Determine the duration of an event\n *\n * Inputs:\n * event - determine the duration of this event\n *\n * Returns:\n * time that the event took to run to completion.\n */\nunsigned long xcl_get_event_duration(cl_event event);\n\n/* xcl_run_kernel3d\n *\n * Description:\n * Run a kernel with a 3 dimensional thread array. In this configuration,\n * there will be x*y*z threads created with a rank in each dimension.\n *\n * Inputs:\n * world - xcl_world to use for running the kernel.\n * krnl - application to run on the device.\n * x - number of threads in the x direction.\n * y - number of threads in the y direction.\n * z - number of threads in the z direction.\n *\n * Returns:\n * For purposes of benchmarking, the return of this program is the length of\n * time in ns that the kernel took to run to completion.\n */\nunsigned long xcl_run_kernel3d(xcl_world world, cl_kernel krnl,\n size_t x, size_t y, size_t z);\n\n/* xcl_run_kernel3d_nb\n *\n * Description:\n * Run a kernel with a 3 dimensional thread array and return immediately. In this configuration,\n * there will be x*y*z threads created with a rank in each dimension.\n *\n * Inputs:\n * world - xcl_world to use for running the kernel.\n * krnl - application to run on the device.\n * x - number of threads in the x direction.\n * y - number of threads in the y direction.\n * z - number of threads in the z direction.\n *\n * Returns: No Return\n * \n */\nvoid xcl_run_kernel3d_nb(xcl_world world, cl_kernel krnl, cl_event *evt = NULL,\n size_t x=1, size_t y=1, size_t z=1);\n" }, { "path": "utils/xcl/xcl.mk", "content": "xcl_SRCS:=${UTILS_PATH}/xcl/xcl.c\nxcl_HDRS:=${UTILS_PATH}/xcl/xcl.h\n\nxcl_CXXFLAGS:=-I${UTILS_PATH}/xcl\n" } ]