From 8a8218c2cdf016fa69de34ca814bb25d9ddb838b Mon Sep 17 00:00:00 2001 From: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Mon, 10 Jul 2023 00:36:46 -0500 Subject: [PATCH] Squashed commit of the following: MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit commit 8432e9d5dc8d080535243467f8d380271e8d9489 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sun Jul 9 16:55:30 2023 -0500 Update Makefile commit b58c1893fa839c0f35df96f6a8b026a7f2576762 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sun Jul 9 16:20:00 2023 -0500 Add multi-gpu CuBLAS support to new GUI commit 0c1c71b9927127b45030fe88283dfbdd23853d34 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sat Jul 8 07:56:57 2023 -0500 Update Makefile commit f864f60cd8e563e2594cee5a7da7e9aebed494f9 Author: Johannes Gäßler Date: Sat Jul 8 00:25:15 2023 +0200 CUDA: add __restrict__ to mul mat vec kernels (#2140) commit 4539bc2761a7a23b588b5420b9d3fd1962ff63e5 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sat Jul 8 01:36:14 2023 -0500 update makefile for changes commit 912e31ec523eac9ef308f0d28bc2d93aab7c3ecb Merge: 74e2703 ddaa4f2 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Fri Jul 7 23:15:37 2023 -0500 Merge remote-tracking branch 'upstream/concedo' commit ddaa4f2a264820b4379baeba0318c5e89951e1a5 Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Fri Jul 7 22:14:14 2023 +0800 fix cuda garbage results and gpu selection issues commit 95eca51beff1d1b948f2054e5fe532b5b323b010 Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Fri Jul 7 18:39:47 2023 +0800 add gpu choice for GUI for cuda commit a689a66068eab7a2d55c8e80d4a37e15026c450e Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Fri Jul 7 17:52:34 2023 +0800 make it work with pyinstaller commit 9ee9a77f12f1c7bfd4b7e5c9172f79d2cca1400e Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Fri Jul 7 16:25:37 2023 +0800 warn outdated GUI (+1 squashed commits) Squashed commits: [15aec3d] spelling error commit 32102c2064184a84b162d2332ae352f34dc55169 Merge: 8424a35 481f793 Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Fri Jul 7 14:15:39 2023 +0800 Merge branch 'master' into concedo_experimental # Conflicts: # README.md commit 481f793acc3882a09d45d8d2c3076ad3d1c60cfc Author: Howard Su Date: Fri Jul 7 11:34:18 2023 +0800 Fix opencl by wrap #if-else-endif with \n (#2086) commit dfd9fce6d65599bf33df43e616e85aa639bdae4c Author: Georgi Gerganov Date: Thu Jul 6 19:41:31 2023 +0300 ggml : fix restrict usage commit 36680f6e40e4440c3ec3385d0b7e5ca8bb6c37f7 Author: Judd Date: Fri Jul 7 00:23:49 2023 +0800 convert : update for baichuan (#2081) 1. guess n_layers; 2. relax warnings on context size; 3. add a note that its derivations are also supported. Co-authored-by: Judd commit a17a2683d8fdb899ba497d0c28ccafb28c62efb6 Author: tslmy Date: Thu Jul 6 09:17:50 2023 -0700 alpaca.sh : update model file name (#2074) The original file name, `ggml-alpaca-7b-q4.bin`, implied the first-generation GGML. After the breaking changes (mentioned in https://github.com/ggerganov/llama.cpp/issues/382), `llama.cpp` requires GGML V3 now. Those model files are named `*ggmlv3*.bin`. We should change the example to an actually working model file, so that this thing is more likely to run out-of-the-box for more people, and less people would waste time downloading the old Alpaca model. commit 8424a35c62f63964e58ffcfc02e73ca9b467a543 Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Thu Jul 6 23:24:21 2023 +0800 added the ability to ban any substring tokens commit 27a0907cfaca599ae40a6539becadb1cb0123d42 Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Thu Jul 6 22:33:46 2023 +0800 backport MM256_SET_M128I to ggml_v2, updated lite, added support for selecting the GPU for cublas commit 220aa707e6e55f1e134a34d295030d39103a93eb Merge: 4d1700b 31cfbb1 Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Thu Jul 6 15:40:40 2023 +0800 Merge branch 'master' into concedo_experimental # Conflicts: # .github/workflows/build.yml # CMakeLists.txt # Makefile # README.md # pocs/vdot/q8dot.cpp # pocs/vdot/vdot.cpp # scripts/sync-ggml.sh # tests/test-grad0.c # tests/test-quantize-fns.cpp # tests/test-quantize-perf.cpp commit 4d1700b172b6d6aded22e9da0c8663aa3add5715 Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Thu Jul 6 15:17:47 2023 +0800 adjust some ui sizing commit 1c800023105ae613e41fd0f015a3f3cf0226bc63 Author: Vali-98 <137794480+Vali-98@users.noreply.github.com> Date: Thu Jul 6 15:00:57 2023 +0800 New UI using customtkinter (#284) * Initial conversion to customtkinter. * Initial conversion to customtkinter. * Additions to UI, still non-functional * UI now functional, untested * UI now functional, untested * Added saving configs * Saving and loading now functional * Fixed sliders not loading * Cleaned up duplicate arrays * Cleaned up duplicate arrays * Fixed loading bugs * wip fixing all the broken parameters. PLEASE test before you commit * further cleaning * bugfix completed for gui. now evaluating save and load * cleanup prepare to merge --------- Co-authored-by: Concedo <39025047+LostRuins@users.noreply.github.com> commit 31cfbb1013a482e89c72146e2063ac4362becae7 Author: Tobias Lütke Date: Wed Jul 5 16:51:13 2023 -0400 Expose generation timings from server & update completions.js (#2116) * use javascript generators as much cleaner API Also add ways to access completion as promise and EventSource * export llama_timings as struct and expose them in server * update readme, update baked includes * llama : uniform variable names + struct init --------- Co-authored-by: Georgi Gerganov commit 74e2703ac3b1557f107e540657d0919db115f913 Merge: cf65429 f9108ba Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Wed Jul 5 15:16:49 2023 -0500 Merge branch 'LostRuins:concedo' into main commit 983b555e9ddb36703cee4d22642afe958de093b7 Author: Jesse Jojo Johnson Date: Wed Jul 5 18:03:19 2023 +0000 Update Server Instructions (#2113) * Update server instructions for web front end * Update server README * Remove duplicate OAI instructions * Fix duplicate text --------- Co-authored-by: Jesse Johnson commit ec326d350c72afd23709a409944728a607188cc0 Author: Georgi Gerganov Date: Wed Jul 5 20:44:11 2023 +0300 ggml : fix bug introduced in #1237 commit 1b6efeab829f3eeda5b39bd47624bb60b3531b88 Author: Georgi Gerganov Date: Wed Jul 5 20:20:05 2023 +0300 tests : fix test-grad0 commit 1b107b8550dced48dc5f41184640061354226b96 Author: Stephan Walter Date: Wed Jul 5 16:13:06 2023 +0000 ggml : generalize `quantize_fns` for simpler FP16 handling (#1237) * Generalize quantize_fns for simpler FP16 handling * Remove call to ggml_cuda_mul_mat_get_wsize * ci : disable FMA for mac os actions --------- Co-authored-by: Georgi Gerganov commit 8567c76b5326e862be0755a8dc1dd988223fcae3 Author: Jesse Jojo Johnson Date: Wed Jul 5 15:13:35 2023 +0000 Update server instructions for web front end (#2103) Co-authored-by: Jesse Johnson commit 924dd22fd3ba93e097f8d19ba5cda919ca2fe2fb Author: Johannes Gäßler Date: Wed Jul 5 14:19:42 2023 +0200 Quantized dot products for CUDA mul mat vec (#2067) commit 051c70dcd55709c9cbbfa849af035951fe720433 Author: Howard Su Date: Wed Jul 5 18:31:23 2023 +0800 llama: Don't double count the sampling time (#2107) commit ea79e549f0982053aad636d832d181dcc3d5863b Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Wed Jul 5 17:29:35 2023 +0800 fixed refusing to quantize some models commit 9e4475f5cf639315f61ed7b8da6258bb0c7c5ca9 Author: Johannes Gäßler Date: Wed Jul 5 08:58:05 2023 +0200 Fixed OpenCL offloading prints (#2082) commit 7f0e9a775ecc4c6ade271c217f63d6dc93e79eaa Author: Nigel Bosch Date: Tue Jul 4 18:33:33 2023 -0500 embd-input: Fix input embedding example unsigned int seed (#2105) commit b472f3fca558b6335adbd87210ed58cfb5da37cb Author: Georgi Gerganov Date: Tue Jul 4 22:25:22 2023 +0300 readme : add link web chat PR commit ed9a54e5129a11c2a5b555e1dc65e875e3c37b4f Author: Georgi Gerganov Date: Tue Jul 4 21:54:11 2023 +0300 ggml : sync latest (new ops, macros, refactoring) (#2106) - add ggml_argmax() - add ggml_tanh() - add ggml_elu() - refactor ggml_conv_1d() and variants - refactor ggml_conv_2d() and variants - add helper macros to reduce code duplication in ggml.c commit f257fd255044decffad93dee2502875ce66ad80c Author: jwj7140 <32943891+jwj7140@users.noreply.github.com> Date: Wed Jul 5 03:06:12 2023 +0900 Add an API example using server.cpp similar to OAI. (#2009) * add api_like_OAI.py * add evaluated token count to server * add /v1/ endpoints binding commit 7ee76e45afae7f9a7a53e93393accfb5b36684e1 Author: Tobias Lütke Date: Tue Jul 4 10:05:27 2023 -0400 Simple webchat for server (#1998) * expose simple web interface on root domain * embed index and add --path for choosing static dir * allow server to multithread because web browsers send a lot of garbage requests we want the server to multithread when serving 404s for favicon's etc. To avoid blowing up llama we just take a mutex when it's invoked. * let's try this with the xxd tool instead and see if msvc is happier with that * enable server in Makefiles * add /completion.js file to make it easy to use the server from js * slightly nicer css * rework state management into session, expose historyTemplate to settings --------- Co-authored-by: Georgi Gerganov commit acc111caf93fc6681450924df9f99679c384c59e Author: Henri Vasserman Date: Tue Jul 4 15:38:04 2023 +0300 Allow old Make to build server. (#2098) Also make server build by default. Tested with Make 3.82 commit 23c7c6fc9182b041f006b86ea1e7f99911ecf344 Author: ZhouYuChen Date: Tue Jul 4 20:15:16 2023 +0800 Update Makefile: clean simple (#2097) commit 69add28324b9d2c8bf3eadb1c52f81d0a2b3d9d4 Merge: 00e35d0 698efad Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Tue Jul 4 18:51:42 2023 +0800 Merge branch 'master' into concedo_experimental # Conflicts: # .github/workflows/build.yml commit 00e35d0bbfd390fc382e8dfdc2368bfb0eec1cca Merge: fff705d f9108ba Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Tue Jul 4 18:46:40 2023 +0800 Merge branch 'concedo' into concedo_experimental commit f9108ba401fb1ab025fa243cd94ea47accadc41d Author: Michael Moon Date: Tue Jul 4 18:46:08 2023 +0800 Make koboldcpp.py executable on Linux (#293) commit fff705d4f67e40c146c2393d0e52f0c6c307056a Merge: 784628a c6c0afd Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Tue Jul 4 18:42:02 2023 +0800 Merge remote-tracking branch 'ycros/improve-sampler-api-access' into concedo_experimental commit c6c0afdf18926e4ec2f51e0e1df15d668501db5f Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Tue Jul 4 18:35:03 2023 +0800 refactor to avoid code duplication commit 784628a2be63874a0a5568bafaa53269c5200220 Merge: ca9a116 309534d Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Tue Jul 4 16:38:32 2023 +0800 Merge remote-tracking branch 'ycros/improve-sampler-api-access' into concedo_experimental commit 698efad5fbbf326f01288649b123eff5f79b417e Author: Erik Scholz Date: Tue Jul 4 01:50:12 2023 +0200 CI: make the brew update temporarily optional. (#2092) until they decide to fix the brew installation in the macos runners. see the open issues. eg https://github.com/actions/runner-images/pull/7710 commit 14a2cc71f62e45803ae70890ffbdeb0a172e6210 Author: Govlzkoy Date: Tue Jul 4 07:50:00 2023 +0800 [ggml] fix index for ne03 value in ggml_cl_mul_f32 (#2088) commit cf65429c3832d32a8c17c7ed5ab47066d7511fbe Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Mon Jul 3 16:56:40 2023 -0500 print cuda or opencl based on what's used commit 72c16d2310b2e4c44018e2084aeb79e68c0b8709 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Mon Jul 3 16:45:39 2023 -0500 Revert "fix my mistake that broke other arches" This reverts commit 777aed5e69e240a54e7d3da962d8520855f072b9. commit 1cf14ccef12e19c5a5b0b17ab456242d1f8c7fdd Author: Henri Vasserman Date: Tue Jul 4 00:05:23 2023 +0300 fix server crashes (#2076) commit 777aed5e69e240a54e7d3da962d8520855f072b9 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Mon Jul 3 15:53:32 2023 -0500 fix my mistake that broke other arches commit cc45a7feb8412e84ff292207621412fffc0d3d51 Author: Howard Su Date: Tue Jul 4 02:43:55 2023 +0800 Fix crash of test-tokenizer-0 under Debug build (#2064) * Fix crash of test-tokenizer-0 under Debug build * Change per comment commit ca9a11697c66e934dedb39faff6e77c7455f6482 Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Tue Jul 4 00:35:02 2023 +0800 possibly slower, but cannot use larger batches without modifying ggml library. commit bfeb3471d765abe4d8f1d593f2fa3780f4dee585 Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Mon Jul 3 21:36:42 2023 +0800 fix typos commit 55dbb915cc2a95048f56e667b09dfad38d840421 Author: Howard Su Date: Mon Jul 3 19:58:58 2023 +0800 [llama] No need to check file version when loading vocab score (#2079) commit d7d2e6a0f0c74f7a570dae384dfff371ac744d2a Author: WangHaoranRobin <56047610+WangHaoranRobin@users.noreply.github.com> Date: Mon Jul 3 05:38:44 2023 +0800 server: add option to output probabilities for completion (#1962) * server: add option to output probabilities for completion * server: fix issue when handling probability output for incomplete tokens for multibyte character generation * server: fix llama_sample_top_k order * examples/common.h: put all bool variables in gpt_params together commit 27780a987a8dabb18689038c0397e16f2f219c7e Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sun Jul 2 16:03:27 2023 -0500 rocm fixes commit f52c7d439770c1ea0bebc1f895b74d6aeea5f0a6 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sun Jul 2 16:02:58 2023 -0500 Revert "rocm fixes" This reverts commit 2fe9927353a1e53353623f850d3d534da88f5154. commit 2fe9927353a1e53353623f850d3d534da88f5154 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sun Jul 2 15:58:21 2023 -0500 rocm fixes commit efe7560c83a497f5e750bbe27922babd4233bda9 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sun Jul 2 15:55:43 2023 -0500 Revert "move HIPBLAS definitions into ggml-cuda.h" This reverts commit bf49a93d63f833b7871ba6e60f8fe207562678ee. commit 4fc0181e44685019dcd309d4bb345cac7a5fef87 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sun Jul 2 15:55:36 2023 -0500 Revert "move hipblas definitions to header files" This reverts commit 2741ffb70464a71fd138484de4b41da05622e027. commit 89eb576f2771bd81a3a6274348b47535dfdd5f63 Merge: 2741ffb 3d2907d Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sun Jul 2 14:44:13 2023 -0500 Merge branch 'LostRuins:concedo' into main commit 309534dcd0d7eab179c80f7d2a1a48958819a96c Author: Ycros <18012+ycros@users.noreply.github.com> Date: Sun Jul 2 18:15:34 2023 +0000 implement sampler order, expose sampler order and mirostat in api commit 3d2907d208ea3324517972d4cc3964c0959d6f1a Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Sun Jul 2 18:28:09 2023 +0800 make gptneox and gptj work with extended context too commit d6b47e6a5b4fe2fd6003cdbeed9c7394642a4647 Merge: e17c849 46088f7 Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Sun Jul 2 17:26:39 2023 +0800 Merge branch 'master' into concedo_experimental commit e17c8497cff7841932e47df572a4cfffa7f8ff3c Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Sun Jul 2 17:25:08 2023 +0800 switched to NTK aware scaling commit e19483ca0f8b8f7900b45ddc7bb5e4143f2518f4 Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Sun Jul 2 14:55:08 2023 +0800 increase scratch for above 4096 commit 46088f72318981341a2d646f12f6eee6aec06d65 Author: Georgi Gerganov Date: Sun Jul 2 09:46:46 2023 +0300 ggml : fix build with OpenBLAS (close #2066) commit b85ea580d3136ed26fb76f56e3b23b8da351b3fd Merge: ef3b8dc 0bc2cdf Author: Concedo <39025047+LostRuins@users.noreply.github.com> Date: Sun Jul 2 14:45:25 2023 +0800 Merge branch 'master' into concedo_experimental # Conflicts: # README.md commit 2741ffb70464a71fd138484de4b41da05622e027 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sat Jul 1 17:07:42 2023 -0500 move hipblas definitions to header files commit bf49a93d63f833b7871ba6e60f8fe207562678ee Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sat Jul 1 16:38:50 2023 -0500 move HIPBLAS definitions into ggml-cuda.h commit 540f4e05f4e95378f46a83e2919d3962c0ef9eac Merge: 2c3b46f eda663f Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sat Jul 1 14:58:32 2023 -0500 Merge remote-tracking branch 'upstream/concedo' commit 0bc2cdfc875fa7877d8e01c8bb17066f99c08f21 Author: Johannes Gäßler Date: Sat Jul 1 21:49:44 2023 +0200 Better CUDA synchronization logic (#2057) commit befb3a35627432473f143c90994557d78ff5bc67 Author: Johannes Gäßler Date: Sat Jul 1 21:47:26 2023 +0200 Test-based VRAM scratch size + context adjustment (#2056) commit b2132270678c473f7cd9ba871b03d694126bc33a Author: Daniel Drake Date: Sat Jul 1 20:31:44 2023 +0200 cmake : don't force -mcpu=native on aarch64 (#2063) It's currently not possible to cross-compile llama.cpp for aarch64 because CMakeLists.txt forces -mcpu=native for that target. -mcpu=native doesn't make sense if your build host is not the target architecture, and clang rejects it for that reason, aborting the build. This can be easily reproduced using the current Android NDK to build for aarch64 on an x86_64 host. If there is not a specific CPU-tuning target for aarch64 then -mcpu should be omitted completely. I think that makes sense, there is not enough variance in the aarch64 instruction set to warrant a fixed -mcpu optimization at this point. And if someone is building natively and wishes to enable any possible optimizations for the host device, then there is already the LLAMA_NATIVE option available. Fixes #495. commit 2f8cd979ecd1fa582852e7136e92ff8990b98fd8 Author: Aaron Miller Date: Sat Jul 1 11:14:59 2023 -0700 metal : release buffers when freeing metal context (#2062) commit 471aab6e4cb89d8ef6d043f1bc93acb6eb78ab67 Author: Judd Date: Sun Jul 2 01:00:25 2023 +0800 convert : add support of baichuan-7b (#2055) Co-authored-by: Judd commit 463f2f4c4f8dd5ca9594b7d65849f346f0effe05 Author: Georgi Gerganov Date: Sat Jul 1 19:05:09 2023 +0300 llama : fix return value of llama_load_session_file_internal (#2022) commit cb44dbc7de287b3d17772cfb1aa49d55e082ce5b Author: Rand Xie Date: Sun Jul 2 00:02:58 2023 +0800 llama : catch llama_load_session_file_internal exceptions (#2022) * convert checks in llama_load_session_file to throw and handle them * make llama_load_session_file_internal static * address feedbacks to avoid using exceptions commit 79f634a19d1c32a6cfb1befc21551ee684fced6b Author: Georgi Gerganov Date: Sat Jul 1 18:46:00 2023 +0300 embd-input : fix returning ptr to temporary commit 04606a159947566b27810508433e6ca5dbc684ba Author: Georgi Gerganov Date: Sat Jul 1 18:45:44 2023 +0300 train : fix compile warning commit b1ca8f36a9cdbcee5f5c425df717611a1040a897 Author: Qingyou Meng Date: Sat Jul 1 23:42:43 2023 +0800 ggml : disable GGML_TASK_INIT and GGML_TASK_FINALIZE by default (#1995) Will not be scheduled unless explicitly enabled. commit 2c3b46f8a80ca9d94b2d3d06e1af6b6f7b791914 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Thu Jun 29 18:43:43 2023 -0500 changes to fix build commit c9e1103da0d72fd39a36391ac4b5d941a133598a Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Thu Jun 29 18:20:07 2023 -0500 Update ggml_v2-cuda-legacy.cu for ROCM commit b858fc5db80ed545a6fbeae3d551bddb47955598 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Thu Jun 29 17:49:39 2023 -0500 changes to work with upstream commit 69a0c2534bb8825f4009760b12d9bd44d108c6ed Merge: 096f0b0 1347d3a Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Thu Jun 29 16:59:06 2023 -0500 Merge remote-tracking branch 'upstream/concedo' commit 096f0b055e11b7d930842f86146d0e5013c5dce6 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Wed Jun 28 15:27:02 2023 -0500 revert unnecessary hipblas conditionals commit d81e81adffd6eb59e280ae1885864bb5fbd9bba6 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Wed Jun 28 14:48:23 2023 -0500 Update Makefile hipblas nvcc correction commit 2579ecf8db9569d7756161f05ce7b0f5f23174b0 Merge: abed427 d2034ce Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sun Jun 25 17:50:04 2023 -0500 Merge branch 'LostRuins:concedo' into main commit abed427b6f370698fe8e8409e7980f238aad03ef Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sat Jun 24 19:16:30 2023 -0500 reorganize If statements to include proper headers commit 06c3bf03b92c2e00fc4bcd27f0c34f32c58b19a9 Merge: ea6d320 8342fe8 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sat Jun 24 16:57:20 2023 -0500 Merge branch 'LostRuins:concedo' into main commit ea6d3208dcdc0b05e2c164dde8ee0bfc6a02ad09 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Fri Jun 23 01:53:28 2023 -0500 Update README.md commit 4d56ad8158595d1e835cb379939dc5526deb39e2 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Thu Jun 22 16:19:43 2023 -0500 Update README.md commit 21f930872b6e232679fe02eac9e429367365c6af Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Thu Jun 22 15:42:05 2023 -0500 kquants_iter for hipblas and add gfx803 commit b6ff89066bbf2de23dab90bc8bbf9f63d8d1e070 Merge: eb094f0 e6ddb15 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Thu Jun 22 12:42:09 2023 -0500 Merge branch 'LostRuins:concedo' into main commit eb094f043f9b0b94e7db028ca36e96ce479b0369 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Wed Jun 21 23:59:18 2023 -0500 lowvram parameter description commit 3a5dfeb568d543376910180caa9a99b081fef9d4 Merge: 665cc11 b1f00fa Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Wed Jun 21 16:53:03 2023 -0500 Merge branch 'LostRuins:concedo' into koboldcpp-rocm commit 665cc1136b188e7ff5c1aa1359118c999ff6d162 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Wed Jun 21 01:13:19 2023 -0500 add lowvram parameter commit 222cbbb141f7ce79884cafb6bcebd860ae27cc04 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Tue Jun 20 19:03:28 2023 -0500 add additional hipblas conditions for cublas commit e1f958124ec99525cb58d8c534f9d1789377544e Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Tue Jun 20 16:51:59 2023 -0500 Add hip def for cuda v2 commit 3bff5c0f0defd9d49b770c5ce107c71e5cba8003 Merge: a7e74b3 266d47a Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Tue Jun 20 13:38:06 2023 -0500 Merge branch 'LostRuins:concedo' into koboldcpp-rocm commit a7e74b39fe5eedf85d955fe5ea5f4c546322a9b0 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Mon Jun 19 22:04:18 2023 -0500 Update README.md commit 5e99b3cb72d83f45b3f7904ffb8f242e743a142c Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Mon Jun 19 22:03:42 2023 -0500 Update Makefile commit 9190b17432ebdc489ab05b71df6c3b8d5e7f5895 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Mon Jun 19 21:47:10 2023 -0500 Update README.md commit 2780ea292b1e9c6ead274de3afb34337716be08f Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sun Jun 18 15:48:00 2023 -0500 Update Makefile commit 04a3e64807a92c2e105af92f16dd6db2ea024d39 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sun Jun 18 14:33:39 2023 -0500 remove extra line commit cccbca9dea3780e797a3b4972ba211e0c762fdc1 Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sun Jun 18 14:31:17 2023 -0500 attempt adding ROCM hipblas commit a44a1d4b90ed11d83d622eb976a945ff26a8974e Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sun Jun 18 14:31:01 2023 -0500 attempt adding ROCM hipblas commit b08818416972f83349bc4d6479bccc55ee31436d Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com> Date: Sun Jun 18 14:30:54 2023 -0500 attempt adding ROCM hipblas --- CMakeLists.txt | 20 +- Makefile | 41 +- README.md | 19 +- convert.py | 47 +- examples/alpaca.sh | 2 +- examples/common.h | 3 +- examples/embd-input/embd-input-lib.cpp | 11 +- examples/embd-input/embd-input.h | 4 +- examples/embedding/embedding.cpp | 2 +- examples/main/main.cpp | 2 +- examples/perplexity/perplexity.cpp | 2 +- examples/quantize-stats/quantize-stats.cpp | 14 +- examples/server/README.md | 60 +- examples/server/api_like_OAI.py | 219 ++ examples/server/completion.js.hpp | 375 +++ examples/server/deps.sh | 18 + examples/server/index.html.hpp | 899 +++++++ examples/server/index.js.hpp | 1851 ++++++++++++++ examples/server/public/completion.js | 168 ++ examples/server/public/index.html | 380 +++ examples/server/public/index.js | 1 + examples/server/server.cpp | 950 ++++--- .../train-text-from-scratch.cpp | 3 +- expose.cpp | 10 +- expose.h | 17 + ggml-cuda.cu | 642 ++++- ggml-cuda.h | 4 - ggml-metal.m | 4 +- ggml-opencl.cpp | 18 +- ggml.c | 2256 ++++++----------- ggml.h | 156 +- gpttype_adapter.cpp | 199 +- klite.embd | 19 +- koboldcpp.py | 506 +++- llama.cpp | 112 +- llama.h | 15 + make_old_pyinstaller.bat | 2 +- make_old_pyinstaller_cuda.bat | 2 +- make_pyinstaller.bat | 2 +- make_pyinstaller.sh | 3 +- otherarch/ggml_v2-cuda-legacy.cu | 55 +- otherarch/ggml_v2-cuda.cu | 56 +- otherarch/ggml_v2.c | 23 +- otherarch/gptj_v3.cpp | 16 +- otherarch/mpt_v3.cpp | 10 +- otherarch/neox_v3.cpp | 16 +- otherarch/rwkv_v3.cpp | 42 + 47 files changed, 7043 insertions(+), 2233 deletions(-) create mode 100755 examples/server/api_like_OAI.py create mode 100644 examples/server/completion.js.hpp create mode 100755 examples/server/deps.sh create mode 100644 examples/server/index.html.hpp create mode 100644 examples/server/index.js.hpp create mode 100644 examples/server/public/completion.js create mode 100644 examples/server/public/index.html create mode 100644 examples/server/public/index.js mode change 100644 => 100755 koboldcpp.py diff --git a/CMakeLists.txt b/CMakeLists.txt index f0441c6b2a4f07..e8518b9a0f630a 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -41,9 +41,10 @@ if (NOT MSVC) endif() # 3rd party libs -option(LLAMA_CUBLAS "llama: use cuBLAS" ON) +option(LLAMA_CUBLAS "llama: use cuBLAS" OFF) set(LLAMA_CUDA_DMMV_X "32" CACHE STRING "llama: x stride for dmmv CUDA kernels") set(LLAMA_CUDA_DMMV_Y "1" CACHE STRING "llama: y block size for dmmv CUDA kernels") +set(LLAMA_CUDA_MMV_Y "1" CACHE STRING "llama: y block size for mmv CUDA kernels") option(LLAMA_CUDA_DMMV_F16 "llama: use 16 bit floats for dmmv CUDA kernels" OFF) set(LLAMA_CUDA_KQUANTS_ITER "2" CACHE STRING "llama: iters./thread per block for Q2_K/Q6_K") option(LLAMA_HIPBLAS "llama: use hipBLAS" OFF) @@ -77,8 +78,11 @@ if (LLAMA_CUBLAS) set(GGML_V2_LEGACY_CUDA_SOURCES otherarch/ggml_v2-cuda-legacy.cu otherarch/ggml_v2-cuda-legacy.h) add_compile_definitions(GGML_USE_CUBLAS) + add_compile_definitions(GGML_CUDA_FORCE_DMMV) #non dmmv broken for me + add_compile_definitions(GGML_CUDA_DMMV_X=${LLAMA_CUDA_DMMV_X}) add_compile_definitions(GGML_CUDA_DMMV_Y=${LLAMA_CUDA_DMMV_Y}) + add_compile_definitions(GGML_CUDA_MMV_Y=${LLAMA_CUDA_MMV_Y}) if (LLAMA_CUDA_DMMV_F16) add_compile_definitions(GGML_CUDA_DMMV_F16) endif() @@ -90,6 +94,15 @@ if (LLAMA_CUBLAS) set(LLAMA_EXTRA_LIBS ${LLAMA_EXTRA_LIBS} CUDA::cudart CUDA::cublas CUDA::cublasLt) endif() + if (NOT DEFINED CMAKE_CUDA_ARCHITECTURES) + if (LLAMA_CUDA_DMMV_F16) + set(CMAKE_CUDA_ARCHITECTURES "61") # needed for f16 CUDA intrinsics + else() + set(CMAKE_CUDA_ARCHITECTURES "52;61") # lowest CUDA 12 standard + lowest for integer intrinsics + endif() + endif() + message(STATUS "Using CUDA architectures: ${CMAKE_CUDA_ARCHITECTURES}") + else() message(WARNING "cuBLAS not found") endif() @@ -200,11 +213,6 @@ if (${CMAKE_SYSTEM_PROCESSOR} MATCHES "arm" OR ${CMAKE_SYSTEM_PROCESSOR} MATCHES if (MSVC) # TODO: arm msvc? else() - if (${CMAKE_SYSTEM_PROCESSOR} MATCHES "aarch64") - # Apple M1, M2, etc. - # Raspberry Pi 3, 4, Zero 2 (64-bit) - add_compile_options(-mcpu=native) - endif() if (${CMAKE_SYSTEM_PROCESSOR} MATCHES "armv6") # Raspberry Pi 1, Zero add_compile_options(-mfpu=neon-fp-armv8 -mfp16-format=ieee -mno-unaligned-access) diff --git a/Makefile b/Makefile index 97e296142b7f20..b5697b9bd291b8 100644 --- a/Makefile +++ b/Makefile @@ -144,16 +144,18 @@ ifdef LLAMA_CUBLAS CUBLASLD_FLAGS = -lcublas -lculibos -lcudart -lcublasLt -lpthread -ldl -lrt -L/usr/local/cuda/lib64 -L/opt/cuda/lib64 -L$(CUDA_PATH)/targets/x86_64-linux/lib CUBLAS_OBJS = ggml-cuda.o ggml_v2-cuda.o ggml_v2-cuda-legacy.o NVCC = nvcc - NVCCFLAGS = --forward-unknown-to-host-compiler -arch=native + NVCCFLAGS = --forward-unknown-to-host-compiler -arch=native -DGGML_CUDA_FORCE_DMMV ifdef LLAMA_CUDA_DMMV_X NVCCFLAGS += -DGGML_CUDA_DMMV_X=$(LLAMA_CUDA_DMMV_X) else NVCCFLAGS += -DGGML_CUDA_DMMV_X=32 endif # LLAMA_CUDA_DMMV_X ifdef LLAMA_CUDA_DMMV_Y + NVCCFLAGS += -DGGML_CUDA_MMV_Y=$(LLAMA_CUDA_MMV_Y) NVCCFLAGS += -DGGML_CUDA_DMMV_Y=$(LLAMA_CUDA_DMMV_Y) else NVCCFLAGS += -DGGML_CUDA_DMMV_Y=1 + NVCCFLAGS += -DGGML_CUDA_MMV_Y=1 endif # LLAMA_CUDA_DMMV_Y ifdef LLAMA_CUDA_DMMV_F16 NVCCFLAGS += -DGGML_CUDA_DMMV_F16 @@ -175,23 +177,40 @@ ifdef LLAMA_HIPBLAS ROCM_PATH ?= /opt/rocm CC := $(ROCM_PATH)/llvm/bin/clang CXX := $(ROCM_PATH)/llvm/bin/clang++ - GPU_TARGETS = gfx803 gfx900 gfx906 gfx908 gfx90a gfx1030 + GPU_TARGETS = gfx803 gfx900 gfx906 gfx908 gfx90a gfx1030 gfx1100 LLAMA_CUDA_DMMV_X ?= 64 - LLAMA_CUDA_DMMV_Y ?= 2 + LLAMA_CUDA_MMV_Y ?= 2 + LLAMA_CUDA_FORCE_DMMV = true CFLAGS += -DGGML_USE_HIPBLAS -DGGML_USE_CUBLAS $(shell $(ROCM_PATH)/bin/hipconfig -C) CXXFLAGS += -DGGML_USE_HIPBLAS -DGGML_USE_CUBLAS $(shell $(ROCM_PATH)/bin/hipconfig -C) LDFLAGS += -L/opt/rocm/lib -Wl,-rpath=$(ROCM_PATH)/lib -lhipblas -lamdhip64 OBJS += ggml-cuda.o ggml_v2-cuda.o ggml_v2-cuda-legacy.o +ifdef LLAMA_CUDA_DMMV_X + CXXFLAGS += -DGGML_CUDA_DMMV_X=$(LLAMA_CUDA_DMMV_X) +else + CXXFLAGS += -DGGML_CUDA_DMMV_X=32 +endif +ifeq ($(LLAMA_CUDA_FORCE_DMMV), true) + CXXFLAGS += -DGGML_CUDA_FORCE_DMMV +endif +ifdef LLAMA_CUDA_MMV_Y + CXXFLAGS += -DGGML_CUDA_MMV_Y=$(LLAMA_CUDA_MMV_Y) +else ifdef LLAMA_CUDA_DMMV_Y + CXXFLAGS += -DGGML_CUDA_MMV_Y=$(LLAMA_CUDA_DMMV_Y) # for backwards compatibility +else + CXXFLAGS += -DGGML_CUDA_MMV_Y=1 +endif + ifdef LLAMA_CUDA_KQUANTS_ITER CXXFLAGS += -DK_QUANTS_PER_ITERATION=$(LLAMA_CUDA_KQUANTS_ITER) else CXXFLAGS += -DK_QUANTS_PER_ITERATION=2 endif -ggml-cuda.o: CXXFLAGS += $(addprefix --offload-arch=,$(GPU_TARGETS)) \ - -DGGML_CUDA_DMMV_X=$(LLAMA_CUDA_DMMV_X) \ - -DGGML_CUDA_DMMV_Y=$(LLAMA_CUDA_DMMV_Y) +ggml-cuda.o: CXXFLAGS += $(addprefix --offload-arch=,$(GPU_TARGETS)) + + # DGGML_CUDA_DMMV_F16 does not currently work with AMD. ggml-cuda.o: ggml-cuda.cu ggml-cuda.h $(CXX) $(CXXFLAGS) -x hip -c -o $@ $< @@ -259,11 +278,11 @@ else OPENBLAS_NOAVX2_BUILD = $(CXX) $(CXXFLAGS) $^ $(ARCH_ADD) -lopenblas -shared -o $@.so $(LDFLAGS) endif ifdef LLAMA_CLBLAST - ifeq ($(UNAME_S),Darwin) - CLBLAST_BUILD = $(CXX) $(CXXFLAGS) $^ -lclblast -framework OpenCL $(ARCH_ADD) -lopenblas -shared -o $@.so $(LDFLAGS) - else - CLBLAST_BUILD = $(CXX) $(CXXFLAGS) $^ -lclblast -lOpenCL $(ARCH_ADD) -lopenblas -shared -o $@.so $(LDFLAGS) - endif + ifeq ($(UNAME_S),Darwin) + CLBLAST_BUILD = $(CXX) $(CXXFLAGS) $^ -lclblast -framework OpenCL $(ARCH_ADD) -lopenblas -shared -o $@.so $(LDFLAGS) + else + CLBLAST_BUILD = $(CXX) $(CXXFLAGS) $^ -lclblast -lOpenCL $(ARCH_ADD) -lopenblas -shared -o $@.so $(LDFLAGS) + endif endif ifdef LLAMA_CUBLAS diff --git a/README.md b/README.md index f9f7b5e4e0a328..452f1fdd85b88b 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,22 @@ -# koboldcpp +# koboldcpp-ROCM +To install, run +```make LLAMA_HIPBLAS=1``` +To use ROCM, set GPU layers with --gpulayers when starting koboldcpp +Original [llama.cpp rocm port](https://github.com/ggerganov/llama.cpp/pull/1087) by SlyEcho, ported to koboldcpp by yellowrosecx + +Comparison with OpenCL using 6800xt +| Model | Offloading Method | Time Taken - Processing 593 tokens| Time Taken - Generating 200 tokens| Total Time | Perf. Diff. +|-----------------|----------------------------|--------------------|--------------------|------------|---| +| Robin 7b q6_K |CLBLAST 6-t, All Layers on GPU | 6.8s (11ms/T) | 12.0s (60ms/T) | 18.7s (10.7T/s) | 1x +| Robin 7b q6_K |ROCM 1-t, All Layers on GPU | 1.4s (2ms/T) | 5.5s (28ms/T) | 6.9s (29.1T/s)| **2.71x** +| Robin 13b q5_K_M |CLBLAST 6-t, All Layers on GPU | 10.9s (18ms/T) | 16.7s (83ms/T) | 27.6s (7.3T/s) | 1x +| Robin 13b q5_K_M |ROCM 1-t, All Layers on GPU | 2.4s (4ms/T) | 7.8s (39ms/T) | 10.2s (19.6T/s)| **2.63x** +| Robin 33b q4_K_S |CLBLAST 6-t, 46/63 Layers on GPU | 23.2s (39ms/T) | 48.6s (243ms/T) | 71.9s (2.8T/s) | 1x +| Robin 33b q4_K_S |CLBLAST 6-t, 50/63 Layers on GPU | 25.5s (43ms/T) | 44.6s (223ms/T) | 70.0s (2.9T/s) | 1x +| Robin 33b q4_K_S |ROCM 6-t, 46/63 Layers on GPU | 14.6s (25ms/T) | 44.1s (221ms/T) | 58.7s (3.4T/s)| **1.19x** + +-------- A self contained distributable from Concedo that exposes llama.cpp function bindings, allowing it to be used via a simulated Kobold API endpoint. What does it mean? You get llama.cpp with a fancy UI, persistent stories, editing tools, save formats, memory, world info, author's note, characters, scenarios and everything Kobold and Kobold Lite have to offer. In a tiny package around 20 MB in size, excluding model weights. diff --git a/convert.py b/convert.py index e340d2273f378a..66509b99c8f3e2 100644 --- a/convert.py +++ b/convert.py @@ -136,7 +136,7 @@ def find_n_mult(n_ff: int, n_embd: int) -> int: calc_ff = (((8*n_embd) // 3 + n_mult - 1) // n_mult)*n_mult if calc_ff == n_ff: return n_mult - return 1 + raise Exception(f"failed to find n_mult for (n_ff={n_ff}, n_embd={n_embd}).") @dataclass class Params: @@ -154,9 +154,15 @@ def guessed(model: 'LazyModel') -> 'Params': # try transformer naming first if "model.layers.0.self_attn.q_proj.weight" in model: n_layer=next(i for i in itertools.count() if f"model.layers.{i}.self_attn.q_proj.weight" not in model) + elif "model.layers.0.self_attn.W_pack.weight" in model: # next: try baichuan naming + n_layer=next(i for i in itertools.count() if f"model.layers.{i}.self_attn.W_pack.weight" not in model) else: n_layer=next(i for i in itertools.count() if f"layers.{i}.attention.wq.weight" not in model) + if n_layer < 1: + raise Exception("failed to guess 'n_layer'. This model is unknown or unsupported.\n" + "Suggestion: provide 'config.json' of the model in the same directory containing model files.") + n_head=n_embd // 128 # guessed return Params( @@ -321,6 +327,10 @@ def astype(self, data_type: DataType) -> 'Tensor': ... @abstractmethod def permute(self, n_head: int) -> 'Tensor': ... @abstractmethod + def permute_part(self, n_part: int, n_head: int) -> 'UnquantizedTensor': ... + @abstractmethod + def part(self, n_part: int) -> 'UnquantizedTensor': ... + @abstractmethod def to_ggml(self) -> 'GGMLCompatibleTensor': ... @@ -345,6 +355,14 @@ def astype(self, data_type: DataType) -> Tensor: def to_ggml(self) -> 'UnquantizedTensor': return self + def permute_part(self, n_part: int, n_head: int) -> 'UnquantizedTensor': + r = self.ndarray.shape[0] // 3 + return UnquantizedTensor(permute(self.ndarray[r * n_part : r * n_part + r, ...], n_head)) + + def part(self, n_part: int) -> 'UnquantizedTensor': + r = self.ndarray.shape[0] // 3 + return UnquantizedTensor(self.ndarray[r * n_part : r * n_part + r, ...]) + def permute(self, n_head: int) -> 'UnquantizedTensor': return UnquantizedTensor(permute(self.ndarray, n_head)) @@ -642,6 +660,19 @@ def load() -> Tensor: return lazy_tensor.load().permute(n_head) return LazyTensor(load, lazy_tensor.shape, lazy_tensor.data_type, f'permute({n_head}) ' + lazy_tensor.description) +def permute_part_lazy(lazy_tensor: LazyTensor, n_part: int, n_head: int) -> LazyTensor: + def load() -> Tensor: + return lazy_tensor.load().permute_part(n_part, n_head) + s = lazy_tensor.shape.copy() + s[0] = s[0] // 3 + return LazyTensor(load, s, lazy_tensor.data_type, f'permute({n_head}) ' + lazy_tensor.description) + +def part_lazy(lazy_tensor: LazyTensor, n_part: int) -> LazyTensor: + def load() -> Tensor: + return lazy_tensor.load().part(n_part) + s = lazy_tensor.shape.copy() + s[0] = s[0] // 3 + return LazyTensor(load, s, lazy_tensor.data_type, 'part ' + lazy_tensor.description) def convert_transformers_to_orig(model: LazyModel, params: Params) -> LazyModel: out: LazyModel = {} @@ -650,11 +681,17 @@ def convert_transformers_to_orig(model: LazyModel, params: Params) -> LazyModel: out["output.weight"] = model["lm_head.weight"] for i in itertools.count(): - if f"model.layers.{i}.self_attn.q_proj.weight" not in model: + if f"model.layers.{i}.self_attn.q_proj.weight" in model: + out[f"layers.{i}.attention.wq.weight"] = permute_lazy(model[f"model.layers.{i}.self_attn.q_proj.weight"], params.n_head) + out[f"layers.{i}.attention.wk.weight"] = permute_lazy(model[f"model.layers.{i}.self_attn.k_proj.weight"], params.n_head) + out[f"layers.{i}.attention.wv.weight"] = model[f"model.layers.{i}.self_attn.v_proj.weight"] + elif f"model.layers.{i}.self_attn.W_pack.weight" in model: + out[f"layers.{i}.attention.wq.weight"] = permute_part_lazy(model[f"model.layers.{i}.self_attn.W_pack.weight"], 0, params.n_head) + out[f"layers.{i}.attention.wk.weight"] = permute_part_lazy(model[f"model.layers.{i}.self_attn.W_pack.weight"], 1, params.n_head) + out[f"layers.{i}.attention.wv.weight"] = part_lazy(model[f"model.layers.{i}.self_attn.W_pack.weight"], 2) + else: break - out[f"layers.{i}.attention.wq.weight"] = permute_lazy(model[f"model.layers.{i}.self_attn.q_proj.weight"], params.n_head) - out[f"layers.{i}.attention.wk.weight"] = permute_lazy(model[f"model.layers.{i}.self_attn.k_proj.weight"], params.n_head) - out[f"layers.{i}.attention.wv.weight"] = model[f"model.layers.{i}.self_attn.v_proj.weight"] + out[f"layers.{i}.attention.wo.weight"] = model[f"model.layers.{i}.self_attn.o_proj.weight"] out[f"layers.{i}.feed_forward.w1.weight"] = model[f"model.layers.{i}.mlp.gate_proj.weight"] diff --git a/examples/alpaca.sh b/examples/alpaca.sh index aef207f364797f..8d2bae6918b622 100755 --- a/examples/alpaca.sh +++ b/examples/alpaca.sh @@ -7,7 +7,7 @@ cd `dirname $0` cd .. -./main -m ./models/ggml-alpaca-7b-q4.bin \ +./main -m ./models/alpaca.13b.ggmlv3.q8_0.bin \ --color \ -f ./prompts/alpaca.txt \ --ctx_size 2048 \ diff --git a/examples/common.h b/examples/common.h index 66e5672917996e..96f2228f8677b6 100644 --- a/examples/common.h +++ b/examples/common.h @@ -31,7 +31,7 @@ struct gpt_params { int32_t n_gpu_layers = 0; // number of layers to store in VRAM int32_t main_gpu = 0; // the GPU that is used for scratch and small tensors float tensor_split[LLAMA_MAX_DEVICES] = {0}; // how split tensors should be distributed across GPUs - bool low_vram = 0; // if true, reduce VRAM usage at the cost of performance + int32_t n_probs = 0; // if greater than 0, output the probabilities of top n_probs tokens. // sampling parameters std::unordered_map logit_bias; // logit bias for specific tokens @@ -59,6 +59,7 @@ struct gpt_params { std::string lora_adapter = ""; // lora adapter path std::string lora_base = ""; // base model path for the lora adapter + bool low_vram = false; // if true, reduce VRAM usage at the cost of performance bool memory_f16 = true; // use f16 instead of f32 for memory kv bool random_prompt = false; // do not randomize prompt if none provided bool use_color = false; // use color to distinguish generations and inputs diff --git a/examples/embd-input/embd-input-lib.cpp b/examples/embd-input/embd-input-lib.cpp index 37de52ad6e37ca..5fa4942be7aaf4 100644 --- a/examples/embd-input/embd-input-lib.cpp +++ b/examples/embd-input/embd-input-lib.cpp @@ -29,7 +29,7 @@ struct MyModel* create_mymodel(int argc, char ** argv) { fprintf(stderr, "%s: build = %d (%s)\n", __func__, BUILD_NUMBER, BUILD_COMMIT); - if (params.seed < 0) { + if (params.seed == LLAMA_DEFAULT_SEED) { params.seed = time(NULL); } fprintf(stderr, "%s: seed = %d\n", __func__, params.seed); @@ -210,9 +210,12 @@ llama_token sampling_id(struct MyModel* mymodel) { const char * sampling(struct MyModel * mymodel) { llama_context * ctx = mymodel->ctx; int id = sampling_id(mymodel); - std::string ret; - if (id == llama_token_eos()) ret = ""; - else ret = llama_token_to_str(ctx, id); + static std::string ret; + if (id == llama_token_eos()) { + ret = ""; + } else { + ret = llama_token_to_str(ctx, id); + } eval_id(mymodel, id); return ret.c_str(); } diff --git a/examples/embd-input/embd-input.h b/examples/embd-input/embd-input.h index 4fefabd425c76b..efb5ba5e2af454 100644 --- a/examples/embd-input/embd-input.h +++ b/examples/embd-input/embd-input.h @@ -5,7 +5,6 @@ #include "llama.h" #include "build-info.h" - extern "C" { typedef struct MyModel { @@ -14,14 +13,13 @@ typedef struct MyModel { int n_past = 0; } MyModel; - struct MyModel* create_mymodel(int argc, char ** argv); bool eval_float(void* model, float* input, int N); bool eval_tokens(void* model, std::vector tokens); bool eval_id(struct MyModel* mymodel, int id); bool eval_string(struct MyModel* mymodel, const char* str); -const char* sampling(struct MyModel* mymodel); +const char * sampling(struct MyModel* mymodel); llama_token sampling_id(struct MyModel* mymodel); void free_mymodel(struct MyModel* mymodel); diff --git a/examples/embedding/embedding.cpp b/examples/embedding/embedding.cpp index 2b7eb39c51ff53..03e801c2a6d4b6 100644 --- a/examples/embedding/embedding.cpp +++ b/examples/embedding/embedding.cpp @@ -18,7 +18,7 @@ int main(int argc, char ** argv) { params.embedding = true; if (params.n_ctx > 2048) { - fprintf(stderr, "%s: warning: model does not support context sizes greater than 2048 tokens (%d specified);" + fprintf(stderr, "%s: warning: model might not support context sizes greater than 2048 tokens (%d specified);" "expect poor results\n", __func__, params.n_ctx); } diff --git a/examples/main/main.cpp b/examples/main/main.cpp index 3a171925ba5103..0f6391acba45d6 100644 --- a/examples/main/main.cpp +++ b/examples/main/main.cpp @@ -85,7 +85,7 @@ int main(int argc, char ** argv) { } if (params.n_ctx > 2048) { - fprintf(stderr, "%s: warning: model does not support context sizes greater than 2048 tokens (%d specified);" + fprintf(stderr, "%s: warning: model might not support context sizes greater than 2048 tokens (%d specified);" "expect poor results\n", __func__, params.n_ctx); } else if (params.n_ctx < 8) { fprintf(stderr, "%s: warning: minimum context size is 8, using minimum size.\n", __func__); diff --git a/examples/perplexity/perplexity.cpp b/examples/perplexity/perplexity.cpp index dd54ed3c4bd6cd..fd4b03cb261f68 100644 --- a/examples/perplexity/perplexity.cpp +++ b/examples/perplexity/perplexity.cpp @@ -130,7 +130,7 @@ int main(int argc, char ** argv) { params.n_batch = std::min(params.n_batch, params.n_ctx); if (params.n_ctx > 2048) { - fprintf(stderr, "%s: warning: model does not support context sizes greater than 2048 tokens (%d specified);" + fprintf(stderr, "%s: warning: model might not support context sizes greater than 2048 tokens (%d specified);" "expect poor results\n", __func__, params.n_ctx); } diff --git a/examples/quantize-stats/quantize-stats.cpp b/examples/quantize-stats/quantize-stats.cpp index 9cea472dedb82c..6aa06ec8fa1152 100644 --- a/examples/quantize-stats/quantize-stats.cpp +++ b/examples/quantize-stats/quantize-stats.cpp @@ -147,7 +147,7 @@ void test_roundtrip_on_chunk( const ggml_tensor * layer, int64_t offset, int64_t chunk_size, - const quantize_fns_t & qfns, + const ggml_type_traits_t & qfns, bool use_reference, float * input_scratch, char * quantized_scratch, @@ -163,11 +163,11 @@ void test_roundtrip_on_chunk( } if (use_reference) { - qfns.quantize_row_q_reference(input_scratch, quantized_scratch, chunk_size); + qfns.from_float_reference(input_scratch, quantized_scratch, chunk_size); } else { - qfns.quantize_row_q(input_scratch, quantized_scratch, chunk_size); + qfns.from_float(input_scratch, quantized_scratch, chunk_size); } - qfns.dequantize_row_q(quantized_scratch, output_scratch, chunk_size); + qfns.to_float(quantized_scratch, output_scratch, chunk_size); update_error_stats(chunk_size, input_scratch, output_scratch, stats); } @@ -177,7 +177,7 @@ void test_roundtrip_on_chunk( void test_roundtrip_on_layer( std::string & name, bool print_layer_stats, - const quantize_fns_t & qfns, + const ggml_type_traits_t & qfns, bool use_reference, const ggml_tensor * layer, std::vector & input_scratch, @@ -388,8 +388,8 @@ int main(int argc, char ** argv) { if (!params.include_types.empty() && std::find(params.include_types.begin(), params.include_types.end(), i) == params.include_types.end()) { continue; } - quantize_fns_t qfns = ggml_internal_get_quantize_fn(i); - if (qfns.quantize_row_q && qfns.dequantize_row_q) { + ggml_type_traits_t qfns = ggml_internal_get_type_traits(type); + if (qfns.from_float && qfns.to_float) { if (params.verbose) { printf("testing %s ...\n", ggml_type_name(type)); } diff --git a/examples/server/README.md b/examples/server/README.md index ba4b2fec9d1df0..ad9b6bb0818452 100644 --- a/examples/server/README.md +++ b/examples/server/README.md @@ -1,13 +1,13 @@ # llama.cpp/example/server -This example demonstrates a simple HTTP API server to interact with llama.cpp. +This example demonstrates a simple HTTP API server and a simple web front end to interact with llama.cpp. Command line options: - `--threads N`, `-t N`: Set the number of threads to use during computation. - `-m FNAME`, `--model FNAME`: Specify the path to the LLaMA model file (e.g., `models/7B/ggml-model.bin`). - `-m ALIAS`, `--alias ALIAS`: Set an alias for the model. The alias will be returned in API responses. -- `-c N`, `--ctx-size N`: Set the size of the prompt context. The default is 512, but LLaMA models were built with a context of 2048, which will provide better results for longer input/inference. +- `-c N`, `--ctx-size N`: Set the size of the prompt context. The default is 512, but LLaMA models were built with a context of 2048, which will provide better results for longer input/inference. The size may differ in other models, for example, baichuan models were build with a context of 4096. - `-ngl N`, `--n-gpu-layers N`: When compiled with appropriate support (currently CLBlast or cuBLAS), this option allows offloading some layers to the GPU for computation. Generally results in increased performance. - `-mg i, --main-gpu i`: When using multiple GPUs this option controls which GPU is used for small tensors for which the overhead of splitting the computation across all GPUs is not worthwhile. The GPU in question will use slightly more VRAM to store a scratch buffer for temporary results. By default GPU 0 is used. Requires cuBLAS. - `-ts SPLIT, --tensor-split SPLIT`: When using multiple GPUs this option controls how large tensors should be split across all GPUs. `SPLIT` is a comma-separated list of non-negative values that assigns the proportion of data that each GPU should get in order. For example, "3,2" will assign 60% of the data to GPU 0 and 40% to GPU 1. By default the data is split in proportion to VRAM but this may not be optimal for performance. Requires cuBLAS. @@ -21,24 +21,22 @@ Command line options: - `-to N`, `--timeout N`: Server read/write timeout in seconds. Default `600`. - `--host`: Set the hostname or ip address to listen. Default `127.0.0.1`. - `--port`: Set the port to listen. Default: `8080`. +- `--path`: path from which to serve static files (default examples/server/public) - `--embedding`: Enable embedding extraction, Default: disabled. ## Build -Build llama.cpp with server from repository root with either make or CMake. +server is build alongside everything else from the root of the project - Using `make`: ```bash - LLAMA_BUILD_SERVER=1 make + make ``` - Using `CMake`: ```bash - mkdir build-server - cd build-server - cmake -DLLAMA_BUILD_SERVER=ON .. cmake --build . --config Release ``` @@ -59,7 +57,7 @@ server.exe -m models\7B\ggml-model.bin -c 2048 ``` The above command will start a server that by default listens on `127.0.0.1:8080`. -You can consume the endpoints with Postman or NodeJS with axios library. +You can consume the endpoints with Postman or NodeJS with axios library. You can visit the web front end at the same url. ## Testing with CURL @@ -190,3 +188,49 @@ Run with bash: ```sh bash chat.sh ``` + +### API like OAI + +API example using Python Flask: [api_like_OAI.py](api_like_OAI.py) +This example must be used with server.cpp + +```sh +python api_like_OAI.py +``` + +After running the API server, you can use it in Python by setting the API base URL. +```python +openai.api_base = "http://:port" +``` + +Then you can utilize llama.cpp as an OpenAI's **chat.completion** or **text_completion** API + +### Extending or building alternative Web Front End + +The default location for the static files is `examples/server/public`. You can extend the front end by running the server binary with `--path` set to `./your-directory` and importing `/completion.js` to get access to the llamaComplete() method. + +Read the documentation in `/completion.js` to see convenient ways to access llama. + +A simple example is below: + +```html + + + 
+      
+
+ + +``` diff --git a/examples/server/api_like_OAI.py b/examples/server/api_like_OAI.py new file mode 100755 index 00000000000000..aa325a03ee444c --- /dev/null +++ b/examples/server/api_like_OAI.py @@ -0,0 +1,219 @@ +import argparse +from flask import Flask, jsonify, request, Response +import urllib.parse +import requests +import time +import json + + +app = Flask(__name__) + +parser = argparse.ArgumentParser(description="An example of using server.cpp with a similar API to OAI. It must be used together with server.cpp.") +parser.add_argument("--chat-prompt", type=str, help="the top prompt in chat completions(default: 'A chat between a curious user and an artificial intelligence assistant. The assistant follows the given rules no matter what.\\n')", default='A chat between a curious user and an artificial intelligence assistant. The assistant follows the given rules no matter what.\\n') +parser.add_argument("--user-name", type=str, help="USER name in chat completions(default: '\\nUSER: ')", default="\\nUSER: ") +parser.add_argument("--ai-name", type=str, help="ASSISTANT name in chat completions(default: '\\nASSISTANT: ')", default="\\nASSISTANT: ") +parser.add_argument("--system-name", type=str, help="SYSTEM name in chat completions(default: '\\nASSISTANT's RULE: ')", default="\\nASSISTANT's RULE: ") +parser.add_argument("--stop", type=str, help="the end of response in chat completions(default: '')", default="") +parser.add_argument("--llama-api", type=str, help="Set the address of server.cpp in llama.cpp(default: http://127.0.0.1:8080)", default='http://127.0.0.1:8080') +parser.add_argument("--api-key", type=str, help="Set the api key to allow only few user(default: NULL)", default="") +parser.add_argument("--host", type=str, help="Set the ip address to listen.(default: 127.0.0.1)", default='127.0.0.1') +parser.add_argument("--port", type=int, help="Set the port to listen.(default: 8081)", default=8081) + +args = parser.parse_args() + +def is_present(json, key): + try: + buf = json[key] + except KeyError: + return False + return True + + + +#convert chat to prompt +def convert_chat(messages): + prompt = "" + args.chat_prompt.replace("\\n", "\n") + + system_n = args.system_name.replace("\\n", "\n") + user_n = args.user_name.replace("\\n", "\n") + ai_n = args.ai_name.replace("\\n", "\n") + stop = args.stop.replace("\\n", "\n") + + + for line in messages: + if (line["role"] == "system"): + prompt += f"{system_n}{line['content']}" + if (line["role"] == "user"): + prompt += f"{user_n}{line['content']}" + if (line["role"] == "assistant"): + prompt += f"{ai_n}{line['content']}{stop}" + prompt += ai_n.rstrip() + + return prompt + +def make_postData(body, chat=False, stream=False): + postData = {} + if (chat): + postData["prompt"] = convert_chat(body["messages"]) + else: + postData["prompt"] = body["prompt"] + if(is_present(body, "temperature")): postData["temperature"] = body["temperature"] + if(is_present(body, "top_k")): postData["top_k"] = body["top_k"] + if(is_present(body, "top_p")): postData["top_p"] = body["top_p"] + if(is_present(body, "max_tokens")): postData["n_predict"] = body["max_tokens"] + if(is_present(body, "presence_penalty")): postData["presence_penalty"] = body["presence_penalty"] + if(is_present(body, "frequency_penalty")): postData["frequency_penalty"] = body["frequency_penalty"] + if(is_present(body, "repeat_penalty")): postData["repeat_penalty"] = body["repeat_penalty"] + if(is_present(body, "mirostat")): postData["mirostat"] = body["mirostat"] + if(is_present(body, "mirostat_tau")): postData["mirostat_tau"] = body["mirostat_tau"] + if(is_present(body, "mirostat_eta")): postData["mirostat_eta"] = body["mirostat_eta"] + if(is_present(body, "seed")): postData["seed"] = body["seed"] + if(is_present(body, "logit_bias")): postData["logit_bias"] = [[int(token), body["logit_bias"][token]] for token in body["logit_bias"].keys()] + if (args.stop != ""): + postData["stop"] = [args.stop] + else: + postData["stop"] = [] + if(is_present(body, "stop")): postData["stop"] += body["stop"] + postData["n_keep"] = -1 + postData["stream"] = stream + + return postData + +def make_resData(data, chat=False, promptToken=[]): + resData = { + "id": "chatcmpl" if (chat) else "cmpl", + "object": "chat.completion" if (chat) else "text_completion", + "created": int(time.time()), + "truncated": data["truncated"], + "model": "LLaMA_CPP", + "usage": { + "prompt_tokens": data["tokens_evaluated"], + "completion_tokens": data["tokens_predicted"], + "total_tokens": data["tokens_evaluated"] + data["tokens_predicted"] + } + } + if (len(promptToken) != 0): + resData["promptToken"] = promptToken + if (chat): + #only one choice is supported + resData["choices"] = [{ + "index": 0, + "message": { + "role": "assistant", + "content": data["content"], + }, + "finish_reason": "stop" if (data["stopped_eos"] or data["stopped_word"]) else "length" + }] + else: + #only one choice is supported + resData["choices"] = [{ + "text": data["content"], + "index": 0, + "logprobs": None, + "finish_reason": "stop" if (data["stopped_eos"] or data["stopped_word"]) else "length" + }] + return resData + +def make_resData_stream(data, chat=False, time_now = 0, start=False): + resData = { + "id": "chatcmpl" if (chat) else "cmpl", + "object": "chat.completion.chunk" if (chat) else "text_completion.chunk", + "created": time_now, + "model": "LLaMA_CPP", + "choices": [ + { + "finish_reason": None, + "index": 0 + } + ] + } + if (chat): + if (start): + resData["choices"][0]["delta"] = { + "role": "assistant" + } + else: + resData["choices"][0]["delta"] = { + "content": data["content"] + } + if (data["stop"]): + resData["choices"][0]["finish_reason"] = "stop" if (data["stopped_eos"] or data["stopped_word"]) else "length" + else: + resData["choices"][0]["text"] = data["content"] + if (data["stop"]): + resData["choices"][0]["finish_reason"] = "stop" if (data["stopped_eos"] or data["stopped_word"]) else "length" + + return resData + + +@app.route('/chat/completions', methods=['POST']) +@app.route('/v1/chat/completions', methods=['POST']) +def chat_completions(): + if (args.api_key != "" and request.headers["Authorization"].split()[1] != args.api_key): + return Response(status=403) + body = request.get_json() + stream = False + tokenize = False + if(is_present(body, "stream")): stream = body["stream"] + if(is_present(body, "tokenize")): tokenize = body["tokenize"] + postData = make_postData(body, chat=True, stream=stream) + + promptToken = [] + if (tokenize): + tokenData = requests.request("POST", urllib.parse.urljoin(args.llama_api, "/tokenize"), data=json.dumps({"content": postData["prompt"]})).json() + promptToken = tokenData["tokens"] + + if (not stream): + data = requests.request("POST", urllib.parse.urljoin(args.llama_api, "/completion"), data=json.dumps(postData)) + print(data.json()) + resData = make_resData(data.json(), chat=True, promptToken=promptToken) + return jsonify(resData) + else: + def generate(): + data = requests.request("POST", urllib.parse.urljoin(args.llama_api, "/completion"), data=json.dumps(postData), stream=True) + time_now = int(time.time()) + resData = make_resData_stream({}, chat=True, time_now=time_now, start=True) + yield 'data: {}\n'.format(json.dumps(resData)) + for line in data.iter_lines(): + if line: + decoded_line = line.decode('utf-8') + resData = make_resData_stream(json.loads(decoded_line[6:]), chat=True, time_now=time_now) + yield 'data: {}\n'.format(json.dumps(resData)) + return Response(generate(), mimetype='text/event-stream') + + +@app.route('/completions', methods=['POST']) +@app.route('/v1/completions', methods=['POST']) +def completion(): + if (args.api_key != "" and request.headers["Authorization"].split()[1] != args.api_key): + return Response(status=403) + body = request.get_json() + stream = False + tokenize = False + if(is_present(body, "stream")): stream = body["stream"] + if(is_present(body, "tokenize")): tokenize = body["tokenize"] + postData = make_postData(body, chat=False, stream=stream) + + promptToken = [] + if (tokenize): + tokenData = requests.request("POST", urllib.parse.urljoin(args.llama_api, "/tokenize"), data=json.dumps({"content": postData["prompt"]})).json() + promptToken = tokenData["tokens"] + + if (not stream): + data = requests.request("POST", urllib.parse.urljoin(args.llama_api, "/completion"), data=json.dumps(postData)) + print(data.json()) + resData = make_resData(data.json(), chat=False, promptToken=promptToken) + return jsonify(resData) + else: + def generate(): + data = requests.request("POST", urllib.parse.urljoin(args.llama_api, "/completion"), data=json.dumps(postData), stream=True) + time_now = int(time.time()) + for line in data.iter_lines(): + if line: + decoded_line = line.decode('utf-8') + resData = make_resData_stream(json.loads(decoded_line[6:]), chat=False, time_now=time_now) + yield 'data: {}\n'.format(json.dumps(resData)) + return Response(generate(), mimetype='text/event-stream') + +if __name__ == '__main__': + app.run(args.host, port=args.port) diff --git a/examples/server/completion.js.hpp b/examples/server/completion.js.hpp new file mode 100644 index 00000000000000..f399fb19a6bc86 --- /dev/null +++ b/examples/server/completion.js.hpp @@ -0,0 +1,375 @@ +unsigned char completion_js[] = { + 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x44, + 0x65, 0x66, 0x61, 0x75, 0x6c, 0x74, 0x73, 0x20, 0x3d, 0x20, 0x7b, 0x0a, + 0x20, 0x20, 0x73, 0x74, 0x72, 0x65, 0x61, 0x6d, 0x3a, 0x20, 0x74, 0x72, + 0x75, 0x65, 0x2c, 0x0a, 0x20, 0x20, 0x6e, 0x5f, 0x70, 0x72, 0x65, 0x64, + 0x69, 0x63, 0x74, 0x3a, 0x20, 0x35, 0x30, 0x30, 0x2c, 0x0a, 0x20, 0x20, + 0x74, 0x65, 0x6d, 0x70, 0x65, 0x72, 0x61, 0x74, 0x75, 0x72, 0x65, 0x3a, + 0x20, 0x30, 0x2e, 0x32, 0x2c, 0x0a, 0x20, 0x20, 0x73, 0x74, 0x6f, 0x70, + 0x3a, 0x20, 0x5b, 0x22, 0x3c, 0x2f, 0x73, 0x3e, 0x22, 0x5d, 0x0a, 0x7d, + 0x3b, 0x0a, 0x0a, 0x6c, 0x65, 0x74, 0x20, 0x67, 0x65, 0x6e, 0x65, 0x72, + 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x73, 0x65, 0x74, 0x74, 0x69, 0x6e, + 0x67, 0x73, 0x20, 0x3d, 0x20, 0x6e, 0x75, 0x6c, 0x6c, 0x3b, 0x0a, 0x0a, + 0x0a, 0x2f, 0x2f, 0x20, 0x43, 0x6f, 0x6d, 0x70, 0x6c, 0x65, 0x74, 0x65, + 0x73, 0x20, 0x74, 0x68, 0x65, 0x20, 0x70, 0x72, 0x6f, 0x6d, 0x70, 0x74, + 0x20, 0x61, 0x73, 0x20, 0x61, 0x20, 0x67, 0x65, 0x6e, 0x65, 0x72, 0x61, + 0x74, 0x6f, 0x72, 0x2e, 0x20, 0x52, 0x65, 0x63, 0x6f, 0x6d, 0x6d, 0x65, + 0x6e, 0x64, 0x65, 0x64, 0x20, 0x66, 0x6f, 0x72, 0x20, 0x6d, 0x6f, 0x73, + 0x74, 0x20, 0x75, 0x73, 0x65, 0x20, 0x63, 0x61, 0x73, 0x65, 0x73, 0x2e, + 0x0a, 0x2f, 0x2f, 0x0a, 0x2f, 0x2f, 0x20, 0x45, 0x78, 0x61, 0x6d, 0x70, + 0x6c, 0x65, 0x3a, 0x0a, 0x2f, 0x2f, 0x0a, 0x2f, 0x2f, 0x20, 0x20, 0x20, + 0x20, 0x69, 0x6d, 0x70, 0x6f, 0x72, 0x74, 0x20, 0x7b, 0x20, 0x6c, 0x6c, + 0x61, 0x6d, 0x61, 0x20, 0x7d, 0x20, 0x66, 0x72, 0x6f, 0x6d, 0x20, 0x27, + 0x2f, 0x63, 0x6f, 0x6d, 0x70, 0x6c, 0x65, 0x74, 0x69, 0x6f, 0x6e, 0x2e, + 0x6a, 0x73, 0x27, 0x0a, 0x2f, 0x2f, 0x0a, 0x2f, 0x2f, 0x20, 0x20, 0x20, + 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x72, 0x65, 0x71, 0x75, 0x65, + 0x73, 0x74, 0x20, 0x3d, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x28, 0x22, + 0x54, 0x65, 0x6c, 0x6c, 0x20, 0x6d, 0x65, 0x20, 0x61, 0x20, 0x6a, 0x6f, + 0x6b, 0x65, 0x22, 0x2c, 0x20, 0x7b, 0x6e, 0x5f, 0x70, 0x72, 0x65, 0x64, + 0x69, 0x63, 0x74, 0x3a, 0x20, 0x38, 0x30, 0x30, 0x7d, 0x29, 0x0a, 0x2f, + 0x2f, 0x20, 0x20, 0x20, 0x20, 0x66, 0x6f, 0x72, 0x20, 0x61, 0x77, 0x61, + 0x69, 0x74, 0x20, 0x28, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x63, 0x68, + 0x75, 0x6e, 0x6b, 0x20, 0x6f, 0x66, 0x20, 0x72, 0x65, 0x71, 0x75, 0x65, + 0x73, 0x74, 0x29, 0x20, 0x7b, 0x0a, 0x2f, 0x2f, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x64, 0x6f, 0x63, 0x75, 0x6d, 0x65, 0x6e, 0x74, 0x2e, 0x77, + 0x72, 0x69, 0x74, 0x65, 0x28, 0x63, 0x68, 0x75, 0x6e, 0x6b, 0x2e, 0x64, + 0x61, 0x74, 0x61, 0x2e, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x29, + 0x0a, 0x2f, 0x2f, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x2f, 0x2f, 0x0a, + 0x65, 0x78, 0x70, 0x6f, 0x72, 0x74, 0x20, 0x61, 0x73, 0x79, 0x6e, 0x63, + 0x20, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x2a, 0x20, 0x6c, + 0x6c, 0x61, 0x6d, 0x61, 0x28, 0x70, 0x72, 0x6f, 0x6d, 0x70, 0x74, 0x2c, + 0x20, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x20, 0x3d, 0x20, 0x7b, 0x7d, + 0x2c, 0x20, 0x63, 0x6f, 0x6e, 0x66, 0x69, 0x67, 0x20, 0x3d, 0x20, 0x7b, + 0x7d, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x6c, 0x65, 0x74, 0x20, 0x63, + 0x6f, 0x6e, 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x20, 0x3d, 0x20, + 0x63, 0x6f, 0x6e, 0x66, 0x69, 0x67, 0x2e, 0x63, 0x6f, 0x6e, 0x74, 0x72, + 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x69, 0x66, + 0x20, 0x28, 0x21, 0x63, 0x6f, 0x6e, 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, + 0x72, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, + 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x20, 0x3d, 0x20, 0x6e, 0x65, + 0x77, 0x20, 0x41, 0x62, 0x6f, 0x72, 0x74, 0x43, 0x6f, 0x6e, 0x74, 0x72, + 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x28, 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x7d, + 0x0a, 0x0a, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x63, 0x6f, + 0x6d, 0x70, 0x6c, 0x65, 0x74, 0x69, 0x6f, 0x6e, 0x50, 0x61, 0x72, 0x61, + 0x6d, 0x73, 0x20, 0x3d, 0x20, 0x7b, 0x20, 0x2e, 0x2e, 0x2e, 0x70, 0x61, + 0x72, 0x61, 0x6d, 0x44, 0x65, 0x66, 0x61, 0x75, 0x6c, 0x74, 0x73, 0x2c, + 0x20, 0x2e, 0x2e, 0x2e, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x2c, 0x20, + 0x70, 0x72, 0x6f, 0x6d, 0x70, 0x74, 0x20, 0x7d, 0x3b, 0x0a, 0x0a, 0x20, + 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x72, 0x65, 0x73, 0x70, 0x6f, + 0x6e, 0x73, 0x65, 0x20, 0x3d, 0x20, 0x61, 0x77, 0x61, 0x69, 0x74, 0x20, + 0x66, 0x65, 0x74, 0x63, 0x68, 0x28, 0x22, 0x2f, 0x63, 0x6f, 0x6d, 0x70, + 0x6c, 0x65, 0x74, 0x69, 0x6f, 0x6e, 0x22, 0x2c, 0x20, 0x7b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x6d, 0x65, 0x74, 0x68, 0x6f, 0x64, 0x3a, 0x20, 0x27, + 0x50, 0x4f, 0x53, 0x54, 0x27, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x62, + 0x6f, 0x64, 0x79, 0x3a, 0x20, 0x4a, 0x53, 0x4f, 0x4e, 0x2e, 0x73, 0x74, + 0x72, 0x69, 0x6e, 0x67, 0x69, 0x66, 0x79, 0x28, 0x63, 0x6f, 0x6d, 0x70, + 0x6c, 0x65, 0x74, 0x69, 0x6f, 0x6e, 0x50, 0x61, 0x72, 0x61, 0x6d, 0x73, + 0x29, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x68, 0x65, 0x61, 0x64, 0x65, + 0x72, 0x73, 0x3a, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x27, 0x43, 0x6f, 0x6e, 0x6e, 0x65, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x27, + 0x3a, 0x20, 0x27, 0x6b, 0x65, 0x65, 0x70, 0x2d, 0x61, 0x6c, 0x69, 0x76, + 0x65, 0x27, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x27, 0x43, + 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x2d, 0x54, 0x79, 0x70, 0x65, 0x27, + 0x3a, 0x20, 0x27, 0x61, 0x70, 0x70, 0x6c, 0x69, 0x63, 0x61, 0x74, 0x69, + 0x6f, 0x6e, 0x2f, 0x6a, 0x73, 0x6f, 0x6e, 0x27, 0x2c, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x27, 0x41, 0x63, 0x63, 0x65, 0x70, 0x74, 0x27, + 0x3a, 0x20, 0x27, 0x74, 0x65, 0x78, 0x74, 0x2f, 0x65, 0x76, 0x65, 0x6e, + 0x74, 0x2d, 0x73, 0x74, 0x72, 0x65, 0x61, 0x6d, 0x27, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x7d, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x73, 0x69, 0x67, + 0x6e, 0x61, 0x6c, 0x3a, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x72, 0x6f, 0x6c, + 0x6c, 0x65, 0x72, 0x2e, 0x73, 0x69, 0x67, 0x6e, 0x61, 0x6c, 0x2c, 0x0a, + 0x20, 0x20, 0x7d, 0x29, 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x63, 0x6f, 0x6e, + 0x73, 0x74, 0x20, 0x72, 0x65, 0x61, 0x64, 0x65, 0x72, 0x20, 0x3d, 0x20, + 0x72, 0x65, 0x73, 0x70, 0x6f, 0x6e, 0x73, 0x65, 0x2e, 0x62, 0x6f, 0x64, + 0x79, 0x2e, 0x67, 0x65, 0x74, 0x52, 0x65, 0x61, 0x64, 0x65, 0x72, 0x28, + 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x64, + 0x65, 0x63, 0x6f, 0x64, 0x65, 0x72, 0x20, 0x3d, 0x20, 0x6e, 0x65, 0x77, + 0x20, 0x54, 0x65, 0x78, 0x74, 0x44, 0x65, 0x63, 0x6f, 0x64, 0x65, 0x72, + 0x28, 0x29, 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x6c, 0x65, 0x74, 0x20, 0x63, + 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x20, 0x3d, 0x20, 0x22, 0x22, 0x3b, + 0x0a, 0x0a, 0x20, 0x20, 0x74, 0x72, 0x79, 0x20, 0x7b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x6c, 0x65, 0x74, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x20, 0x3d, + 0x20, 0x74, 0x72, 0x75, 0x65, 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x77, 0x68, 0x69, 0x6c, 0x65, 0x20, 0x28, 0x63, 0x6f, 0x6e, 0x74, 0x29, + 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, + 0x73, 0x74, 0x20, 0x72, 0x65, 0x73, 0x75, 0x6c, 0x74, 0x20, 0x3d, 0x20, + 0x61, 0x77, 0x61, 0x69, 0x74, 0x20, 0x72, 0x65, 0x61, 0x64, 0x65, 0x72, + 0x2e, 0x72, 0x65, 0x61, 0x64, 0x28, 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x69, 0x66, 0x20, 0x28, 0x72, 0x65, 0x73, 0x75, 0x6c, + 0x74, 0x2e, 0x64, 0x6f, 0x6e, 0x65, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x62, 0x72, 0x65, 0x61, 0x6b, 0x3b, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x2f, 0x2f, 0x20, 0x73, 0x73, 0x65, 0x20, 0x61, + 0x6e, 0x73, 0x77, 0x65, 0x72, 0x73, 0x20, 0x69, 0x6e, 0x20, 0x74, 0x68, + 0x65, 0x20, 0x66, 0x6f, 0x72, 0x6d, 0x20, 0x6d, 0x75, 0x6c, 0x74, 0x69, + 0x70, 0x6c, 0x65, 0x20, 0x6c, 0x69, 0x6e, 0x65, 0x73, 0x20, 0x6f, 0x66, + 0x3a, 0x20, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x5c, 0x6e, 0x20, 0x77, 0x69, + 0x74, 0x68, 0x20, 0x64, 0x61, 0x74, 0x61, 0x20, 0x61, 0x6c, 0x77, 0x61, + 0x79, 0x73, 0x20, 0x70, 0x72, 0x65, 0x73, 0x65, 0x6e, 0x74, 0x20, 0x61, + 0x73, 0x20, 0x61, 0x20, 0x6b, 0x65, 0x79, 0x2e, 0x20, 0x69, 0x6e, 0x20, + 0x6f, 0x75, 0x72, 0x20, 0x63, 0x61, 0x73, 0x65, 0x20, 0x77, 0x65, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x2f, 0x2f, 0x20, 0x6d, 0x61, 0x69, + 0x6e, 0x6c, 0x79, 0x20, 0x63, 0x61, 0x72, 0x65, 0x20, 0x61, 0x62, 0x6f, + 0x75, 0x74, 0x20, 0x74, 0x68, 0x65, 0x20, 0x64, 0x61, 0x74, 0x61, 0x3a, + 0x20, 0x6b, 0x65, 0x79, 0x20, 0x68, 0x65, 0x72, 0x65, 0x2c, 0x20, 0x77, + 0x68, 0x69, 0x63, 0x68, 0x20, 0x77, 0x65, 0x20, 0x65, 0x78, 0x70, 0x65, + 0x63, 0x74, 0x20, 0x61, 0x73, 0x20, 0x6a, 0x73, 0x6f, 0x6e, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x74, + 0x65, 0x78, 0x74, 0x20, 0x3d, 0x20, 0x64, 0x65, 0x63, 0x6f, 0x64, 0x65, + 0x72, 0x2e, 0x64, 0x65, 0x63, 0x6f, 0x64, 0x65, 0x28, 0x72, 0x65, 0x73, + 0x75, 0x6c, 0x74, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x29, 0x3b, 0x0a, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x2f, 0x2f, 0x20, 0x70, 0x61, + 0x72, 0x73, 0x65, 0x20, 0x61, 0x6c, 0x6c, 0x20, 0x73, 0x73, 0x65, 0x20, + 0x65, 0x76, 0x65, 0x6e, 0x74, 0x73, 0x20, 0x61, 0x6e, 0x64, 0x20, 0x61, + 0x64, 0x64, 0x20, 0x74, 0x68, 0x65, 0x6d, 0x20, 0x74, 0x6f, 0x20, 0x72, + 0x65, 0x73, 0x75, 0x6c, 0x74, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x72, 0x65, 0x67, 0x65, 0x78, 0x20, + 0x3d, 0x20, 0x2f, 0x5e, 0x28, 0x5c, 0x53, 0x2b, 0x29, 0x3a, 0x5c, 0x73, + 0x28, 0x2e, 0x2a, 0x29, 0x24, 0x2f, 0x67, 0x6d, 0x3b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x66, 0x6f, 0x72, 0x20, 0x28, 0x63, 0x6f, 0x6e, + 0x73, 0x74, 0x20, 0x6d, 0x61, 0x74, 0x63, 0x68, 0x20, 0x6f, 0x66, 0x20, + 0x74, 0x65, 0x78, 0x74, 0x2e, 0x6d, 0x61, 0x74, 0x63, 0x68, 0x41, 0x6c, + 0x6c, 0x28, 0x72, 0x65, 0x67, 0x65, 0x78, 0x29, 0x29, 0x20, 0x7b, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x72, 0x65, 0x73, 0x75, + 0x6c, 0x74, 0x5b, 0x6d, 0x61, 0x74, 0x63, 0x68, 0x5b, 0x31, 0x5d, 0x5d, + 0x20, 0x3d, 0x20, 0x6d, 0x61, 0x74, 0x63, 0x68, 0x5b, 0x32, 0x5d, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x2f, 0x2f, 0x20, 0x73, 0x69, 0x6e, 0x63, 0x65, 0x20, + 0x77, 0x65, 0x20, 0x6b, 0x6e, 0x6f, 0x77, 0x20, 0x74, 0x68, 0x69, 0x73, + 0x20, 0x69, 0x73, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x2e, 0x63, 0x70, + 0x70, 0x2c, 0x20, 0x6c, 0x65, 0x74, 0x27, 0x73, 0x20, 0x6a, 0x75, 0x73, + 0x74, 0x20, 0x64, 0x65, 0x63, 0x6f, 0x64, 0x65, 0x20, 0x74, 0x68, 0x65, + 0x20, 0x6a, 0x73, 0x6f, 0x6e, 0x20, 0x69, 0x6e, 0x20, 0x64, 0x61, 0x74, + 0x61, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x72, 0x65, 0x73, 0x75, + 0x6c, 0x74, 0x2e, 0x64, 0x61, 0x74, 0x61, 0x20, 0x3d, 0x20, 0x4a, 0x53, + 0x4f, 0x4e, 0x2e, 0x70, 0x61, 0x72, 0x73, 0x65, 0x28, 0x72, 0x65, 0x73, + 0x75, 0x6c, 0x74, 0x2e, 0x64, 0x61, 0x74, 0x61, 0x29, 0x3b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, + 0x20, 0x2b, 0x3d, 0x20, 0x72, 0x65, 0x73, 0x75, 0x6c, 0x74, 0x2e, 0x64, + 0x61, 0x74, 0x61, 0x2e, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x3b, + 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x2f, 0x2f, 0x20, 0x79, + 0x69, 0x65, 0x6c, 0x64, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x79, + 0x69, 0x65, 0x6c, 0x64, 0x20, 0x72, 0x65, 0x73, 0x75, 0x6c, 0x74, 0x3b, + 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x2f, 0x2f, 0x20, 0x69, + 0x66, 0x20, 0x77, 0x65, 0x20, 0x67, 0x6f, 0x74, 0x20, 0x61, 0x20, 0x73, + 0x74, 0x6f, 0x70, 0x20, 0x74, 0x6f, 0x6b, 0x65, 0x6e, 0x20, 0x66, 0x72, + 0x6f, 0x6d, 0x20, 0x73, 0x65, 0x72, 0x76, 0x65, 0x72, 0x2c, 0x20, 0x77, + 0x65, 0x20, 0x77, 0x69, 0x6c, 0x6c, 0x20, 0x62, 0x72, 0x65, 0x61, 0x6b, + 0x20, 0x68, 0x65, 0x72, 0x65, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x69, 0x66, 0x20, 0x28, 0x72, 0x65, 0x73, 0x75, 0x6c, 0x74, 0x2e, 0x64, + 0x61, 0x74, 0x61, 0x2e, 0x73, 0x74, 0x6f, 0x70, 0x29, 0x20, 0x7b, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x69, 0x66, 0x20, 0x28, + 0x72, 0x65, 0x73, 0x75, 0x6c, 0x74, 0x2e, 0x64, 0x61, 0x74, 0x61, 0x2e, + 0x67, 0x65, 0x6e, 0x65, 0x72, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x73, + 0x65, 0x74, 0x74, 0x69, 0x6e, 0x67, 0x73, 0x29, 0x20, 0x7b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x67, 0x65, 0x6e, + 0x65, 0x72, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x73, 0x65, 0x74, 0x74, + 0x69, 0x6e, 0x67, 0x73, 0x20, 0x3d, 0x20, 0x72, 0x65, 0x73, 0x75, 0x6c, + 0x74, 0x2e, 0x64, 0x61, 0x74, 0x61, 0x2e, 0x67, 0x65, 0x6e, 0x65, 0x72, + 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x73, 0x65, 0x74, 0x74, 0x69, 0x6e, + 0x67, 0x73, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x7d, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x62, 0x72, + 0x65, 0x61, 0x6b, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x7d, 0x20, 0x63, + 0x61, 0x74, 0x63, 0x68, 0x20, 0x28, 0x65, 0x29, 0x20, 0x7b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x69, 0x66, 0x20, 0x28, 0x65, 0x2e, 0x6e, 0x61, 0x6d, + 0x65, 0x20, 0x21, 0x3d, 0x3d, 0x20, 0x27, 0x41, 0x62, 0x6f, 0x72, 0x74, + 0x45, 0x72, 0x72, 0x6f, 0x72, 0x27, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x6f, 0x6c, 0x65, 0x2e, + 0x65, 0x72, 0x72, 0x6f, 0x72, 0x28, 0x22, 0x6c, 0x6c, 0x61, 0x6d, 0x61, + 0x20, 0x65, 0x72, 0x72, 0x6f, 0x72, 0x3a, 0x20, 0x22, 0x2c, 0x20, 0x65, + 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x74, 0x68, 0x72, 0x6f, 0x77, 0x20, 0x65, 0x3b, 0x0a, 0x20, 0x20, + 0x7d, 0x0a, 0x20, 0x20, 0x66, 0x69, 0x6e, 0x61, 0x6c, 0x6c, 0x79, 0x20, + 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x72, 0x6f, + 0x6c, 0x6c, 0x65, 0x72, 0x2e, 0x61, 0x62, 0x6f, 0x72, 0x74, 0x28, 0x29, + 0x3b, 0x0a, 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x72, 0x65, 0x74, + 0x75, 0x72, 0x6e, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x3b, + 0x0a, 0x7d, 0x0a, 0x0a, 0x2f, 0x2f, 0x20, 0x43, 0x61, 0x6c, 0x6c, 0x20, + 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x2c, 0x20, 0x72, 0x65, 0x74, 0x75, 0x72, + 0x6e, 0x20, 0x61, 0x6e, 0x20, 0x65, 0x76, 0x65, 0x6e, 0x74, 0x20, 0x74, + 0x61, 0x72, 0x67, 0x65, 0x74, 0x20, 0x74, 0x68, 0x61, 0x74, 0x20, 0x79, + 0x6f, 0x75, 0x20, 0x63, 0x61, 0x6e, 0x20, 0x73, 0x75, 0x62, 0x63, 0x72, + 0x69, 0x62, 0x65, 0x20, 0x74, 0x6f, 0x0a, 0x2f, 0x2f, 0x0a, 0x2f, 0x2f, + 0x20, 0x45, 0x78, 0x61, 0x6d, 0x70, 0x6c, 0x65, 0x3a, 0x0a, 0x2f, 0x2f, + 0x0a, 0x2f, 0x2f, 0x20, 0x20, 0x20, 0x20, 0x69, 0x6d, 0x70, 0x6f, 0x72, + 0x74, 0x20, 0x7b, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x45, 0x76, 0x65, + 0x6e, 0x74, 0x54, 0x61, 0x72, 0x67, 0x65, 0x74, 0x20, 0x7d, 0x20, 0x66, + 0x72, 0x6f, 0x6d, 0x20, 0x27, 0x2f, 0x63, 0x6f, 0x6d, 0x70, 0x6c, 0x65, + 0x74, 0x69, 0x6f, 0x6e, 0x2e, 0x6a, 0x73, 0x27, 0x0a, 0x2f, 0x2f, 0x0a, + 0x2f, 0x2f, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, + 0x63, 0x6f, 0x6e, 0x6e, 0x20, 0x3d, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61, + 0x45, 0x76, 0x65, 0x6e, 0x74, 0x54, 0x61, 0x72, 0x67, 0x65, 0x74, 0x28, + 0x70, 0x72, 0x6f, 0x6d, 0x70, 0x74, 0x29, 0x0a, 0x2f, 0x2f, 0x20, 0x20, + 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x6e, 0x2e, 0x61, 0x64, 0x64, 0x45, 0x76, + 0x65, 0x6e, 0x74, 0x4c, 0x69, 0x73, 0x74, 0x65, 0x6e, 0x65, 0x72, 0x28, + 0x22, 0x6d, 0x65, 0x73, 0x73, 0x61, 0x67, 0x65, 0x22, 0x2c, 0x20, 0x28, + 0x63, 0x68, 0x75, 0x6e, 0x6b, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x7b, 0x0a, + 0x2f, 0x2f, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x64, 0x6f, 0x63, 0x75, + 0x6d, 0x65, 0x6e, 0x74, 0x2e, 0x77, 0x72, 0x69, 0x74, 0x65, 0x28, 0x63, + 0x68, 0x75, 0x6e, 0x6b, 0x2e, 0x64, 0x65, 0x74, 0x61, 0x69, 0x6c, 0x2e, + 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x29, 0x0a, 0x2f, 0x2f, 0x20, + 0x20, 0x20, 0x20, 0x7d, 0x29, 0x0a, 0x2f, 0x2f, 0x0a, 0x65, 0x78, 0x70, + 0x6f, 0x72, 0x74, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x6c, 0x6c, + 0x61, 0x6d, 0x61, 0x45, 0x76, 0x65, 0x6e, 0x74, 0x54, 0x61, 0x72, 0x67, + 0x65, 0x74, 0x20, 0x3d, 0x20, 0x28, 0x70, 0x72, 0x6f, 0x6d, 0x70, 0x74, + 0x2c, 0x20, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x20, 0x3d, 0x20, 0x7b, + 0x7d, 0x2c, 0x20, 0x63, 0x6f, 0x6e, 0x66, 0x69, 0x67, 0x20, 0x3d, 0x20, + 0x7b, 0x7d, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x63, + 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x65, 0x76, 0x65, 0x6e, 0x74, 0x54, 0x61, + 0x72, 0x67, 0x65, 0x74, 0x20, 0x3d, 0x20, 0x6e, 0x65, 0x77, 0x20, 0x45, + 0x76, 0x65, 0x6e, 0x74, 0x54, 0x61, 0x72, 0x67, 0x65, 0x74, 0x28, 0x29, + 0x3b, 0x0a, 0x20, 0x20, 0x28, 0x61, 0x73, 0x79, 0x6e, 0x63, 0x20, 0x28, + 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x6c, + 0x65, 0x74, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x20, 0x3d, + 0x20, 0x22, 0x22, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x66, 0x6f, 0x72, + 0x20, 0x61, 0x77, 0x61, 0x69, 0x74, 0x20, 0x28, 0x63, 0x6f, 0x6e, 0x73, + 0x74, 0x20, 0x63, 0x68, 0x75, 0x6e, 0x6b, 0x20, 0x6f, 0x66, 0x20, 0x6c, + 0x6c, 0x61, 0x6d, 0x61, 0x28, 0x70, 0x72, 0x6f, 0x6d, 0x70, 0x74, 0x2c, + 0x20, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x2c, 0x20, 0x63, 0x6f, 0x6e, + 0x66, 0x69, 0x67, 0x29, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x69, 0x66, 0x20, 0x28, 0x63, 0x68, 0x75, 0x6e, 0x6b, 0x2e, + 0x64, 0x61, 0x74, 0x61, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x20, + 0x2b, 0x3d, 0x20, 0x63, 0x68, 0x75, 0x6e, 0x6b, 0x2e, 0x64, 0x61, 0x74, + 0x61, 0x2e, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x3b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x65, 0x76, 0x65, 0x6e, 0x74, + 0x54, 0x61, 0x72, 0x67, 0x65, 0x74, 0x2e, 0x64, 0x69, 0x73, 0x70, 0x61, + 0x74, 0x63, 0x68, 0x45, 0x76, 0x65, 0x6e, 0x74, 0x28, 0x6e, 0x65, 0x77, + 0x20, 0x43, 0x75, 0x73, 0x74, 0x6f, 0x6d, 0x45, 0x76, 0x65, 0x6e, 0x74, + 0x28, 0x22, 0x6d, 0x65, 0x73, 0x73, 0x61, 0x67, 0x65, 0x22, 0x2c, 0x20, + 0x7b, 0x20, 0x64, 0x65, 0x74, 0x61, 0x69, 0x6c, 0x3a, 0x20, 0x63, 0x68, + 0x75, 0x6e, 0x6b, 0x2e, 0x64, 0x61, 0x74, 0x61, 0x20, 0x7d, 0x29, 0x29, + 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x69, 0x66, 0x20, 0x28, 0x63, 0x68, 0x75, 0x6e, + 0x6b, 0x2e, 0x64, 0x61, 0x74, 0x61, 0x2e, 0x67, 0x65, 0x6e, 0x65, 0x72, + 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x73, 0x65, 0x74, 0x74, 0x69, 0x6e, + 0x67, 0x73, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x65, 0x76, 0x65, 0x6e, 0x74, 0x54, 0x61, 0x72, 0x67, 0x65, + 0x74, 0x2e, 0x64, 0x69, 0x73, 0x70, 0x61, 0x74, 0x63, 0x68, 0x45, 0x76, + 0x65, 0x6e, 0x74, 0x28, 0x6e, 0x65, 0x77, 0x20, 0x43, 0x75, 0x73, 0x74, + 0x6f, 0x6d, 0x45, 0x76, 0x65, 0x6e, 0x74, 0x28, 0x22, 0x67, 0x65, 0x6e, + 0x65, 0x72, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x73, 0x65, 0x74, 0x74, + 0x69, 0x6e, 0x67, 0x73, 0x22, 0x2c, 0x20, 0x7b, 0x20, 0x64, 0x65, 0x74, + 0x61, 0x69, 0x6c, 0x3a, 0x20, 0x63, 0x68, 0x75, 0x6e, 0x6b, 0x2e, 0x64, + 0x61, 0x74, 0x61, 0x2e, 0x67, 0x65, 0x6e, 0x65, 0x72, 0x61, 0x74, 0x69, + 0x6f, 0x6e, 0x5f, 0x73, 0x65, 0x74, 0x74, 0x69, 0x6e, 0x67, 0x73, 0x20, + 0x7d, 0x29, 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x69, 0x66, 0x20, 0x28, 0x63, + 0x68, 0x75, 0x6e, 0x6b, 0x2e, 0x64, 0x61, 0x74, 0x61, 0x2e, 0x74, 0x69, + 0x6d, 0x69, 0x6e, 0x67, 0x73, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x65, 0x76, 0x65, 0x6e, 0x74, 0x54, 0x61, + 0x72, 0x67, 0x65, 0x74, 0x2e, 0x64, 0x69, 0x73, 0x70, 0x61, 0x74, 0x63, + 0x68, 0x45, 0x76, 0x65, 0x6e, 0x74, 0x28, 0x6e, 0x65, 0x77, 0x20, 0x43, + 0x75, 0x73, 0x74, 0x6f, 0x6d, 0x45, 0x76, 0x65, 0x6e, 0x74, 0x28, 0x22, + 0x74, 0x69, 0x6d, 0x69, 0x6e, 0x67, 0x73, 0x22, 0x2c, 0x20, 0x7b, 0x20, + 0x64, 0x65, 0x74, 0x61, 0x69, 0x6c, 0x3a, 0x20, 0x63, 0x68, 0x75, 0x6e, + 0x6b, 0x2e, 0x64, 0x61, 0x74, 0x61, 0x2e, 0x74, 0x69, 0x6d, 0x69, 0x6e, + 0x67, 0x73, 0x20, 0x7d, 0x29, 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x65, 0x76, 0x65, 0x6e, 0x74, 0x54, 0x61, 0x72, 0x67, 0x65, + 0x74, 0x2e, 0x64, 0x69, 0x73, 0x70, 0x61, 0x74, 0x63, 0x68, 0x45, 0x76, + 0x65, 0x6e, 0x74, 0x28, 0x6e, 0x65, 0x77, 0x20, 0x43, 0x75, 0x73, 0x74, + 0x6f, 0x6d, 0x45, 0x76, 0x65, 0x6e, 0x74, 0x28, 0x22, 0x64, 0x6f, 0x6e, + 0x65, 0x22, 0x2c, 0x20, 0x7b, 0x20, 0x64, 0x65, 0x74, 0x61, 0x69, 0x6c, + 0x3a, 0x20, 0x7b, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x20, + 0x7d, 0x20, 0x7d, 0x29, 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x7d, 0x29, 0x28, + 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, + 0x65, 0x76, 0x65, 0x6e, 0x74, 0x54, 0x61, 0x72, 0x67, 0x65, 0x74, 0x3b, + 0x0a, 0x7d, 0x0a, 0x0a, 0x2f, 0x2f, 0x20, 0x43, 0x61, 0x6c, 0x6c, 0x20, + 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x2c, 0x20, 0x72, 0x65, 0x74, 0x75, 0x72, + 0x6e, 0x20, 0x61, 0x20, 0x70, 0x72, 0x6f, 0x6d, 0x69, 0x73, 0x65, 0x20, + 0x74, 0x68, 0x61, 0x74, 0x20, 0x72, 0x65, 0x73, 0x6f, 0x6c, 0x76, 0x65, + 0x73, 0x20, 0x74, 0x6f, 0x20, 0x74, 0x68, 0x65, 0x20, 0x63, 0x6f, 0x6d, + 0x70, 0x6c, 0x65, 0x74, 0x65, 0x64, 0x20, 0x74, 0x65, 0x78, 0x74, 0x2e, + 0x20, 0x54, 0x68, 0x69, 0x73, 0x20, 0x64, 0x6f, 0x65, 0x73, 0x20, 0x6e, + 0x6f, 0x74, 0x20, 0x73, 0x75, 0x70, 0x70, 0x6f, 0x72, 0x74, 0x20, 0x73, + 0x74, 0x72, 0x65, 0x61, 0x6d, 0x69, 0x6e, 0x67, 0x0a, 0x2f, 0x2f, 0x0a, + 0x2f, 0x2f, 0x20, 0x45, 0x78, 0x61, 0x6d, 0x70, 0x6c, 0x65, 0x3a, 0x0a, + 0x2f, 0x2f, 0x0a, 0x2f, 0x2f, 0x20, 0x20, 0x20, 0x20, 0x20, 0x6c, 0x6c, + 0x61, 0x6d, 0x61, 0x50, 0x72, 0x6f, 0x6d, 0x69, 0x73, 0x65, 0x28, 0x70, + 0x72, 0x6f, 0x6d, 0x70, 0x74, 0x29, 0x2e, 0x74, 0x68, 0x65, 0x6e, 0x28, + 0x28, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x29, 0x20, 0x3d, 0x3e, + 0x20, 0x7b, 0x0a, 0x2f, 0x2f, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x64, 0x6f, 0x63, 0x75, 0x6d, 0x65, 0x6e, 0x74, 0x2e, 0x77, 0x72, 0x69, + 0x74, 0x65, 0x28, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x29, 0x0a, + 0x2f, 0x2f, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x29, 0x0a, 0x2f, 0x2f, + 0x0a, 0x2f, 0x2f, 0x20, 0x20, 0x20, 0x20, 0x20, 0x6f, 0x72, 0x0a, 0x2f, + 0x2f, 0x0a, 0x2f, 0x2f, 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, + 0x73, 0x74, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x20, 0x3d, + 0x20, 0x61, 0x77, 0x61, 0x69, 0x74, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61, + 0x50, 0x72, 0x6f, 0x6d, 0x69, 0x73, 0x65, 0x28, 0x70, 0x72, 0x6f, 0x6d, + 0x70, 0x74, 0x29, 0x0a, 0x2f, 0x2f, 0x20, 0x20, 0x20, 0x20, 0x20, 0x64, + 0x6f, 0x63, 0x75, 0x6d, 0x65, 0x6e, 0x74, 0x2e, 0x77, 0x72, 0x69, 0x74, + 0x65, 0x28, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x29, 0x0a, 0x2f, + 0x2f, 0x0a, 0x65, 0x78, 0x70, 0x6f, 0x72, 0x74, 0x20, 0x63, 0x6f, 0x6e, + 0x73, 0x74, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x50, 0x72, 0x6f, 0x6d, + 0x69, 0x73, 0x65, 0x20, 0x3d, 0x20, 0x28, 0x70, 0x72, 0x6f, 0x6d, 0x70, + 0x74, 0x2c, 0x20, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x20, 0x3d, 0x20, + 0x7b, 0x7d, 0x2c, 0x20, 0x63, 0x6f, 0x6e, 0x66, 0x69, 0x67, 0x20, 0x3d, + 0x20, 0x7b, 0x7d, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x7b, 0x0a, 0x20, 0x20, + 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x6e, 0x65, 0x77, 0x20, 0x50, + 0x72, 0x6f, 0x6d, 0x69, 0x73, 0x65, 0x28, 0x61, 0x73, 0x79, 0x6e, 0x63, + 0x20, 0x28, 0x72, 0x65, 0x73, 0x6f, 0x6c, 0x76, 0x65, 0x2c, 0x20, 0x72, + 0x65, 0x6a, 0x65, 0x63, 0x74, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x7b, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x6c, 0x65, 0x74, 0x20, 0x63, 0x6f, 0x6e, 0x74, + 0x65, 0x6e, 0x74, 0x20, 0x3d, 0x20, 0x22, 0x22, 0x3b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x74, 0x72, 0x79, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x66, 0x6f, 0x72, 0x20, 0x61, 0x77, 0x61, 0x69, 0x74, 0x20, + 0x28, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x63, 0x68, 0x75, 0x6e, 0x6b, + 0x20, 0x6f, 0x66, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x28, 0x70, 0x72, + 0x6f, 0x6d, 0x70, 0x74, 0x2c, 0x20, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, + 0x2c, 0x20, 0x63, 0x6f, 0x6e, 0x66, 0x69, 0x67, 0x29, 0x29, 0x20, 0x7b, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, + 0x74, 0x65, 0x6e, 0x74, 0x20, 0x2b, 0x3d, 0x20, 0x63, 0x68, 0x75, 0x6e, + 0x6b, 0x2e, 0x64, 0x61, 0x74, 0x61, 0x2e, 0x63, 0x6f, 0x6e, 0x74, 0x65, + 0x6e, 0x74, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x72, 0x65, 0x73, 0x6f, 0x6c, 0x76, + 0x65, 0x28, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x29, 0x3b, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x7d, 0x20, 0x63, 0x61, 0x74, 0x63, 0x68, 0x20, + 0x28, 0x65, 0x72, 0x72, 0x6f, 0x72, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x72, 0x65, 0x6a, 0x65, 0x63, 0x74, 0x28, 0x65, + 0x72, 0x72, 0x6f, 0x72, 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, + 0x0a, 0x20, 0x20, 0x7d, 0x29, 0x3b, 0x0a, 0x7d, 0x3b, 0x0a, 0x0a, 0x2f, + 0x2a, 0x2a, 0x0a, 0x20, 0x2a, 0x20, 0x28, 0x64, 0x65, 0x70, 0x72, 0x65, + 0x63, 0x61, 0x74, 0x65, 0x64, 0x29, 0x0a, 0x20, 0x2a, 0x2f, 0x0a, 0x65, + 0x78, 0x70, 0x6f, 0x72, 0x74, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, + 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x43, 0x6f, 0x6d, 0x70, 0x6c, 0x65, 0x74, + 0x65, 0x20, 0x3d, 0x20, 0x61, 0x73, 0x79, 0x6e, 0x63, 0x20, 0x28, 0x70, + 0x61, 0x72, 0x61, 0x6d, 0x73, 0x2c, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x72, + 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x2c, 0x20, 0x63, 0x61, 0x6c, 0x6c, 0x62, + 0x61, 0x63, 0x6b, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x7b, 0x0a, 0x20, 0x20, + 0x66, 0x6f, 0x72, 0x20, 0x61, 0x77, 0x61, 0x69, 0x74, 0x20, 0x28, 0x63, + 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x63, 0x68, 0x75, 0x6e, 0x6b, 0x20, 0x6f, + 0x66, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x28, 0x70, 0x61, 0x72, 0x61, + 0x6d, 0x73, 0x2e, 0x70, 0x72, 0x6f, 0x6d, 0x70, 0x74, 0x2c, 0x20, 0x70, + 0x61, 0x72, 0x61, 0x6d, 0x73, 0x2c, 0x20, 0x7b, 0x20, 0x63, 0x6f, 0x6e, + 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x20, 0x7d, 0x29, 0x29, 0x20, + 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x63, 0x61, 0x6c, 0x6c, 0x62, 0x61, + 0x63, 0x6b, 0x28, 0x63, 0x68, 0x75, 0x6e, 0x6b, 0x29, 0x3b, 0x0a, 0x20, + 0x20, 0x7d, 0x0a, 0x7d, 0x0a, 0x0a, 0x2f, 0x2f, 0x20, 0x47, 0x65, 0x74, + 0x20, 0x74, 0x68, 0x65, 0x20, 0x6d, 0x6f, 0x64, 0x65, 0x6c, 0x20, 0x69, + 0x6e, 0x66, 0x6f, 0x20, 0x66, 0x72, 0x6f, 0x6d, 0x20, 0x74, 0x68, 0x65, + 0x20, 0x73, 0x65, 0x72, 0x76, 0x65, 0x72, 0x2e, 0x20, 0x54, 0x68, 0x69, + 0x73, 0x20, 0x69, 0x73, 0x20, 0x75, 0x73, 0x65, 0x66, 0x75, 0x6c, 0x20, + 0x66, 0x6f, 0x72, 0x20, 0x67, 0x65, 0x74, 0x74, 0x69, 0x6e, 0x67, 0x20, + 0x74, 0x68, 0x65, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x78, 0x74, 0x20, + 0x77, 0x69, 0x6e, 0x64, 0x6f, 0x77, 0x20, 0x61, 0x6e, 0x64, 0x20, 0x73, + 0x6f, 0x20, 0x6f, 0x6e, 0x2e, 0x0a, 0x65, 0x78, 0x70, 0x6f, 0x72, 0x74, + 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61, + 0x4d, 0x6f, 0x64, 0x65, 0x6c, 0x49, 0x6e, 0x66, 0x6f, 0x20, 0x3d, 0x20, + 0x61, 0x73, 0x79, 0x6e, 0x63, 0x20, 0x28, 0x29, 0x20, 0x3d, 0x3e, 0x20, + 0x7b, 0x0a, 0x20, 0x20, 0x69, 0x66, 0x20, 0x28, 0x21, 0x67, 0x65, 0x6e, + 0x65, 0x72, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x73, 0x65, 0x74, 0x74, + 0x69, 0x6e, 0x67, 0x73, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x67, 0x65, 0x6e, 0x65, 0x72, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x73, + 0x65, 0x74, 0x74, 0x69, 0x6e, 0x67, 0x73, 0x20, 0x3d, 0x20, 0x61, 0x77, + 0x61, 0x69, 0x74, 0x20, 0x66, 0x65, 0x74, 0x63, 0x68, 0x28, 0x22, 0x2f, + 0x6d, 0x6f, 0x64, 0x65, 0x6c, 0x2e, 0x6a, 0x73, 0x6f, 0x6e, 0x22, 0x29, + 0x2e, 0x74, 0x68, 0x65, 0x6e, 0x28, 0x72, 0x20, 0x3d, 0x3e, 0x20, 0x72, + 0x2e, 0x6a, 0x73, 0x6f, 0x6e, 0x28, 0x29, 0x29, 0x3b, 0x0a, 0x20, 0x20, + 0x7d, 0x0a, 0x20, 0x20, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x67, + 0x65, 0x6e, 0x65, 0x72, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x73, 0x65, + 0x74, 0x74, 0x69, 0x6e, 0x67, 0x73, 0x3b, 0x0a, 0x7d, 0x0a +}; +unsigned int completion_js_len = 4462; diff --git a/examples/server/deps.sh b/examples/server/deps.sh new file mode 100755 index 00000000000000..1e9fe964b961a3 --- /dev/null +++ b/examples/server/deps.sh @@ -0,0 +1,18 @@ +#!/bin/bash +# Download and update deps for binary + +# get the directory of this script file +DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && pwd )" +PUBLIC=$DIR/public + +echo "download js bundle files" +curl https://npm.reversehttp.com/@preact/signals-core,@preact/signals,htm/preact,preact,preact/hooks > $PUBLIC/index.js +echo >> $PUBLIC/index.js # add newline + +FILES=$(ls $PUBLIC) + +for FILE in $FILES; do + func=$(echo $FILE | tr '.' '_') + echo "generate $FILE.hpp ($func)" + xxd -n $func -i $PUBLIC/$FILE > $DIR/$FILE.hpp +done diff --git a/examples/server/index.html.hpp b/examples/server/index.html.hpp new file mode 100644 index 00000000000000..42707fad967c2f --- /dev/null +++ b/examples/server/index.html.hpp @@ -0,0 +1,899 @@ +unsigned char index_html[] = { + 0x3c, 0x68, 0x74, 0x6d, 0x6c, 0x3e, 0x0a, 0x0a, 0x3c, 0x68, 0x65, 0x61, + 0x64, 0x3e, 0x0a, 0x20, 0x20, 0x3c, 0x6d, 0x65, 0x74, 0x61, 0x20, 0x63, + 0x68, 0x61, 0x72, 0x73, 0x65, 0x74, 0x3d, 0x22, 0x55, 0x54, 0x46, 0x2d, + 0x38, 0x22, 0x3e, 0x0a, 0x20, 0x20, 0x3c, 0x6d, 0x65, 0x74, 0x61, 0x20, + 0x6e, 0x61, 0x6d, 0x65, 0x3d, 0x22, 0x76, 0x69, 0x65, 0x77, 0x70, 0x6f, + 0x72, 0x74, 0x22, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x3d, + 0x22, 0x77, 0x69, 0x64, 0x74, 0x68, 0x3d, 0x64, 0x65, 0x76, 0x69, 0x63, + 0x65, 0x2d, 0x77, 0x69, 0x64, 0x74, 0x68, 0x2c, 0x20, 0x69, 0x6e, 0x69, + 0x74, 0x69, 0x61, 0x6c, 0x2d, 0x73, 0x63, 0x61, 0x6c, 0x65, 0x3d, 0x31, + 0x2c, 0x20, 0x6d, 0x61, 0x78, 0x69, 0x6d, 0x75, 0x6d, 0x2d, 0x73, 0x63, + 0x61, 0x6c, 0x65, 0x3d, 0x31, 0x22, 0x20, 0x2f, 0x3e, 0x0a, 0x20, 0x20, + 0x3c, 0x74, 0x69, 0x74, 0x6c, 0x65, 0x3e, 0x6c, 0x6c, 0x61, 0x6d, 0x61, + 0x2e, 0x63, 0x70, 0x70, 0x20, 0x2d, 0x20, 0x63, 0x68, 0x61, 0x74, 0x3c, + 0x2f, 0x74, 0x69, 0x74, 0x6c, 0x65, 0x3e, 0x0a, 0x0a, 0x20, 0x20, 0x3c, + 0x73, 0x74, 0x79, 0x6c, 0x65, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x62, + 0x6f, 0x64, 0x79, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x62, 0x61, 0x63, 0x6b, 0x67, 0x72, 0x6f, 0x75, 0x6e, 0x64, 0x2d, 0x63, + 0x6f, 0x6c, 0x6f, 0x72, 0x3a, 0x20, 0x23, 0x66, 0x66, 0x66, 0x3b, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6c, 0x6f, 0x72, 0x3a, + 0x20, 0x23, 0x30, 0x30, 0x30, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x66, 0x6f, 0x6e, 0x74, 0x2d, 0x66, 0x61, 0x6d, 0x69, 0x6c, 0x79, + 0x3a, 0x20, 0x73, 0x79, 0x73, 0x74, 0x65, 0x6d, 0x2d, 0x75, 0x69, 0x3b, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x66, 0x6f, 0x6e, 0x74, 0x2d, + 0x73, 0x69, 0x7a, 0x65, 0x3a, 0x20, 0x39, 0x30, 0x25, 0x3b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x23, 0x63, + 0x6f, 0x6e, 0x74, 0x61, 0x69, 0x6e, 0x65, 0x72, 0x20, 0x7b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x6d, 0x61, 0x72, 0x67, 0x69, 0x6e, 0x3a, + 0x20, 0x30, 0x65, 0x6d, 0x20, 0x61, 0x75, 0x74, 0x6f, 0x3b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x64, 0x69, 0x73, 0x70, 0x6c, 0x61, 0x79, + 0x3a, 0x20, 0x66, 0x6c, 0x65, 0x78, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x66, 0x6c, 0x65, 0x78, 0x2d, 0x64, 0x69, 0x72, 0x65, 0x63, + 0x74, 0x69, 0x6f, 0x6e, 0x3a, 0x20, 0x63, 0x6f, 0x6c, 0x75, 0x6d, 0x6e, + 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x6a, 0x75, 0x73, 0x74, + 0x69, 0x66, 0x79, 0x2d, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x3a, + 0x20, 0x73, 0x70, 0x61, 0x63, 0x65, 0x2d, 0x62, 0x65, 0x74, 0x77, 0x65, + 0x65, 0x6e, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x68, 0x65, + 0x69, 0x67, 0x68, 0x74, 0x3a, 0x20, 0x31, 0x30, 0x30, 0x25, 0x3b, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x6d, + 0x61, 0x69, 0x6e, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x6d, 0x61, 0x72, 0x67, 0x69, 0x6e, 0x3a, 0x20, 0x33, 0x70, 0x78, 0x3b, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x64, 0x69, 0x73, 0x70, 0x6c, + 0x61, 0x79, 0x3a, 0x20, 0x66, 0x6c, 0x65, 0x78, 0x3b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x66, 0x6c, 0x65, 0x78, 0x2d, 0x64, 0x69, 0x72, + 0x65, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x3a, 0x20, 0x63, 0x6f, 0x6c, 0x75, + 0x6d, 0x6e, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x6a, 0x75, + 0x73, 0x74, 0x69, 0x66, 0x79, 0x2d, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, + 0x74, 0x3a, 0x20, 0x73, 0x70, 0x61, 0x63, 0x65, 0x2d, 0x62, 0x65, 0x74, + 0x77, 0x65, 0x65, 0x6e, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x67, 0x61, 0x70, 0x3a, 0x20, 0x31, 0x65, 0x6d, 0x3b, 0x0a, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x66, 0x6c, 0x65, 0x78, 0x2d, 0x67, 0x72, + 0x6f, 0x77, 0x3a, 0x20, 0x31, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x6f, 0x76, 0x65, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2d, 0x79, 0x3a, + 0x20, 0x61, 0x75, 0x74, 0x6f, 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x62, 0x6f, 0x72, 0x64, 0x65, 0x72, 0x3a, 0x20, 0x31, 0x70, + 0x78, 0x20, 0x73, 0x6f, 0x6c, 0x69, 0x64, 0x20, 0x23, 0x63, 0x63, 0x63, + 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x62, 0x6f, 0x72, 0x64, + 0x65, 0x72, 0x2d, 0x72, 0x61, 0x64, 0x69, 0x75, 0x73, 0x3a, 0x20, 0x35, + 0x70, 0x78, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x70, 0x61, + 0x64, 0x64, 0x69, 0x6e, 0x67, 0x3a, 0x20, 0x30, 0x2e, 0x35, 0x65, 0x6d, + 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x62, 0x6f, 0x64, 0x79, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x6d, 0x61, 0x78, 0x2d, 0x77, 0x69, 0x64, 0x74, 0x68, 0x3a, + 0x20, 0x36, 0x30, 0x30, 0x70, 0x78, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x6d, 0x69, 0x6e, 0x2d, 0x77, 0x69, 0x64, 0x74, 0x68, 0x3a, + 0x20, 0x33, 0x30, 0x30, 0x70, 0x78, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x6c, 0x69, 0x6e, 0x65, 0x2d, 0x68, 0x65, 0x69, 0x67, 0x68, + 0x74, 0x3a, 0x20, 0x31, 0x2e, 0x32, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x6d, 0x61, 0x72, 0x67, 0x69, 0x6e, 0x3a, 0x20, 0x30, 0x20, + 0x61, 0x75, 0x74, 0x6f, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x70, 0x61, 0x64, 0x64, 0x69, 0x6e, 0x67, 0x3a, 0x20, 0x30, 0x20, 0x30, + 0x2e, 0x35, 0x65, 0x6d, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x70, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x6f, 0x76, 0x65, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2d, + 0x77, 0x72, 0x61, 0x70, 0x3a, 0x20, 0x62, 0x72, 0x65, 0x61, 0x6b, 0x2d, + 0x77, 0x6f, 0x72, 0x64, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x77, 0x6f, 0x72, 0x64, 0x2d, 0x77, 0x72, 0x61, 0x70, 0x3a, 0x20, 0x62, + 0x72, 0x65, 0x61, 0x6b, 0x2d, 0x77, 0x6f, 0x72, 0x64, 0x3b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x68, 0x79, 0x70, 0x68, 0x65, 0x6e, 0x73, + 0x3a, 0x20, 0x61, 0x75, 0x74, 0x6f, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x6d, 0x61, 0x72, 0x67, 0x69, 0x6e, 0x2d, 0x74, 0x6f, 0x70, + 0x3a, 0x20, 0x30, 0x2e, 0x35, 0x65, 0x6d, 0x3b, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x6d, 0x61, 0x72, 0x67, 0x69, 0x6e, 0x2d, 0x62, 0x6f, + 0x74, 0x74, 0x6f, 0x6d, 0x3a, 0x20, 0x30, 0x2e, 0x35, 0x65, 0x6d, 0x3b, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x23, 0x77, 0x72, 0x69, 0x74, 0x65, 0x20, 0x66, 0x6f, 0x72, 0x6d, 0x20, + 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x6d, 0x61, 0x72, 0x67, + 0x69, 0x6e, 0x3a, 0x20, 0x31, 0x65, 0x6d, 0x20, 0x30, 0x20, 0x30, 0x20, + 0x30, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x64, 0x69, 0x73, + 0x70, 0x6c, 0x61, 0x79, 0x3a, 0x20, 0x66, 0x6c, 0x65, 0x78, 0x3b, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x66, 0x6c, 0x65, 0x78, 0x2d, 0x64, + 0x69, 0x72, 0x65, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x3a, 0x20, 0x63, 0x6f, + 0x6c, 0x75, 0x6d, 0x6e, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x67, 0x61, 0x70, 0x3a, 0x20, 0x30, 0x2e, 0x35, 0x65, 0x6d, 0x3b, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x61, 0x6c, 0x69, 0x67, 0x6e, 0x2d, + 0x69, 0x74, 0x65, 0x6d, 0x73, 0x3a, 0x20, 0x73, 0x74, 0x72, 0x65, 0x74, + 0x63, 0x68, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x2e, 0x72, 0x69, 0x67, 0x68, 0x74, 0x20, 0x7b, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x64, 0x69, 0x73, 0x70, 0x6c, 0x61, + 0x79, 0x3a, 0x20, 0x66, 0x6c, 0x65, 0x78, 0x3b, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x66, 0x6c, 0x65, 0x78, 0x2d, 0x64, 0x69, 0x72, 0x65, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x3a, 0x20, 0x72, 0x6f, 0x77, 0x3b, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x67, 0x61, 0x70, 0x3a, 0x20, 0x30, + 0x2e, 0x35, 0x65, 0x6d, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x6a, 0x75, 0x73, 0x74, 0x69, 0x66, 0x79, 0x2d, 0x63, 0x6f, 0x6e, 0x74, + 0x65, 0x6e, 0x74, 0x3a, 0x20, 0x66, 0x6c, 0x65, 0x78, 0x2d, 0x65, 0x6e, + 0x64, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x66, 0x69, 0x65, 0x6c, 0x64, 0x73, 0x65, 0x74, 0x20, 0x7b, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x62, 0x6f, 0x72, 0x64, 0x65, + 0x72, 0x3a, 0x20, 0x6e, 0x6f, 0x6e, 0x65, 0x3b, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x70, 0x61, 0x64, 0x64, 0x69, 0x6e, 0x67, 0x3a, 0x20, + 0x30, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x6d, 0x61, 0x72, + 0x67, 0x69, 0x6e, 0x3a, 0x20, 0x30, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x74, 0x65, 0x78, 0x74, 0x61, + 0x72, 0x65, 0x61, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x70, 0x61, 0x64, 0x64, 0x69, 0x6e, 0x67, 0x3a, 0x20, 0x35, 0x70, 0x78, + 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x66, 0x6c, 0x65, 0x78, + 0x2d, 0x67, 0x72, 0x6f, 0x77, 0x3a, 0x20, 0x31, 0x3b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x77, 0x69, 0x64, 0x74, 0x68, 0x3a, 0x20, 0x31, + 0x30, 0x30, 0x25, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x70, 0x72, 0x65, 0x20, 0x63, 0x6f, 0x64, 0x65, + 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x64, 0x69, 0x73, + 0x70, 0x6c, 0x61, 0x79, 0x3a, 0x20, 0x62, 0x6c, 0x6f, 0x63, 0x6b, 0x3b, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x62, 0x61, 0x63, 0x6b, 0x67, + 0x72, 0x6f, 0x75, 0x6e, 0x64, 0x2d, 0x63, 0x6f, 0x6c, 0x6f, 0x72, 0x3a, + 0x20, 0x23, 0x32, 0x32, 0x32, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x63, 0x6f, 0x6c, 0x6f, 0x72, 0x3a, 0x20, 0x23, 0x64, 0x64, 0x64, + 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x63, 0x6f, 0x64, 0x65, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x66, 0x6f, 0x6e, 0x74, 0x2d, 0x66, 0x61, 0x6d, 0x69, 0x6c, 0x79, + 0x3a, 0x20, 0x6d, 0x6f, 0x6e, 0x6f, 0x73, 0x70, 0x61, 0x63, 0x65, 0x3b, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x70, 0x61, 0x64, 0x64, 0x69, + 0x6e, 0x67, 0x3a, 0x20, 0x30, 0x2e, 0x31, 0x65, 0x6d, 0x20, 0x30, 0x2e, + 0x33, 0x65, 0x6d, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x62, + 0x6f, 0x72, 0x64, 0x65, 0x72, 0x2d, 0x72, 0x61, 0x64, 0x69, 0x75, 0x73, + 0x3a, 0x20, 0x33, 0x70, 0x78, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, + 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x66, 0x69, 0x65, 0x6c, 0x64, 0x73, + 0x65, 0x74, 0x20, 0x6c, 0x61, 0x62, 0x65, 0x6c, 0x20, 0x7b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x6d, 0x61, 0x72, 0x67, 0x69, 0x6e, 0x3a, + 0x20, 0x30, 0x2e, 0x35, 0x65, 0x6d, 0x20, 0x30, 0x3b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x64, 0x69, 0x73, 0x70, 0x6c, 0x61, 0x79, 0x3a, + 0x20, 0x62, 0x6c, 0x6f, 0x63, 0x6b, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x68, 0x65, 0x61, 0x64, 0x65, + 0x72, 0x2c, 0x20, 0x66, 0x6f, 0x6f, 0x74, 0x65, 0x72, 0x20, 0x7b, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x74, 0x65, 0x78, 0x74, 0x2d, 0x61, + 0x6c, 0x69, 0x67, 0x6e, 0x3a, 0x20, 0x63, 0x65, 0x6e, 0x74, 0x65, 0x72, + 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x66, 0x6f, 0x6f, 0x74, 0x65, 0x72, 0x20, 0x7b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x66, 0x6f, 0x6e, 0x74, 0x2d, 0x73, 0x69, 0x7a, + 0x65, 0x3a, 0x20, 0x38, 0x30, 0x25, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x63, 0x6f, 0x6c, 0x6f, 0x72, 0x3a, 0x20, 0x23, 0x38, 0x38, + 0x38, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x3c, + 0x2f, 0x73, 0x74, 0x79, 0x6c, 0x65, 0x3e, 0x0a, 0x0a, 0x20, 0x20, 0x3c, + 0x73, 0x63, 0x72, 0x69, 0x70, 0x74, 0x20, 0x74, 0x79, 0x70, 0x65, 0x3d, + 0x22, 0x6d, 0x6f, 0x64, 0x75, 0x6c, 0x65, 0x22, 0x3e, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x69, 0x6d, 0x70, 0x6f, 0x72, 0x74, 0x20, 0x7b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x68, 0x74, 0x6d, 0x6c, 0x2c, 0x20, 0x68, + 0x2c, 0x20, 0x73, 0x69, 0x67, 0x6e, 0x61, 0x6c, 0x2c, 0x20, 0x65, 0x66, + 0x66, 0x65, 0x63, 0x74, 0x2c, 0x20, 0x63, 0x6f, 0x6d, 0x70, 0x75, 0x74, + 0x65, 0x64, 0x2c, 0x20, 0x72, 0x65, 0x6e, 0x64, 0x65, 0x72, 0x2c, 0x20, + 0x75, 0x73, 0x65, 0x53, 0x69, 0x67, 0x6e, 0x61, 0x6c, 0x2c, 0x20, 0x75, + 0x73, 0x65, 0x45, 0x66, 0x66, 0x65, 0x63, 0x74, 0x2c, 0x20, 0x75, 0x73, + 0x65, 0x52, 0x65, 0x66, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x20, 0x66, + 0x72, 0x6f, 0x6d, 0x20, 0x27, 0x2f, 0x69, 0x6e, 0x64, 0x65, 0x78, 0x2e, + 0x6a, 0x73, 0x27, 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x69, 0x6d, + 0x70, 0x6f, 0x72, 0x74, 0x20, 0x7b, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61, + 0x20, 0x7d, 0x20, 0x66, 0x72, 0x6f, 0x6d, 0x20, 0x27, 0x2f, 0x63, 0x6f, + 0x6d, 0x70, 0x6c, 0x65, 0x74, 0x69, 0x6f, 0x6e, 0x2e, 0x6a, 0x73, 0x27, + 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, + 0x20, 0x73, 0x65, 0x73, 0x73, 0x69, 0x6f, 0x6e, 0x20, 0x3d, 0x20, 0x73, + 0x69, 0x67, 0x6e, 0x61, 0x6c, 0x28, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x70, 0x72, 0x6f, 0x6d, 0x70, 0x74, 0x3a, 0x20, 0x22, 0x54, + 0x68, 0x69, 0x73, 0x20, 0x69, 0x73, 0x20, 0x61, 0x20, 0x63, 0x6f, 0x6e, + 0x76, 0x65, 0x72, 0x73, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x62, 0x65, + 0x74, 0x77, 0x65, 0x65, 0x6e, 0x20, 0x75, 0x73, 0x65, 0x72, 0x20, 0x61, + 0x6e, 0x64, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x2c, 0x20, 0x61, 0x20, + 0x66, 0x72, 0x69, 0x65, 0x6e, 0x64, 0x6c, 0x79, 0x20, 0x63, 0x68, 0x61, + 0x74, 0x62, 0x6f, 0x74, 0x2e, 0x20, 0x72, 0x65, 0x73, 0x70, 0x6f, 0x6e, + 0x64, 0x20, 0x69, 0x6e, 0x20, 0x73, 0x69, 0x6d, 0x70, 0x6c, 0x65, 0x20, + 0x6d, 0x61, 0x72, 0x6b, 0x64, 0x6f, 0x77, 0x6e, 0x2e, 0x22, 0x2c, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x74, 0x65, 0x6d, 0x70, 0x6c, 0x61, + 0x74, 0x65, 0x3a, 0x20, 0x22, 0x7b, 0x7b, 0x70, 0x72, 0x6f, 0x6d, 0x70, + 0x74, 0x7d, 0x7d, 0x5c, 0x6e, 0x5c, 0x6e, 0x7b, 0x7b, 0x68, 0x69, 0x73, + 0x74, 0x6f, 0x72, 0x79, 0x7d, 0x7d, 0x5c, 0x6e, 0x7b, 0x7b, 0x63, 0x68, + 0x61, 0x72, 0x7d, 0x7d, 0x3a, 0x22, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x68, 0x69, 0x73, 0x74, 0x6f, 0x72, 0x79, 0x54, 0x65, 0x6d, + 0x70, 0x6c, 0x61, 0x74, 0x65, 0x3a, 0x20, 0x22, 0x7b, 0x7b, 0x6e, 0x61, + 0x6d, 0x65, 0x7d, 0x7d, 0x3a, 0x20, 0x7b, 0x7b, 0x6d, 0x65, 0x73, 0x73, + 0x61, 0x67, 0x65, 0x7d, 0x7d, 0x22, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x74, 0x72, 0x61, 0x6e, 0x73, 0x63, 0x72, 0x69, 0x70, 0x74, + 0x3a, 0x20, 0x5b, 0x5d, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x74, 0x79, 0x70, 0x65, 0x3a, 0x20, 0x22, 0x63, 0x68, 0x61, 0x74, 0x22, + 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x68, 0x61, 0x72, + 0x3a, 0x20, 0x22, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x22, 0x2c, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x75, 0x73, 0x65, 0x72, 0x3a, 0x20, 0x22, + 0x55, 0x73, 0x65, 0x72, 0x22, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, + 0x29, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, + 0x20, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x20, 0x3d, 0x20, 0x73, 0x69, + 0x67, 0x6e, 0x61, 0x6c, 0x28, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x6e, 0x5f, 0x70, 0x72, 0x65, 0x64, 0x69, 0x63, 0x74, 0x3a, 0x20, + 0x34, 0x30, 0x30, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x74, + 0x65, 0x6d, 0x70, 0x65, 0x72, 0x61, 0x74, 0x75, 0x72, 0x65, 0x3a, 0x20, + 0x30, 0x2e, 0x37, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x72, + 0x65, 0x70, 0x65, 0x61, 0x74, 0x5f, 0x6c, 0x61, 0x73, 0x74, 0x5f, 0x6e, + 0x3a, 0x20, 0x32, 0x35, 0x36, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x72, 0x65, 0x70, 0x65, 0x61, 0x74, 0x5f, 0x70, 0x65, 0x6e, 0x61, + 0x6c, 0x74, 0x79, 0x3a, 0x20, 0x31, 0x2e, 0x31, 0x38, 0x2c, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x74, 0x6f, 0x70, 0x5f, 0x6b, 0x3a, 0x20, + 0x34, 0x30, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x74, 0x6f, + 0x70, 0x5f, 0x70, 0x3a, 0x20, 0x30, 0x2e, 0x35, 0x2c, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x7d, 0x29, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, + 0x6e, 0x73, 0x74, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x53, 0x74, 0x61, + 0x74, 0x73, 0x20, 0x3d, 0x20, 0x73, 0x69, 0x67, 0x6e, 0x61, 0x6c, 0x28, + 0x6e, 0x75, 0x6c, 0x6c, 0x29, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, + 0x6e, 0x73, 0x74, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x72, 0x6f, 0x6c, 0x6c, + 0x65, 0x72, 0x20, 0x3d, 0x20, 0x73, 0x69, 0x67, 0x6e, 0x61, 0x6c, 0x28, + 0x6e, 0x75, 0x6c, 0x6c, 0x29, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x63, + 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x67, 0x65, 0x6e, 0x65, 0x72, 0x61, 0x74, + 0x69, 0x6e, 0x67, 0x20, 0x3d, 0x20, 0x63, 0x6f, 0x6d, 0x70, 0x75, 0x74, + 0x65, 0x64, 0x28, 0x28, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x63, 0x6f, 0x6e, + 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x2e, 0x76, 0x61, 0x6c, 0x75, + 0x65, 0x20, 0x3d, 0x3d, 0x20, 0x6e, 0x75, 0x6c, 0x6c, 0x20, 0x29, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x63, 0x68, + 0x61, 0x74, 0x53, 0x74, 0x61, 0x72, 0x74, 0x65, 0x64, 0x20, 0x3d, 0x20, + 0x63, 0x6f, 0x6d, 0x70, 0x75, 0x74, 0x65, 0x64, 0x28, 0x28, 0x29, 0x20, + 0x3d, 0x3e, 0x20, 0x73, 0x65, 0x73, 0x73, 0x69, 0x6f, 0x6e, 0x2e, 0x76, + 0x61, 0x6c, 0x75, 0x65, 0x2e, 0x74, 0x72, 0x61, 0x6e, 0x73, 0x63, 0x72, + 0x69, 0x70, 0x74, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x20, 0x3e, + 0x20, 0x30, 0x29, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, + 0x73, 0x74, 0x20, 0x74, 0x72, 0x61, 0x6e, 0x73, 0x63, 0x72, 0x69, 0x70, + 0x74, 0x55, 0x70, 0x64, 0x61, 0x74, 0x65, 0x20, 0x3d, 0x20, 0x28, 0x74, + 0x72, 0x61, 0x6e, 0x73, 0x63, 0x72, 0x69, 0x70, 0x74, 0x29, 0x20, 0x3d, + 0x3e, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x73, 0x65, + 0x73, 0x73, 0x69, 0x6f, 0x6e, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x20, + 0x3d, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x2e, 0x2e, 0x2e, 0x73, 0x65, 0x73, 0x73, 0x69, 0x6f, 0x6e, 0x2e, 0x76, + 0x61, 0x6c, 0x75, 0x65, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x74, 0x72, 0x61, 0x6e, 0x73, 0x63, 0x72, 0x69, 0x70, 0x74, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x2f, 0x2f, 0x20, 0x73, + 0x69, 0x6d, 0x70, 0x6c, 0x65, 0x20, 0x74, 0x65, 0x6d, 0x70, 0x6c, 0x61, + 0x74, 0x65, 0x20, 0x72, 0x65, 0x70, 0x6c, 0x61, 0x63, 0x65, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x74, 0x65, 0x6d, + 0x70, 0x6c, 0x61, 0x74, 0x65, 0x20, 0x3d, 0x20, 0x28, 0x73, 0x74, 0x72, + 0x2c, 0x20, 0x65, 0x78, 0x74, 0x72, 0x61, 0x53, 0x65, 0x74, 0x74, 0x69, + 0x6e, 0x67, 0x73, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x7b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x6c, 0x65, 0x74, 0x20, 0x73, 0x65, 0x74, 0x74, + 0x69, 0x6e, 0x67, 0x73, 0x20, 0x3d, 0x20, 0x73, 0x65, 0x73, 0x73, 0x69, + 0x6f, 0x6e, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x3b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x69, 0x66, 0x20, 0x28, 0x65, 0x78, 0x74, 0x72, + 0x61, 0x53, 0x65, 0x74, 0x74, 0x69, 0x6e, 0x67, 0x73, 0x29, 0x20, 0x7b, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x73, 0x65, 0x74, + 0x74, 0x69, 0x6e, 0x67, 0x73, 0x20, 0x3d, 0x20, 0x7b, 0x20, 0x2e, 0x2e, + 0x2e, 0x73, 0x65, 0x74, 0x74, 0x69, 0x6e, 0x67, 0x73, 0x2c, 0x20, 0x2e, + 0x2e, 0x2e, 0x65, 0x78, 0x74, 0x72, 0x61, 0x53, 0x65, 0x74, 0x74, 0x69, + 0x6e, 0x67, 0x73, 0x20, 0x7d, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x72, 0x65, 0x74, + 0x75, 0x72, 0x6e, 0x20, 0x53, 0x74, 0x72, 0x69, 0x6e, 0x67, 0x28, 0x73, + 0x74, 0x72, 0x29, 0x2e, 0x72, 0x65, 0x70, 0x6c, 0x61, 0x63, 0x65, 0x41, + 0x6c, 0x6c, 0x28, 0x2f, 0x5c, 0x7b, 0x5c, 0x7b, 0x28, 0x2e, 0x2a, 0x3f, + 0x29, 0x5c, 0x7d, 0x5c, 0x7d, 0x2f, 0x67, 0x2c, 0x20, 0x28, 0x5f, 0x2c, + 0x20, 0x6b, 0x65, 0x79, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x74, 0x65, 0x6d, + 0x70, 0x6c, 0x61, 0x74, 0x65, 0x28, 0x73, 0x65, 0x74, 0x74, 0x69, 0x6e, + 0x67, 0x73, 0x5b, 0x6b, 0x65, 0x79, 0x5d, 0x29, 0x29, 0x3b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x2f, 0x2f, + 0x20, 0x73, 0x65, 0x6e, 0x64, 0x20, 0x6d, 0x65, 0x73, 0x73, 0x61, 0x67, + 0x65, 0x20, 0x74, 0x6f, 0x20, 0x73, 0x65, 0x72, 0x76, 0x65, 0x72, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x63, 0x68, + 0x61, 0x74, 0x20, 0x3d, 0x20, 0x61, 0x73, 0x79, 0x6e, 0x63, 0x20, 0x28, + 0x6d, 0x73, 0x67, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x7b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x69, 0x66, 0x20, 0x28, 0x63, 0x6f, 0x6e, 0x74, + 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, + 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x63, 0x6f, 0x6e, 0x73, 0x6f, 0x6c, 0x65, 0x2e, 0x6c, 0x6f, 0x67, 0x28, + 0x27, 0x61, 0x6c, 0x72, 0x65, 0x61, 0x64, 0x79, 0x20, 0x72, 0x75, 0x6e, + 0x6e, 0x69, 0x6e, 0x67, 0x2e, 0x2e, 0x2e, 0x27, 0x29, 0x3b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x72, 0x65, 0x74, 0x75, 0x72, + 0x6e, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x72, 0x6f, 0x6c, + 0x6c, 0x65, 0x72, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x20, 0x3d, 0x20, + 0x6e, 0x65, 0x77, 0x20, 0x41, 0x62, 0x6f, 0x72, 0x74, 0x43, 0x6f, 0x6e, + 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x28, 0x29, 0x3b, 0x0a, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x74, 0x72, 0x61, 0x6e, 0x73, 0x63, + 0x72, 0x69, 0x70, 0x74, 0x55, 0x70, 0x64, 0x61, 0x74, 0x65, 0x28, 0x5b, + 0x2e, 0x2e, 0x2e, 0x73, 0x65, 0x73, 0x73, 0x69, 0x6f, 0x6e, 0x2e, 0x76, + 0x61, 0x6c, 0x75, 0x65, 0x2e, 0x74, 0x72, 0x61, 0x6e, 0x73, 0x63, 0x72, + 0x69, 0x70, 0x74, 0x2c, 0x20, 0x5b, 0x22, 0x7b, 0x7b, 0x75, 0x73, 0x65, + 0x72, 0x7d, 0x7d, 0x22, 0x2c, 0x20, 0x6d, 0x73, 0x67, 0x5d, 0x5d, 0x29, + 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, + 0x74, 0x20, 0x70, 0x72, 0x6f, 0x6d, 0x70, 0x74, 0x20, 0x3d, 0x20, 0x74, + 0x65, 0x6d, 0x70, 0x6c, 0x61, 0x74, 0x65, 0x28, 0x73, 0x65, 0x73, 0x73, + 0x69, 0x6f, 0x6e, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x2e, 0x74, 0x65, + 0x6d, 0x70, 0x6c, 0x61, 0x74, 0x65, 0x2c, 0x20, 0x7b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x6d, 0x65, 0x73, 0x73, 0x61, 0x67, + 0x65, 0x3a, 0x20, 0x6d, 0x73, 0x67, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x68, 0x69, 0x73, 0x74, 0x6f, 0x72, 0x79, 0x3a, + 0x20, 0x73, 0x65, 0x73, 0x73, 0x69, 0x6f, 0x6e, 0x2e, 0x76, 0x61, 0x6c, + 0x75, 0x65, 0x2e, 0x74, 0x72, 0x61, 0x6e, 0x73, 0x63, 0x72, 0x69, 0x70, + 0x74, 0x2e, 0x66, 0x6c, 0x61, 0x74, 0x4d, 0x61, 0x70, 0x28, 0x28, 0x5b, + 0x6e, 0x61, 0x6d, 0x65, 0x2c, 0x20, 0x6d, 0x65, 0x73, 0x73, 0x61, 0x67, + 0x65, 0x5d, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x74, 0x65, 0x6d, 0x70, 0x6c, + 0x61, 0x74, 0x65, 0x28, 0x73, 0x65, 0x73, 0x73, 0x69, 0x6f, 0x6e, 0x2e, + 0x76, 0x61, 0x6c, 0x75, 0x65, 0x2e, 0x68, 0x69, 0x73, 0x74, 0x6f, 0x72, + 0x79, 0x54, 0x65, 0x6d, 0x70, 0x6c, 0x61, 0x74, 0x65, 0x2c, 0x20, 0x7b, + 0x6e, 0x61, 0x6d, 0x65, 0x2c, 0x20, 0x6d, 0x65, 0x73, 0x73, 0x61, 0x67, + 0x65, 0x7d, 0x29, 0x29, 0x2e, 0x6a, 0x6f, 0x69, 0x6e, 0x28, 0x22, 0x5c, + 0x6e, 0x22, 0x29, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, + 0x29, 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x6c, 0x65, + 0x74, 0x20, 0x63, 0x75, 0x72, 0x72, 0x65, 0x6e, 0x74, 0x4d, 0x65, 0x73, + 0x73, 0x61, 0x67, 0x65, 0x20, 0x3d, 0x20, 0x27, 0x27, 0x3b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x68, + 0x69, 0x73, 0x74, 0x6f, 0x72, 0x79, 0x20, 0x3d, 0x20, 0x73, 0x65, 0x73, + 0x73, 0x69, 0x6f, 0x6e, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x2e, 0x74, + 0x72, 0x61, 0x6e, 0x73, 0x63, 0x72, 0x69, 0x70, 0x74, 0x0a, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x6c, + 0x6c, 0x61, 0x6d, 0x61, 0x50, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x20, 0x3d, + 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x2e, + 0x2e, 0x2e, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x2e, 0x76, 0x61, 0x6c, + 0x75, 0x65, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x73, 0x74, 0x6f, 0x70, 0x3a, 0x20, 0x5b, 0x22, 0x3c, 0x2f, 0x73, 0x3e, + 0x22, 0x2c, 0x20, 0x74, 0x65, 0x6d, 0x70, 0x6c, 0x61, 0x74, 0x65, 0x28, + 0x22, 0x7b, 0x7b, 0x63, 0x68, 0x61, 0x72, 0x7d, 0x7d, 0x3a, 0x22, 0x29, + 0x2c, 0x20, 0x74, 0x65, 0x6d, 0x70, 0x6c, 0x61, 0x74, 0x65, 0x28, 0x22, + 0x7b, 0x7b, 0x75, 0x73, 0x65, 0x72, 0x7d, 0x7d, 0x3a, 0x22, 0x29, 0x5d, + 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x66, 0x6f, 0x72, 0x20, 0x61, 0x77, 0x61, + 0x69, 0x74, 0x20, 0x28, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x63, 0x68, + 0x75, 0x6e, 0x6b, 0x20, 0x6f, 0x66, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61, + 0x28, 0x70, 0x72, 0x6f, 0x6d, 0x70, 0x74, 0x2c, 0x20, 0x6c, 0x6c, 0x61, + 0x6d, 0x61, 0x50, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x2c, 0x20, 0x7b, 0x20, + 0x63, 0x6f, 0x6e, 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x3a, 0x20, + 0x63, 0x6f, 0x6e, 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x2e, 0x76, + 0x61, 0x6c, 0x75, 0x65, 0x20, 0x7d, 0x29, 0x29, 0x20, 0x7b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, + 0x20, 0x64, 0x61, 0x74, 0x61, 0x20, 0x3d, 0x20, 0x63, 0x68, 0x75, 0x6e, + 0x6b, 0x2e, 0x64, 0x61, 0x74, 0x61, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x63, 0x75, 0x72, 0x72, 0x65, 0x6e, 0x74, 0x4d, + 0x65, 0x73, 0x73, 0x61, 0x67, 0x65, 0x20, 0x2b, 0x3d, 0x20, 0x64, 0x61, + 0x74, 0x61, 0x2e, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x3b, 0x0a, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x2f, 0x2f, 0x20, + 0x72, 0x65, 0x6d, 0x6f, 0x76, 0x65, 0x20, 0x6c, 0x65, 0x61, 0x64, 0x69, + 0x6e, 0x67, 0x20, 0x77, 0x68, 0x69, 0x74, 0x65, 0x73, 0x70, 0x61, 0x63, + 0x65, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x75, + 0x72, 0x72, 0x65, 0x6e, 0x74, 0x4d, 0x65, 0x73, 0x73, 0x61, 0x67, 0x65, + 0x20, 0x3d, 0x20, 0x63, 0x75, 0x72, 0x72, 0x65, 0x6e, 0x74, 0x4d, 0x65, + 0x73, 0x73, 0x61, 0x67, 0x65, 0x2e, 0x72, 0x65, 0x70, 0x6c, 0x61, 0x63, + 0x65, 0x28, 0x2f, 0x5e, 0x5c, 0x73, 0x2b, 0x2f, 0x2c, 0x20, 0x22, 0x22, + 0x29, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x74, + 0x72, 0x61, 0x6e, 0x73, 0x63, 0x72, 0x69, 0x70, 0x74, 0x55, 0x70, 0x64, + 0x61, 0x74, 0x65, 0x28, 0x5b, 0x2e, 0x2e, 0x2e, 0x68, 0x69, 0x73, 0x74, + 0x6f, 0x72, 0x79, 0x2c, 0x20, 0x5b, 0x22, 0x7b, 0x7b, 0x63, 0x68, 0x61, + 0x72, 0x7d, 0x7d, 0x22, 0x2c, 0x20, 0x63, 0x75, 0x72, 0x72, 0x65, 0x6e, + 0x74, 0x4d, 0x65, 0x73, 0x73, 0x61, 0x67, 0x65, 0x5d, 0x5d, 0x29, 0x0a, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x69, 0x66, 0x20, + 0x28, 0x64, 0x61, 0x74, 0x61, 0x2e, 0x73, 0x74, 0x6f, 0x70, 0x29, 0x20, + 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x63, 0x6f, 0x6e, 0x73, 0x6f, 0x6c, 0x65, 0x2e, 0x6c, 0x6f, 0x67, 0x28, + 0x22, 0x43, 0x6f, 0x6d, 0x70, 0x6c, 0x65, 0x74, 0x69, 0x6f, 0x6e, 0x20, + 0x66, 0x69, 0x6e, 0x69, 0x73, 0x68, 0x65, 0x64, 0x3a, 0x20, 0x27, 0x22, + 0x2c, 0x20, 0x63, 0x75, 0x72, 0x72, 0x65, 0x6e, 0x74, 0x4d, 0x65, 0x73, + 0x73, 0x61, 0x67, 0x65, 0x2c, 0x20, 0x22, 0x27, 0x2c, 0x20, 0x73, 0x75, + 0x6d, 0x6d, 0x61, 0x72, 0x79, 0x3a, 0x20, 0x22, 0x2c, 0x20, 0x64, 0x61, + 0x74, 0x61, 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x69, 0x66, 0x20, 0x28, 0x64, 0x61, 0x74, 0x61, 0x2e, 0x74, 0x69, 0x6d, + 0x69, 0x6e, 0x67, 0x73, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x53, + 0x74, 0x61, 0x74, 0x73, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x20, 0x3d, + 0x20, 0x64, 0x61, 0x74, 0x61, 0x2e, 0x74, 0x69, 0x6d, 0x69, 0x6e, 0x67, + 0x73, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x72, 0x6f, 0x6c, 0x6c, + 0x65, 0x72, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x20, 0x3d, 0x20, 0x6e, + 0x75, 0x6c, 0x6c, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x20, 0x4d, 0x65, 0x73, 0x73, 0x61, 0x67, 0x65, 0x49, 0x6e, 0x70, 0x75, + 0x74, 0x28, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x6d, 0x65, 0x73, 0x73, 0x61, 0x67, + 0x65, 0x20, 0x3d, 0x20, 0x75, 0x73, 0x65, 0x53, 0x69, 0x67, 0x6e, 0x61, + 0x6c, 0x28, 0x22, 0x22, 0x29, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x73, 0x74, 0x6f, 0x70, 0x20, + 0x3d, 0x20, 0x28, 0x65, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x7b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x65, 0x2e, 0x70, 0x72, 0x65, + 0x76, 0x65, 0x6e, 0x74, 0x44, 0x65, 0x66, 0x61, 0x75, 0x6c, 0x74, 0x28, + 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x69, + 0x66, 0x20, 0x28, 0x63, 0x6f, 0x6e, 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, + 0x72, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x29, 0x20, 0x7b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, + 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x2e, 0x76, 0x61, 0x6c, 0x75, + 0x65, 0x2e, 0x61, 0x62, 0x6f, 0x72, 0x74, 0x28, 0x29, 0x3b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, + 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x2e, 0x76, 0x61, 0x6c, 0x75, + 0x65, 0x20, 0x3d, 0x20, 0x6e, 0x75, 0x6c, 0x6c, 0x3b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, + 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x72, 0x65, 0x73, 0x65, 0x74, 0x20, 0x3d, + 0x20, 0x28, 0x65, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x7b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x73, 0x74, 0x6f, 0x70, 0x28, 0x65, + 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x74, + 0x72, 0x61, 0x6e, 0x73, 0x63, 0x72, 0x69, 0x70, 0x74, 0x55, 0x70, 0x64, + 0x61, 0x74, 0x65, 0x28, 0x5b, 0x5d, 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x73, 0x75, 0x62, 0x6d, 0x69, 0x74, + 0x20, 0x3d, 0x20, 0x28, 0x65, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x7b, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x73, 0x74, 0x6f, 0x70, + 0x28, 0x65, 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x63, 0x68, 0x61, 0x74, 0x28, 0x6d, 0x65, 0x73, 0x73, 0x61, 0x67, + 0x65, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x29, 0x3b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x6d, 0x65, 0x73, 0x73, 0x61, 0x67, + 0x65, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x20, 0x3d, 0x20, 0x22, 0x22, + 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x65, + 0x6e, 0x74, 0x65, 0x72, 0x53, 0x75, 0x62, 0x6d, 0x69, 0x74, 0x73, 0x20, + 0x3d, 0x20, 0x28, 0x65, 0x76, 0x65, 0x6e, 0x74, 0x29, 0x20, 0x3d, 0x3e, + 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x69, + 0x66, 0x20, 0x28, 0x65, 0x76, 0x65, 0x6e, 0x74, 0x2e, 0x77, 0x68, 0x69, + 0x63, 0x68, 0x20, 0x3d, 0x3d, 0x3d, 0x20, 0x31, 0x33, 0x20, 0x26, 0x26, + 0x20, 0x21, 0x65, 0x76, 0x65, 0x6e, 0x74, 0x2e, 0x73, 0x68, 0x69, 0x66, + 0x74, 0x4b, 0x65, 0x79, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x73, 0x75, 0x62, 0x6d, 0x69, 0x74, + 0x28, 0x65, 0x76, 0x65, 0x6e, 0x74, 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x72, 0x65, + 0x74, 0x75, 0x72, 0x6e, 0x20, 0x68, 0x74, 0x6d, 0x6c, 0x60, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x66, 0x6f, 0x72, 0x6d, + 0x20, 0x6f, 0x6e, 0x73, 0x75, 0x62, 0x6d, 0x69, 0x74, 0x3d, 0x24, 0x7b, + 0x73, 0x75, 0x62, 0x6d, 0x69, 0x74, 0x7d, 0x3e, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x64, 0x69, 0x76, 0x3e, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x3c, 0x74, 0x65, 0x78, 0x74, 0x61, 0x72, 0x65, 0x61, 0x20, 0x74, + 0x79, 0x70, 0x65, 0x3d, 0x22, 0x74, 0x65, 0x78, 0x74, 0x22, 0x20, 0x72, + 0x6f, 0x77, 0x73, 0x3d, 0x32, 0x20, 0x6f, 0x6e, 0x6b, 0x65, 0x79, 0x70, + 0x72, 0x65, 0x73, 0x73, 0x3d, 0x24, 0x7b, 0x65, 0x6e, 0x74, 0x65, 0x72, + 0x53, 0x75, 0x62, 0x6d, 0x69, 0x74, 0x73, 0x7d, 0x20, 0x76, 0x61, 0x6c, + 0x75, 0x65, 0x3d, 0x22, 0x24, 0x7b, 0x6d, 0x65, 0x73, 0x73, 0x61, 0x67, + 0x65, 0x7d, 0x22, 0x20, 0x6f, 0x6e, 0x69, 0x6e, 0x70, 0x75, 0x74, 0x3d, + 0x24, 0x7b, 0x28, 0x65, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x6d, 0x65, 0x73, + 0x73, 0x61, 0x67, 0x65, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x20, 0x3d, + 0x20, 0x65, 0x2e, 0x74, 0x61, 0x72, 0x67, 0x65, 0x74, 0x2e, 0x76, 0x61, + 0x6c, 0x75, 0x65, 0x7d, 0x20, 0x70, 0x6c, 0x61, 0x63, 0x65, 0x68, 0x6f, + 0x6c, 0x64, 0x65, 0x72, 0x3d, 0x22, 0x53, 0x61, 0x79, 0x20, 0x73, 0x6f, + 0x6d, 0x65, 0x74, 0x68, 0x69, 0x6e, 0x67, 0x2e, 0x2e, 0x2e, 0x22, 0x2f, + 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x3c, 0x2f, 0x64, 0x69, 0x76, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x64, 0x69, 0x76, 0x20, 0x63, 0x6c, + 0x61, 0x73, 0x73, 0x3d, 0x22, 0x72, 0x69, 0x67, 0x68, 0x74, 0x22, 0x3e, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x3c, 0x62, 0x75, 0x74, 0x74, 0x6f, 0x6e, 0x20, 0x74, 0x79, 0x70, + 0x65, 0x3d, 0x22, 0x73, 0x75, 0x62, 0x6d, 0x69, 0x74, 0x22, 0x20, 0x64, + 0x69, 0x73, 0x61, 0x62, 0x6c, 0x65, 0x64, 0x3d, 0x24, 0x7b, 0x21, 0x67, + 0x65, 0x6e, 0x65, 0x72, 0x61, 0x74, 0x69, 0x6e, 0x67, 0x2e, 0x76, 0x61, + 0x6c, 0x75, 0x65, 0x7d, 0x20, 0x3e, 0x53, 0x65, 0x6e, 0x64, 0x3c, 0x2f, + 0x62, 0x75, 0x74, 0x74, 0x6f, 0x6e, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x62, 0x75, 0x74, + 0x74, 0x6f, 0x6e, 0x20, 0x6f, 0x6e, 0x63, 0x6c, 0x69, 0x63, 0x6b, 0x3d, + 0x24, 0x7b, 0x73, 0x74, 0x6f, 0x70, 0x7d, 0x20, 0x64, 0x69, 0x73, 0x61, + 0x62, 0x6c, 0x65, 0x64, 0x3d, 0x24, 0x7b, 0x67, 0x65, 0x6e, 0x65, 0x72, + 0x61, 0x74, 0x69, 0x6e, 0x67, 0x7d, 0x3e, 0x53, 0x74, 0x6f, 0x70, 0x3c, + 0x2f, 0x62, 0x75, 0x74, 0x74, 0x6f, 0x6e, 0x3e, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x62, 0x75, + 0x74, 0x74, 0x6f, 0x6e, 0x20, 0x6f, 0x6e, 0x63, 0x6c, 0x69, 0x63, 0x6b, + 0x3d, 0x24, 0x7b, 0x72, 0x65, 0x73, 0x65, 0x74, 0x7d, 0x3e, 0x52, 0x65, + 0x73, 0x65, 0x74, 0x3c, 0x2f, 0x62, 0x75, 0x74, 0x74, 0x6f, 0x6e, 0x3e, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, + 0x2f, 0x64, 0x69, 0x76, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x3c, 0x2f, 0x66, 0x6f, 0x72, 0x6d, 0x3e, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x60, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x43, + 0x68, 0x61, 0x74, 0x4c, 0x6f, 0x67, 0x20, 0x3d, 0x20, 0x28, 0x70, 0x72, + 0x6f, 0x70, 0x73, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x7b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x6d, 0x65, + 0x73, 0x73, 0x61, 0x67, 0x65, 0x73, 0x20, 0x3d, 0x20, 0x73, 0x65, 0x73, + 0x73, 0x69, 0x6f, 0x6e, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x2e, 0x74, + 0x72, 0x61, 0x6e, 0x73, 0x63, 0x72, 0x69, 0x70, 0x74, 0x3b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x63, + 0x6f, 0x6e, 0x74, 0x61, 0x69, 0x6e, 0x65, 0x72, 0x20, 0x3d, 0x20, 0x75, + 0x73, 0x65, 0x52, 0x65, 0x66, 0x28, 0x6e, 0x75, 0x6c, 0x6c, 0x29, 0x0a, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x75, 0x73, 0x65, 0x45, 0x66, + 0x66, 0x65, 0x63, 0x74, 0x28, 0x28, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x7b, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x2f, 0x2f, 0x20, + 0x73, 0x63, 0x72, 0x6f, 0x6c, 0x6c, 0x20, 0x74, 0x6f, 0x20, 0x62, 0x6f, + 0x74, 0x74, 0x6f, 0x6d, 0x20, 0x28, 0x69, 0x66, 0x20, 0x6e, 0x65, 0x65, + 0x64, 0x65, 0x64, 0x29, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x69, 0x66, 0x20, 0x28, 0x63, 0x6f, 0x6e, 0x74, 0x61, 0x69, 0x6e, + 0x65, 0x72, 0x2e, 0x63, 0x75, 0x72, 0x72, 0x65, 0x6e, 0x74, 0x20, 0x26, + 0x26, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x61, 0x69, 0x6e, 0x65, 0x72, 0x2e, + 0x63, 0x75, 0x72, 0x72, 0x65, 0x6e, 0x74, 0x2e, 0x73, 0x63, 0x72, 0x6f, + 0x6c, 0x6c, 0x48, 0x65, 0x69, 0x67, 0x68, 0x74, 0x20, 0x3c, 0x3d, 0x20, + 0x63, 0x6f, 0x6e, 0x74, 0x61, 0x69, 0x6e, 0x65, 0x72, 0x2e, 0x63, 0x75, + 0x72, 0x72, 0x65, 0x6e, 0x74, 0x2e, 0x73, 0x63, 0x72, 0x6f, 0x6c, 0x6c, + 0x54, 0x6f, 0x70, 0x20, 0x2b, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x61, 0x69, + 0x6e, 0x65, 0x72, 0x2e, 0x63, 0x75, 0x72, 0x72, 0x65, 0x6e, 0x74, 0x2e, + 0x6f, 0x66, 0x66, 0x73, 0x65, 0x74, 0x48, 0x65, 0x69, 0x67, 0x68, 0x74, + 0x20, 0x2b, 0x20, 0x33, 0x30, 0x30, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x74, + 0x61, 0x69, 0x6e, 0x65, 0x72, 0x2e, 0x63, 0x75, 0x72, 0x72, 0x65, 0x6e, + 0x74, 0x2e, 0x73, 0x63, 0x72, 0x6f, 0x6c, 0x6c, 0x54, 0x6f, 0x28, 0x30, + 0x2c, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x61, 0x69, 0x6e, 0x65, 0x72, 0x2e, + 0x63, 0x75, 0x72, 0x72, 0x65, 0x6e, 0x74, 0x2e, 0x73, 0x63, 0x72, 0x6f, + 0x6c, 0x6c, 0x48, 0x65, 0x69, 0x67, 0x68, 0x74, 0x29, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x7d, 0x2c, 0x20, 0x5b, 0x6d, 0x65, 0x73, 0x73, 0x61, 0x67, + 0x65, 0x73, 0x5d, 0x29, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x63, 0x68, 0x61, 0x74, 0x4c, 0x69, + 0x6e, 0x65, 0x20, 0x3d, 0x20, 0x28, 0x5b, 0x75, 0x73, 0x65, 0x72, 0x2c, + 0x20, 0x6d, 0x73, 0x67, 0x5d, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x7b, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x72, 0x65, 0x74, 0x75, + 0x72, 0x6e, 0x20, 0x68, 0x74, 0x6d, 0x6c, 0x60, 0x3c, 0x70, 0x20, 0x6b, + 0x65, 0x79, 0x3d, 0x24, 0x7b, 0x6d, 0x73, 0x67, 0x7d, 0x3e, 0x3c, 0x73, + 0x74, 0x72, 0x6f, 0x6e, 0x67, 0x3e, 0x24, 0x7b, 0x74, 0x65, 0x6d, 0x70, + 0x6c, 0x61, 0x74, 0x65, 0x28, 0x75, 0x73, 0x65, 0x72, 0x29, 0x7d, 0x3a, + 0x3c, 0x2f, 0x73, 0x74, 0x72, 0x6f, 0x6e, 0x67, 0x3e, 0x20, 0x3c, 0x24, + 0x7b, 0x4d, 0x61, 0x72, 0x6b, 0x64, 0x6f, 0x77, 0x6e, 0x69, 0x73, 0x68, + 0x7d, 0x20, 0x74, 0x65, 0x78, 0x74, 0x3d, 0x24, 0x7b, 0x74, 0x65, 0x6d, + 0x70, 0x6c, 0x61, 0x74, 0x65, 0x28, 0x6d, 0x73, 0x67, 0x29, 0x7d, 0x20, + 0x2f, 0x3e, 0x3c, 0x2f, 0x70, 0x3e, 0x60, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x7d, 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x68, 0x74, 0x6d, 0x6c, 0x60, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x73, 0x65, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x69, 0x64, 0x3d, 0x22, 0x63, 0x68, + 0x61, 0x74, 0x22, 0x20, 0x72, 0x65, 0x66, 0x3d, 0x24, 0x7b, 0x63, 0x6f, + 0x6e, 0x74, 0x61, 0x69, 0x6e, 0x65, 0x72, 0x7d, 0x3e, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x24, 0x7b, 0x6d, 0x65, + 0x73, 0x73, 0x61, 0x67, 0x65, 0x73, 0x2e, 0x66, 0x6c, 0x61, 0x74, 0x4d, + 0x61, 0x70, 0x28, 0x63, 0x68, 0x61, 0x74, 0x4c, 0x69, 0x6e, 0x65, 0x29, + 0x7d, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x2f, + 0x73, 0x65, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x3e, 0x60, 0x3b, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x7d, 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x63, + 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x43, 0x6f, 0x6e, 0x66, 0x69, 0x67, 0x46, + 0x6f, 0x72, 0x6d, 0x20, 0x3d, 0x20, 0x28, 0x70, 0x72, 0x6f, 0x70, 0x73, + 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x75, 0x70, 0x64, 0x61, 0x74, + 0x65, 0x53, 0x65, 0x73, 0x73, 0x69, 0x6f, 0x6e, 0x20, 0x3d, 0x20, 0x28, + 0x65, 0x6c, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x73, 0x65, 0x73, 0x73, 0x69, + 0x6f, 0x6e, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x20, 0x3d, 0x20, 0x7b, + 0x20, 0x2e, 0x2e, 0x2e, 0x73, 0x65, 0x73, 0x73, 0x69, 0x6f, 0x6e, 0x2e, + 0x76, 0x61, 0x6c, 0x75, 0x65, 0x2c, 0x20, 0x5b, 0x65, 0x6c, 0x2e, 0x74, + 0x61, 0x72, 0x67, 0x65, 0x74, 0x2e, 0x6e, 0x61, 0x6d, 0x65, 0x5d, 0x3a, + 0x20, 0x65, 0x6c, 0x2e, 0x74, 0x61, 0x72, 0x67, 0x65, 0x74, 0x2e, 0x76, + 0x61, 0x6c, 0x75, 0x65, 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x75, 0x70, 0x64, 0x61, 0x74, + 0x65, 0x50, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x20, 0x3d, 0x20, 0x28, 0x65, + 0x6c, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, + 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x20, 0x3d, 0x20, 0x7b, 0x20, 0x2e, + 0x2e, 0x2e, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x2e, 0x76, 0x61, 0x6c, + 0x75, 0x65, 0x2c, 0x20, 0x5b, 0x65, 0x6c, 0x2e, 0x74, 0x61, 0x72, 0x67, + 0x65, 0x74, 0x2e, 0x6e, 0x61, 0x6d, 0x65, 0x5d, 0x3a, 0x20, 0x65, 0x6c, + 0x2e, 0x74, 0x61, 0x72, 0x67, 0x65, 0x74, 0x2e, 0x76, 0x61, 0x6c, 0x75, + 0x65, 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, + 0x6e, 0x73, 0x74, 0x20, 0x75, 0x70, 0x64, 0x61, 0x74, 0x65, 0x50, 0x61, + 0x72, 0x61, 0x6d, 0x73, 0x46, 0x6c, 0x6f, 0x61, 0x74, 0x20, 0x3d, 0x20, + 0x28, 0x65, 0x6c, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x70, 0x61, 0x72, 0x61, + 0x6d, 0x73, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x20, 0x3d, 0x20, 0x7b, + 0x20, 0x2e, 0x2e, 0x2e, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x2e, 0x76, + 0x61, 0x6c, 0x75, 0x65, 0x2c, 0x20, 0x5b, 0x65, 0x6c, 0x2e, 0x74, 0x61, + 0x72, 0x67, 0x65, 0x74, 0x2e, 0x6e, 0x61, 0x6d, 0x65, 0x5d, 0x3a, 0x20, + 0x70, 0x61, 0x72, 0x73, 0x65, 0x46, 0x6c, 0x6f, 0x61, 0x74, 0x28, 0x65, + 0x6c, 0x2e, 0x74, 0x61, 0x72, 0x67, 0x65, 0x74, 0x2e, 0x76, 0x61, 0x6c, + 0x75, 0x65, 0x29, 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x68, 0x74, 0x6d, 0x6c, + 0x60, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x66, + 0x6f, 0x72, 0x6d, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x3c, 0x66, 0x69, 0x65, 0x6c, 0x64, 0x73, 0x65, 0x74, + 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x3c, 0x64, 0x69, 0x76, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x6c, + 0x61, 0x62, 0x65, 0x6c, 0x20, 0x66, 0x6f, 0x72, 0x3d, 0x22, 0x70, 0x72, + 0x6f, 0x6d, 0x70, 0x74, 0x22, 0x3e, 0x50, 0x72, 0x6f, 0x6d, 0x70, 0x74, + 0x3c, 0x2f, 0x6c, 0x61, 0x62, 0x65, 0x6c, 0x3e, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, + 0x74, 0x65, 0x78, 0x74, 0x61, 0x72, 0x65, 0x61, 0x20, 0x74, 0x79, 0x70, + 0x65, 0x3d, 0x22, 0x74, 0x65, 0x78, 0x74, 0x22, 0x20, 0x6e, 0x61, 0x6d, + 0x65, 0x3d, 0x22, 0x70, 0x72, 0x6f, 0x6d, 0x70, 0x74, 0x22, 0x20, 0x76, + 0x61, 0x6c, 0x75, 0x65, 0x3d, 0x22, 0x24, 0x7b, 0x73, 0x65, 0x73, 0x73, + 0x69, 0x6f, 0x6e, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x2e, 0x70, 0x72, + 0x6f, 0x6d, 0x70, 0x74, 0x7d, 0x22, 0x20, 0x72, 0x6f, 0x77, 0x73, 0x3d, + 0x34, 0x20, 0x6f, 0x6e, 0x69, 0x6e, 0x70, 0x75, 0x74, 0x3d, 0x24, 0x7b, + 0x75, 0x70, 0x64, 0x61, 0x74, 0x65, 0x53, 0x65, 0x73, 0x73, 0x69, 0x6f, + 0x6e, 0x7d, 0x2f, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x2f, 0x64, 0x69, 0x76, 0x3e, 0x0a, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x3c, 0x64, 0x69, 0x76, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x6c, 0x61, + 0x62, 0x65, 0x6c, 0x20, 0x66, 0x6f, 0x72, 0x3d, 0x22, 0x75, 0x73, 0x65, + 0x72, 0x22, 0x3e, 0x55, 0x73, 0x65, 0x72, 0x20, 0x6e, 0x61, 0x6d, 0x65, + 0x3c, 0x2f, 0x6c, 0x61, 0x62, 0x65, 0x6c, 0x3e, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, + 0x69, 0x6e, 0x70, 0x75, 0x74, 0x20, 0x74, 0x79, 0x70, 0x65, 0x3d, 0x22, + 0x74, 0x65, 0x78, 0x74, 0x22, 0x20, 0x6e, 0x61, 0x6d, 0x65, 0x3d, 0x22, + 0x75, 0x73, 0x65, 0x72, 0x22, 0x20, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x3d, + 0x22, 0x24, 0x7b, 0x73, 0x65, 0x73, 0x73, 0x69, 0x6f, 0x6e, 0x2e, 0x76, + 0x61, 0x6c, 0x75, 0x65, 0x2e, 0x75, 0x73, 0x65, 0x72, 0x7d, 0x22, 0x20, + 0x6f, 0x6e, 0x69, 0x6e, 0x70, 0x75, 0x74, 0x3d, 0x24, 0x7b, 0x75, 0x70, + 0x64, 0x61, 0x74, 0x65, 0x53, 0x65, 0x73, 0x73, 0x69, 0x6f, 0x6e, 0x7d, + 0x20, 0x2f, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x3c, 0x2f, 0x64, 0x69, 0x76, 0x3e, 0x0a, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x3c, 0x64, 0x69, 0x76, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x6c, 0x61, 0x62, + 0x65, 0x6c, 0x20, 0x66, 0x6f, 0x72, 0x3d, 0x22, 0x62, 0x6f, 0x74, 0x22, + 0x3e, 0x42, 0x6f, 0x74, 0x20, 0x6e, 0x61, 0x6d, 0x65, 0x3c, 0x2f, 0x6c, + 0x61, 0x62, 0x65, 0x6c, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x69, 0x6e, 0x70, + 0x75, 0x74, 0x20, 0x74, 0x79, 0x70, 0x65, 0x3d, 0x22, 0x74, 0x65, 0x78, + 0x74, 0x22, 0x20, 0x6e, 0x61, 0x6d, 0x65, 0x3d, 0x22, 0x63, 0x68, 0x61, + 0x72, 0x22, 0x20, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x3d, 0x22, 0x24, 0x7b, + 0x73, 0x65, 0x73, 0x73, 0x69, 0x6f, 0x6e, 0x2e, 0x76, 0x61, 0x6c, 0x75, + 0x65, 0x2e, 0x63, 0x68, 0x61, 0x72, 0x7d, 0x22, 0x20, 0x6f, 0x6e, 0x69, + 0x6e, 0x70, 0x75, 0x74, 0x3d, 0x24, 0x7b, 0x75, 0x70, 0x64, 0x61, 0x74, + 0x65, 0x53, 0x65, 0x73, 0x73, 0x69, 0x6f, 0x6e, 0x7d, 0x20, 0x2f, 0x3e, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x3c, 0x2f, 0x64, 0x69, 0x76, 0x3e, 0x0a, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x64, 0x69, + 0x76, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x6c, 0x61, 0x62, 0x65, 0x6c, 0x20, + 0x66, 0x6f, 0x72, 0x3d, 0x22, 0x74, 0x65, 0x6d, 0x70, 0x6c, 0x61, 0x74, + 0x65, 0x22, 0x3e, 0x50, 0x72, 0x6f, 0x6d, 0x70, 0x74, 0x20, 0x74, 0x65, + 0x6d, 0x70, 0x6c, 0x61, 0x74, 0x65, 0x3c, 0x2f, 0x6c, 0x61, 0x62, 0x65, + 0x6c, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x74, 0x65, 0x78, 0x74, 0x61, 0x72, + 0x65, 0x61, 0x20, 0x69, 0x64, 0x3d, 0x22, 0x74, 0x65, 0x6d, 0x70, 0x6c, + 0x61, 0x74, 0x65, 0x22, 0x20, 0x6e, 0x61, 0x6d, 0x65, 0x3d, 0x22, 0x74, + 0x65, 0x6d, 0x70, 0x6c, 0x61, 0x74, 0x65, 0x22, 0x20, 0x76, 0x61, 0x6c, + 0x75, 0x65, 0x3d, 0x22, 0x24, 0x7b, 0x73, 0x65, 0x73, 0x73, 0x69, 0x6f, + 0x6e, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x2e, 0x74, 0x65, 0x6d, 0x70, + 0x6c, 0x61, 0x74, 0x65, 0x7d, 0x22, 0x20, 0x72, 0x6f, 0x77, 0x73, 0x3d, + 0x34, 0x20, 0x6f, 0x6e, 0x69, 0x6e, 0x70, 0x75, 0x74, 0x3d, 0x24, 0x7b, + 0x75, 0x70, 0x64, 0x61, 0x74, 0x65, 0x53, 0x65, 0x73, 0x73, 0x69, 0x6f, + 0x6e, 0x7d, 0x2f, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x2f, 0x64, 0x69, 0x76, 0x3e, 0x0a, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x3c, 0x64, 0x69, 0x76, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x6c, 0x61, + 0x62, 0x65, 0x6c, 0x20, 0x66, 0x6f, 0x72, 0x3d, 0x22, 0x74, 0x65, 0x6d, + 0x70, 0x6c, 0x61, 0x74, 0x65, 0x22, 0x3e, 0x43, 0x68, 0x61, 0x74, 0x20, + 0x68, 0x69, 0x73, 0x74, 0x6f, 0x72, 0x79, 0x20, 0x74, 0x65, 0x6d, 0x70, + 0x6c, 0x61, 0x74, 0x65, 0x3c, 0x2f, 0x6c, 0x61, 0x62, 0x65, 0x6c, 0x3e, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x3c, 0x74, 0x65, 0x78, 0x74, 0x61, 0x72, 0x65, 0x61, + 0x20, 0x69, 0x64, 0x3d, 0x22, 0x74, 0x65, 0x6d, 0x70, 0x6c, 0x61, 0x74, + 0x65, 0x22, 0x20, 0x6e, 0x61, 0x6d, 0x65, 0x3d, 0x22, 0x68, 0x69, 0x73, + 0x74, 0x6f, 0x72, 0x79, 0x54, 0x65, 0x6d, 0x70, 0x6c, 0x61, 0x74, 0x65, + 0x22, 0x20, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x3d, 0x22, 0x24, 0x7b, 0x73, + 0x65, 0x73, 0x73, 0x69, 0x6f, 0x6e, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, + 0x2e, 0x68, 0x69, 0x73, 0x74, 0x6f, 0x72, 0x79, 0x54, 0x65, 0x6d, 0x70, + 0x6c, 0x61, 0x74, 0x65, 0x7d, 0x22, 0x20, 0x72, 0x6f, 0x77, 0x73, 0x3d, + 0x31, 0x20, 0x6f, 0x6e, 0x69, 0x6e, 0x70, 0x75, 0x74, 0x3d, 0x24, 0x7b, + 0x75, 0x70, 0x64, 0x61, 0x74, 0x65, 0x53, 0x65, 0x73, 0x73, 0x69, 0x6f, + 0x6e, 0x7d, 0x2f, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x2f, 0x64, 0x69, 0x76, 0x3e, 0x0a, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x3c, 0x64, 0x69, 0x76, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x6c, 0x61, + 0x62, 0x65, 0x6c, 0x20, 0x66, 0x6f, 0x72, 0x3d, 0x22, 0x74, 0x65, 0x6d, + 0x70, 0x65, 0x72, 0x61, 0x74, 0x75, 0x72, 0x65, 0x22, 0x3e, 0x54, 0x65, + 0x6d, 0x70, 0x65, 0x72, 0x61, 0x74, 0x75, 0x72, 0x65, 0x3c, 0x2f, 0x6c, + 0x61, 0x62, 0x65, 0x6c, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x69, 0x6e, 0x70, + 0x75, 0x74, 0x20, 0x74, 0x79, 0x70, 0x65, 0x3d, 0x22, 0x72, 0x61, 0x6e, + 0x67, 0x65, 0x22, 0x20, 0x69, 0x64, 0x3d, 0x22, 0x74, 0x65, 0x6d, 0x70, + 0x65, 0x72, 0x61, 0x74, 0x75, 0x72, 0x65, 0x22, 0x20, 0x6d, 0x69, 0x6e, + 0x3d, 0x22, 0x30, 0x2e, 0x30, 0x22, 0x20, 0x6d, 0x61, 0x78, 0x3d, 0x22, + 0x31, 0x2e, 0x30, 0x22, 0x20, 0x73, 0x74, 0x65, 0x70, 0x3d, 0x22, 0x30, + 0x2e, 0x30, 0x31, 0x22, 0x20, 0x6e, 0x61, 0x6d, 0x65, 0x3d, 0x22, 0x74, + 0x65, 0x6d, 0x70, 0x65, 0x72, 0x61, 0x74, 0x75, 0x72, 0x65, 0x22, 0x20, + 0x76, 0x61, 0x6c, 0x75, 0x65, 0x3d, 0x22, 0x24, 0x7b, 0x70, 0x61, 0x72, + 0x61, 0x6d, 0x73, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x2e, 0x74, 0x65, + 0x6d, 0x70, 0x65, 0x72, 0x61, 0x74, 0x75, 0x72, 0x65, 0x7d, 0x22, 0x20, + 0x6f, 0x6e, 0x69, 0x6e, 0x70, 0x75, 0x74, 0x3d, 0x24, 0x7b, 0x75, 0x70, + 0x64, 0x61, 0x74, 0x65, 0x50, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x46, 0x6c, + 0x6f, 0x61, 0x74, 0x7d, 0x20, 0x2f, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x73, + 0x70, 0x61, 0x6e, 0x3e, 0x24, 0x7b, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, + 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x2e, 0x74, 0x65, 0x6d, 0x70, 0x65, + 0x72, 0x61, 0x74, 0x75, 0x72, 0x65, 0x7d, 0x3c, 0x2f, 0x73, 0x70, 0x61, + 0x6e, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x3c, 0x2f, 0x64, 0x69, 0x76, 0x3e, 0x0a, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, + 0x64, 0x69, 0x76, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x6c, 0x61, 0x62, 0x65, + 0x6c, 0x20, 0x66, 0x6f, 0x72, 0x3d, 0x22, 0x6e, 0x50, 0x72, 0x65, 0x64, + 0x69, 0x63, 0x74, 0x22, 0x3e, 0x50, 0x72, 0x65, 0x64, 0x69, 0x63, 0x74, + 0x69, 0x6f, 0x6e, 0x73, 0x3c, 0x2f, 0x6c, 0x61, 0x62, 0x65, 0x6c, 0x3e, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x3c, 0x69, 0x6e, 0x70, 0x75, 0x74, 0x20, 0x74, 0x79, + 0x70, 0x65, 0x3d, 0x22, 0x72, 0x61, 0x6e, 0x67, 0x65, 0x22, 0x20, 0x69, + 0x64, 0x3d, 0x22, 0x6e, 0x50, 0x72, 0x65, 0x64, 0x69, 0x63, 0x74, 0x22, + 0x20, 0x6d, 0x69, 0x6e, 0x3d, 0x22, 0x31, 0x22, 0x20, 0x6d, 0x61, 0x78, + 0x3d, 0x22, 0x32, 0x30, 0x34, 0x38, 0x22, 0x20, 0x73, 0x74, 0x65, 0x70, + 0x3d, 0x22, 0x31, 0x22, 0x20, 0x6e, 0x61, 0x6d, 0x65, 0x3d, 0x22, 0x6e, + 0x5f, 0x70, 0x72, 0x65, 0x64, 0x69, 0x63, 0x74, 0x22, 0x20, 0x76, 0x61, + 0x6c, 0x75, 0x65, 0x3d, 0x22, 0x24, 0x7b, 0x70, 0x61, 0x72, 0x61, 0x6d, + 0x73, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x2e, 0x6e, 0x5f, 0x70, 0x72, + 0x65, 0x64, 0x69, 0x63, 0x74, 0x7d, 0x22, 0x20, 0x6f, 0x6e, 0x69, 0x6e, + 0x70, 0x75, 0x74, 0x3d, 0x24, 0x7b, 0x75, 0x70, 0x64, 0x61, 0x74, 0x65, + 0x50, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x46, 0x6c, 0x6f, 0x61, 0x74, 0x7d, + 0x20, 0x2f, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x73, 0x70, 0x61, 0x6e, 0x3e, + 0x24, 0x7b, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x2e, 0x76, 0x61, 0x6c, + 0x75, 0x65, 0x2e, 0x6e, 0x5f, 0x70, 0x72, 0x65, 0x64, 0x69, 0x63, 0x74, + 0x7d, 0x3c, 0x2f, 0x73, 0x70, 0x61, 0x6e, 0x3e, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x2f, 0x64, + 0x69, 0x76, 0x3e, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x64, 0x69, 0x76, 0x3e, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x3c, 0x6c, 0x61, 0x62, 0x65, 0x6c, 0x20, 0x66, 0x6f, 0x72, 0x3d, + 0x22, 0x72, 0x65, 0x70, 0x65, 0x61, 0x74, 0x5f, 0x70, 0x65, 0x6e, 0x61, + 0x6c, 0x74, 0x79, 0x22, 0x3e, 0x50, 0x65, 0x6e, 0x61, 0x6c, 0x69, 0x7a, + 0x65, 0x20, 0x72, 0x65, 0x70, 0x65, 0x61, 0x74, 0x20, 0x73, 0x65, 0x71, + 0x75, 0x65, 0x6e, 0x63, 0x65, 0x3c, 0x2f, 0x6c, 0x61, 0x62, 0x65, 0x6c, + 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x3c, 0x69, 0x6e, 0x70, 0x75, 0x74, 0x20, 0x74, + 0x79, 0x70, 0x65, 0x3d, 0x22, 0x72, 0x61, 0x6e, 0x67, 0x65, 0x22, 0x20, + 0x69, 0x64, 0x3d, 0x22, 0x72, 0x65, 0x70, 0x65, 0x61, 0x74, 0x5f, 0x70, + 0x65, 0x6e, 0x61, 0x6c, 0x74, 0x79, 0x22, 0x20, 0x6d, 0x69, 0x6e, 0x3d, + 0x22, 0x30, 0x2e, 0x30, 0x22, 0x20, 0x6d, 0x61, 0x78, 0x3d, 0x22, 0x32, + 0x2e, 0x30, 0x22, 0x20, 0x73, 0x74, 0x65, 0x70, 0x3d, 0x22, 0x30, 0x2e, + 0x30, 0x31, 0x22, 0x20, 0x6e, 0x61, 0x6d, 0x65, 0x3d, 0x22, 0x72, 0x65, + 0x70, 0x65, 0x61, 0x74, 0x5f, 0x70, 0x65, 0x6e, 0x61, 0x6c, 0x74, 0x79, + 0x22, 0x20, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x3d, 0x22, 0x24, 0x7b, 0x70, + 0x61, 0x72, 0x61, 0x6d, 0x73, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x2e, + 0x72, 0x65, 0x70, 0x65, 0x61, 0x74, 0x5f, 0x70, 0x65, 0x6e, 0x61, 0x6c, + 0x74, 0x79, 0x7d, 0x22, 0x20, 0x6f, 0x6e, 0x69, 0x6e, 0x70, 0x75, 0x74, + 0x3d, 0x24, 0x7b, 0x75, 0x70, 0x64, 0x61, 0x74, 0x65, 0x50, 0x61, 0x72, + 0x61, 0x6d, 0x73, 0x46, 0x6c, 0x6f, 0x61, 0x74, 0x7d, 0x20, 0x2f, 0x3e, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x3c, 0x73, 0x70, 0x61, 0x6e, 0x3e, 0x24, 0x7b, 0x70, + 0x61, 0x72, 0x61, 0x6d, 0x73, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x2e, + 0x72, 0x65, 0x70, 0x65, 0x61, 0x74, 0x5f, 0x70, 0x65, 0x6e, 0x61, 0x6c, + 0x74, 0x79, 0x7d, 0x3c, 0x2f, 0x73, 0x70, 0x61, 0x6e, 0x3e, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, + 0x2f, 0x64, 0x69, 0x76, 0x3e, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x64, 0x69, 0x76, 0x3e, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x3c, 0x6c, 0x61, 0x62, 0x65, 0x6c, 0x20, 0x66, 0x6f, + 0x72, 0x3d, 0x22, 0x72, 0x65, 0x70, 0x65, 0x61, 0x74, 0x5f, 0x6c, 0x61, + 0x73, 0x74, 0x5f, 0x6e, 0x22, 0x3e, 0x43, 0x6f, 0x6e, 0x73, 0x69, 0x64, + 0x65, 0x72, 0x20, 0x4e, 0x20, 0x74, 0x6f, 0x6b, 0x65, 0x6e, 0x73, 0x20, + 0x66, 0x6f, 0x72, 0x20, 0x70, 0x65, 0x6e, 0x61, 0x6c, 0x69, 0x7a, 0x65, + 0x3c, 0x2f, 0x6c, 0x61, 0x62, 0x65, 0x6c, 0x3e, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, + 0x69, 0x6e, 0x70, 0x75, 0x74, 0x20, 0x74, 0x79, 0x70, 0x65, 0x3d, 0x22, + 0x72, 0x61, 0x6e, 0x67, 0x65, 0x22, 0x20, 0x69, 0x64, 0x3d, 0x22, 0x72, + 0x65, 0x70, 0x65, 0x61, 0x74, 0x5f, 0x6c, 0x61, 0x73, 0x74, 0x5f, 0x6e, + 0x22, 0x20, 0x6d, 0x69, 0x6e, 0x3d, 0x22, 0x30, 0x2e, 0x30, 0x22, 0x20, + 0x6d, 0x61, 0x78, 0x3d, 0x22, 0x32, 0x30, 0x34, 0x38, 0x22, 0x20, 0x6e, + 0x61, 0x6d, 0x65, 0x3d, 0x22, 0x72, 0x65, 0x70, 0x65, 0x61, 0x74, 0x5f, + 0x6c, 0x61, 0x73, 0x74, 0x5f, 0x6e, 0x22, 0x20, 0x76, 0x61, 0x6c, 0x75, + 0x65, 0x3d, 0x22, 0x24, 0x7b, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x2e, + 0x76, 0x61, 0x6c, 0x75, 0x65, 0x2e, 0x72, 0x65, 0x70, 0x65, 0x61, 0x74, + 0x5f, 0x6c, 0x61, 0x73, 0x74, 0x5f, 0x6e, 0x7d, 0x22, 0x20, 0x6f, 0x6e, + 0x69, 0x6e, 0x70, 0x75, 0x74, 0x3d, 0x24, 0x7b, 0x75, 0x70, 0x64, 0x61, + 0x74, 0x65, 0x50, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x46, 0x6c, 0x6f, 0x61, + 0x74, 0x7d, 0x20, 0x2f, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x73, 0x70, 0x61, + 0x6e, 0x3e, 0x24, 0x7b, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x2e, 0x76, + 0x61, 0x6c, 0x75, 0x65, 0x2e, 0x72, 0x65, 0x70, 0x65, 0x61, 0x74, 0x5f, + 0x6c, 0x61, 0x73, 0x74, 0x5f, 0x6e, 0x7d, 0x3c, 0x2f, 0x73, 0x70, 0x61, + 0x6e, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x3c, 0x2f, 0x64, 0x69, 0x76, 0x3e, 0x0a, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x2f, 0x66, + 0x69, 0x65, 0x6c, 0x64, 0x73, 0x65, 0x74, 0x3e, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x2f, 0x66, 0x6f, 0x72, 0x6d, 0x3e, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x60, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x2f, 0x2f, 0x20, 0x70, 0x6f, + 0x6f, 0x72, 0x20, 0x6d, 0x61, 0x6e, 0x73, 0x20, 0x6d, 0x61, 0x72, 0x6b, + 0x64, 0x6f, 0x77, 0x6e, 0x20, 0x72, 0x65, 0x70, 0x6c, 0x61, 0x63, 0x65, + 0x6d, 0x65, 0x6e, 0x74, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, + 0x73, 0x74, 0x20, 0x4d, 0x61, 0x72, 0x6b, 0x64, 0x6f, 0x77, 0x6e, 0x69, + 0x73, 0x68, 0x20, 0x3d, 0x20, 0x28, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, + 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x6d, 0x64, 0x20, 0x3d, 0x20, + 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x2e, 0x74, 0x65, 0x78, 0x74, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x2e, 0x72, 0x65, 0x70, + 0x6c, 0x61, 0x63, 0x65, 0x28, 0x2f, 0x5e, 0x23, 0x7b, 0x31, 0x2c, 0x36, + 0x7d, 0x20, 0x28, 0x2e, 0x2a, 0x29, 0x24, 0x2f, 0x67, 0x69, 0x6d, 0x2c, + 0x20, 0x27, 0x3c, 0x68, 0x33, 0x3e, 0x24, 0x31, 0x3c, 0x2f, 0x68, 0x33, + 0x3e, 0x27, 0x29, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x2e, 0x72, 0x65, 0x70, 0x6c, 0x61, 0x63, 0x65, 0x28, 0x2f, 0x5c, 0x2a, + 0x5c, 0x2a, 0x28, 0x2e, 0x2a, 0x3f, 0x29, 0x5c, 0x2a, 0x5c, 0x2a, 0x2f, + 0x67, 0x2c, 0x20, 0x27, 0x3c, 0x73, 0x74, 0x72, 0x6f, 0x6e, 0x67, 0x3e, + 0x24, 0x31, 0x3c, 0x2f, 0x73, 0x74, 0x72, 0x6f, 0x6e, 0x67, 0x3e, 0x27, + 0x29, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x2e, 0x72, + 0x65, 0x70, 0x6c, 0x61, 0x63, 0x65, 0x28, 0x2f, 0x5f, 0x5f, 0x28, 0x2e, + 0x2a, 0x3f, 0x29, 0x5f, 0x5f, 0x2f, 0x67, 0x2c, 0x20, 0x27, 0x3c, 0x73, + 0x74, 0x72, 0x6f, 0x6e, 0x67, 0x3e, 0x24, 0x31, 0x3c, 0x2f, 0x73, 0x74, + 0x72, 0x6f, 0x6e, 0x67, 0x3e, 0x27, 0x29, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x2e, 0x72, 0x65, 0x70, 0x6c, 0x61, 0x63, 0x65, + 0x28, 0x2f, 0x5c, 0x2a, 0x28, 0x2e, 0x2a, 0x3f, 0x29, 0x5c, 0x2a, 0x2f, + 0x67, 0x2c, 0x20, 0x27, 0x3c, 0x65, 0x6d, 0x3e, 0x24, 0x31, 0x3c, 0x2f, + 0x65, 0x6d, 0x3e, 0x27, 0x29, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x2e, 0x72, 0x65, 0x70, 0x6c, 0x61, 0x63, 0x65, 0x28, 0x2f, + 0x5f, 0x28, 0x2e, 0x2a, 0x3f, 0x29, 0x5f, 0x2f, 0x67, 0x2c, 0x20, 0x27, + 0x3c, 0x65, 0x6d, 0x3e, 0x24, 0x31, 0x3c, 0x2f, 0x65, 0x6d, 0x3e, 0x27, + 0x29, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x2e, 0x72, + 0x65, 0x70, 0x6c, 0x61, 0x63, 0x65, 0x28, 0x2f, 0x60, 0x60, 0x60, 0x2e, + 0x2a, 0x3f, 0x5c, 0x6e, 0x28, 0x5b, 0x5c, 0x73, 0x5c, 0x53, 0x5d, 0x2a, + 0x3f, 0x29, 0x60, 0x60, 0x60, 0x2f, 0x67, 0x2c, 0x20, 0x27, 0x3c, 0x70, + 0x72, 0x65, 0x3e, 0x3c, 0x63, 0x6f, 0x64, 0x65, 0x3e, 0x24, 0x31, 0x3c, + 0x2f, 0x63, 0x6f, 0x64, 0x65, 0x3e, 0x3c, 0x2f, 0x70, 0x72, 0x65, 0x3e, + 0x27, 0x29, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x2e, + 0x72, 0x65, 0x70, 0x6c, 0x61, 0x63, 0x65, 0x28, 0x2f, 0x60, 0x28, 0x2e, + 0x2a, 0x3f, 0x29, 0x60, 0x2f, 0x67, 0x2c, 0x20, 0x27, 0x3c, 0x63, 0x6f, + 0x64, 0x65, 0x3e, 0x24, 0x31, 0x3c, 0x2f, 0x63, 0x6f, 0x64, 0x65, 0x3e, + 0x27, 0x29, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x2e, + 0x72, 0x65, 0x70, 0x6c, 0x61, 0x63, 0x65, 0x28, 0x2f, 0x5c, 0x6e, 0x2f, + 0x67, 0x69, 0x6d, 0x2c, 0x20, 0x27, 0x3c, 0x62, 0x72, 0x20, 0x2f, 0x3e, + 0x27, 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x72, 0x65, + 0x74, 0x75, 0x72, 0x6e, 0x20, 0x68, 0x74, 0x6d, 0x6c, 0x60, 0x3c, 0x73, + 0x70, 0x61, 0x6e, 0x20, 0x64, 0x61, 0x6e, 0x67, 0x65, 0x72, 0x6f, 0x75, + 0x73, 0x6c, 0x79, 0x53, 0x65, 0x74, 0x49, 0x6e, 0x6e, 0x65, 0x72, 0x48, + 0x54, 0x4d, 0x4c, 0x3d, 0x24, 0x7b, 0x7b, 0x20, 0x5f, 0x5f, 0x68, 0x74, + 0x6d, 0x6c, 0x3a, 0x20, 0x6d, 0x64, 0x20, 0x7d, 0x7d, 0x20, 0x2f, 0x3e, + 0x60, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x3b, 0x0a, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x4d, 0x6f, 0x64, + 0x65, 0x6c, 0x47, 0x65, 0x6e, 0x65, 0x72, 0x61, 0x74, 0x69, 0x6f, 0x6e, + 0x49, 0x6e, 0x66, 0x6f, 0x20, 0x3d, 0x20, 0x28, 0x70, 0x61, 0x72, 0x61, + 0x6d, 0x73, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x69, 0x66, 0x20, 0x28, 0x21, 0x6c, 0x6c, 0x61, 0x6d, + 0x61, 0x53, 0x74, 0x61, 0x74, 0x73, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, + 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x68, 0x74, 0x6d, 0x6c, 0x60, + 0x3c, 0x73, 0x70, 0x61, 0x6e, 0x2f, 0x3e, 0x60, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x72, + 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x68, 0x74, 0x6d, 0x6c, 0x60, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x73, 0x70, 0x61, + 0x6e, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x24, 0x7b, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x53, 0x74, 0x61, 0x74, + 0x73, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x2e, 0x70, 0x72, 0x65, 0x64, + 0x69, 0x63, 0x74, 0x65, 0x64, 0x5f, 0x70, 0x65, 0x72, 0x5f, 0x74, 0x6f, + 0x6b, 0x65, 0x6e, 0x5f, 0x6d, 0x73, 0x2e, 0x74, 0x6f, 0x46, 0x69, 0x78, + 0x65, 0x64, 0x28, 0x29, 0x7d, 0x6d, 0x73, 0x20, 0x70, 0x65, 0x72, 0x20, + 0x74, 0x6f, 0x6b, 0x65, 0x6e, 0x2c, 0x20, 0x24, 0x7b, 0x6c, 0x6c, 0x61, + 0x6d, 0x61, 0x53, 0x74, 0x61, 0x74, 0x73, 0x2e, 0x76, 0x61, 0x6c, 0x75, + 0x65, 0x2e, 0x70, 0x72, 0x65, 0x64, 0x69, 0x63, 0x74, 0x65, 0x64, 0x5f, + 0x70, 0x65, 0x72, 0x5f, 0x73, 0x65, 0x63, 0x6f, 0x6e, 0x64, 0x2e, 0x74, + 0x6f, 0x46, 0x69, 0x78, 0x65, 0x64, 0x28, 0x32, 0x29, 0x7d, 0x20, 0x74, + 0x6f, 0x6b, 0x65, 0x6e, 0x73, 0x20, 0x70, 0x65, 0x72, 0x20, 0x73, 0x65, + 0x63, 0x6f, 0x6e, 0x64, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x3c, 0x2f, 0x73, 0x70, 0x61, 0x6e, 0x3e, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x60, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x20, 0x41, 0x70, 0x70, 0x28, 0x70, 0x72, 0x6f, 0x70, 0x73, 0x29, 0x20, + 0x7b, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x72, 0x65, 0x74, + 0x75, 0x72, 0x6e, 0x20, 0x68, 0x74, 0x6d, 0x6c, 0x60, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x64, 0x69, 0x76, 0x20, 0x69, + 0x64, 0x3d, 0x22, 0x63, 0x6f, 0x6e, 0x74, 0x61, 0x69, 0x6e, 0x65, 0x72, + 0x22, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x3c, 0x68, 0x65, 0x61, 0x64, 0x65, 0x72, 0x3e, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x68, + 0x31, 0x3e, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x2e, 0x63, 0x70, 0x70, 0x3c, + 0x2f, 0x68, 0x31, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x3c, 0x2f, 0x68, 0x65, 0x61, 0x64, 0x65, 0x72, 0x3e, + 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x3c, 0x6d, 0x61, 0x69, 0x6e, 0x20, 0x69, 0x64, 0x3d, 0x22, 0x63, 0x6f, + 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x22, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x24, 0x7b, 0x63, + 0x68, 0x61, 0x74, 0x53, 0x74, 0x61, 0x72, 0x74, 0x65, 0x64, 0x2e, 0x76, + 0x61, 0x6c, 0x75, 0x65, 0x20, 0x3f, 0x20, 0x43, 0x68, 0x61, 0x74, 0x4c, + 0x6f, 0x67, 0x20, 0x3a, 0x20, 0x43, 0x6f, 0x6e, 0x66, 0x69, 0x67, 0x46, + 0x6f, 0x72, 0x6d, 0x7d, 0x20, 0x2f, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x2f, 0x6d, 0x61, 0x69, 0x6e, + 0x3e, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x3c, 0x73, 0x65, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x69, 0x64, + 0x3d, 0x22, 0x77, 0x72, 0x69, 0x74, 0x65, 0x22, 0x3e, 0x0a, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x24, + 0x7b, 0x4d, 0x65, 0x73, 0x73, 0x61, 0x67, 0x65, 0x49, 0x6e, 0x70, 0x75, + 0x74, 0x7d, 0x20, 0x2f, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x3c, 0x2f, 0x73, 0x65, 0x63, 0x74, 0x69, 0x6f, + 0x6e, 0x3e, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x3c, 0x66, 0x6f, 0x6f, 0x74, 0x65, 0x72, 0x3e, 0x0a, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, + 0x70, 0x3e, 0x3c, 0x24, 0x7b, 0x4d, 0x6f, 0x64, 0x65, 0x6c, 0x47, 0x65, + 0x6e, 0x65, 0x72, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x49, 0x6e, 0x66, 0x6f, + 0x7d, 0x20, 0x2f, 0x3e, 0x3c, 0x2f, 0x70, 0x3e, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x70, 0x3e, + 0x50, 0x6f, 0x77, 0x65, 0x72, 0x65, 0x64, 0x20, 0x62, 0x79, 0x20, 0x3c, + 0x61, 0x20, 0x68, 0x72, 0x65, 0x66, 0x3d, 0x22, 0x68, 0x74, 0x74, 0x70, + 0x73, 0x3a, 0x2f, 0x2f, 0x67, 0x69, 0x74, 0x68, 0x75, 0x62, 0x2e, 0x63, + 0x6f, 0x6d, 0x2f, 0x67, 0x67, 0x65, 0x72, 0x67, 0x61, 0x6e, 0x6f, 0x76, + 0x2f, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x2e, 0x63, 0x70, 0x70, 0x22, 0x3e, + 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x2e, 0x63, 0x70, 0x70, 0x3c, 0x2f, 0x61, + 0x3e, 0x20, 0x61, 0x6e, 0x64, 0x20, 0x3c, 0x61, 0x20, 0x68, 0x72, 0x65, + 0x66, 0x3d, 0x22, 0x68, 0x74, 0x74, 0x70, 0x73, 0x3a, 0x2f, 0x2f, 0x67, + 0x67, 0x6d, 0x6c, 0x2e, 0x61, 0x69, 0x22, 0x3e, 0x67, 0x67, 0x6d, 0x6c, + 0x2e, 0x61, 0x69, 0x3c, 0x2f, 0x61, 0x3e, 0x2e, 0x3c, 0x2f, 0x70, 0x3e, + 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, + 0x2f, 0x66, 0x6f, 0x6f, 0x74, 0x65, 0x72, 0x3e, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x2f, 0x64, 0x69, 0x76, 0x3e, 0x0a, + 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x60, 0x3b, 0x0a, 0x20, 0x20, 0x20, + 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x72, 0x65, 0x6e, 0x64, + 0x65, 0x72, 0x28, 0x68, 0x28, 0x41, 0x70, 0x70, 0x29, 0x2c, 0x20, 0x64, + 0x6f, 0x63, 0x75, 0x6d, 0x65, 0x6e, 0x74, 0x2e, 0x62, 0x6f, 0x64, 0x79, + 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x3c, 0x2f, 0x73, 0x63, 0x72, 0x69, 0x70, + 0x74, 0x3e, 0x0a, 0x3c, 0x2f, 0x68, 0x65, 0x61, 0x64, 0x3e, 0x0a, 0x0a, + 0x3c, 0x62, 0x6f, 0x64, 0x79, 0x3e, 0x0a, 0x3c, 0x2f, 0x62, 0x6f, 0x64, + 0x79, 0x3e, 0x0a, 0x0a, 0x3c, 0x2f, 0x68, 0x74, 0x6d, 0x6c, 0x3e, 0x0a +}; +unsigned int index_html_len = 10752; diff --git a/examples/server/index.js.hpp b/examples/server/index.js.hpp new file mode 100644 index 00000000000000..a3b5be6d887b85 --- /dev/null +++ b/examples/server/index.js.hpp @@ -0,0 +1,1851 @@ +unsigned char index_js[] = { + 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x74, 0x28, 0x29, + 0x7b, 0x74, 0x68, 0x72, 0x6f, 0x77, 0x20, 0x6e, 0x65, 0x77, 0x20, 0x45, + 0x72, 0x72, 0x6f, 0x72, 0x28, 0x22, 0x43, 0x79, 0x63, 0x6c, 0x65, 0x20, + 0x64, 0x65, 0x74, 0x65, 0x63, 0x74, 0x65, 0x64, 0x22, 0x29, 0x7d, 0x66, + 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x6e, 0x28, 0x29, 0x7b, + 0x69, 0x66, 0x28, 0x6f, 0x3e, 0x31, 0x29, 0x7b, 0x6f, 0x2d, 0x2d, 0x3b, + 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x7d, 0x6c, 0x65, 0x74, 0x20, 0x74, + 0x2c, 0x6e, 0x3d, 0x21, 0x31, 0x3b, 0x77, 0x68, 0x69, 0x6c, 0x65, 0x28, + 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x5f, 0x29, 0x7b, + 0x6c, 0x65, 0x74, 0x20, 0x69, 0x3d, 0x5f, 0x3b, 0x5f, 0x3d, 0x76, 0x6f, + 0x69, 0x64, 0x20, 0x30, 0x3b, 0x72, 0x2b, 0x2b, 0x3b, 0x77, 0x68, 0x69, + 0x6c, 0x65, 0x28, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, + 0x69, 0x29, 0x7b, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x5f, 0x3d, 0x69, + 0x2e, 0x6f, 0x3b, 0x69, 0x2e, 0x6f, 0x3d, 0x76, 0x6f, 0x69, 0x64, 0x20, + 0x30, 0x3b, 0x69, 0x2e, 0x66, 0x26, 0x3d, 0x2d, 0x33, 0x3b, 0x69, 0x66, + 0x28, 0x21, 0x28, 0x38, 0x26, 0x69, 0x2e, 0x66, 0x29, 0x26, 0x26, 0x63, + 0x28, 0x69, 0x29, 0x29, 0x74, 0x72, 0x79, 0x7b, 0x69, 0x2e, 0x63, 0x28, + 0x29, 0x7d, 0x63, 0x61, 0x74, 0x63, 0x68, 0x28, 0x65, 0x29, 0x7b, 0x69, + 0x66, 0x28, 0x21, 0x6e, 0x29, 0x7b, 0x74, 0x3d, 0x65, 0x3b, 0x6e, 0x3d, + 0x21, 0x30, 0x7d, 0x7d, 0x69, 0x3d, 0x5f, 0x7d, 0x7d, 0x72, 0x3d, 0x30, + 0x3b, 0x6f, 0x2d, 0x2d, 0x3b, 0x69, 0x66, 0x28, 0x6e, 0x29, 0x74, 0x68, + 0x72, 0x6f, 0x77, 0x20, 0x74, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, + 0x6f, 0x6e, 0x20, 0x65, 0x28, 0x74, 0x29, 0x7b, 0x69, 0x66, 0x28, 0x6f, + 0x3e, 0x30, 0x29, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, 0x28, + 0x29, 0x3b, 0x6f, 0x2b, 0x2b, 0x3b, 0x74, 0x72, 0x79, 0x7b, 0x72, 0x65, + 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, 0x28, 0x29, 0x7d, 0x66, 0x69, 0x6e, + 0x61, 0x6c, 0x6c, 0x79, 0x7b, 0x6e, 0x28, 0x29, 0x7d, 0x7d, 0x6c, 0x65, + 0x74, 0x20, 0x69, 0x2c, 0x5f, 0x2c, 0x6f, 0x3d, 0x30, 0x2c, 0x72, 0x3d, + 0x30, 0x2c, 0x75, 0x3d, 0x30, 0x3b, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, + 0x6f, 0x6e, 0x20, 0x6c, 0x28, 0x74, 0x29, 0x7b, 0x69, 0x66, 0x28, 0x76, + 0x6f, 0x69, 0x64, 0x20, 0x30, 0x3d, 0x3d, 0x3d, 0x69, 0x29, 0x72, 0x65, + 0x74, 0x75, 0x72, 0x6e, 0x3b, 0x6c, 0x65, 0x74, 0x20, 0x6e, 0x3d, 0x74, + 0x2e, 0x6e, 0x3b, 0x69, 0x66, 0x28, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, + 0x3d, 0x3d, 0x3d, 0x6e, 0x7c, 0x7c, 0x6e, 0x2e, 0x74, 0x21, 0x3d, 0x3d, + 0x69, 0x29, 0x7b, 0x6e, 0x3d, 0x7b, 0x69, 0x3a, 0x30, 0x2c, 0x53, 0x3a, + 0x74, 0x2c, 0x70, 0x3a, 0x69, 0x2e, 0x73, 0x2c, 0x6e, 0x3a, 0x76, 0x6f, + 0x69, 0x64, 0x20, 0x30, 0x2c, 0x74, 0x3a, 0x69, 0x2c, 0x65, 0x3a, 0x76, + 0x6f, 0x69, 0x64, 0x20, 0x30, 0x2c, 0x78, 0x3a, 0x76, 0x6f, 0x69, 0x64, + 0x20, 0x30, 0x2c, 0x72, 0x3a, 0x6e, 0x7d, 0x3b, 0x69, 0x66, 0x28, 0x76, + 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x69, 0x2e, 0x73, 0x29, + 0x69, 0x2e, 0x73, 0x2e, 0x6e, 0x3d, 0x6e, 0x3b, 0x69, 0x2e, 0x73, 0x3d, + 0x6e, 0x3b, 0x74, 0x2e, 0x6e, 0x3d, 0x6e, 0x3b, 0x69, 0x66, 0x28, 0x33, + 0x32, 0x26, 0x69, 0x2e, 0x66, 0x29, 0x74, 0x2e, 0x53, 0x28, 0x6e, 0x29, + 0x3b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x6e, 0x7d, 0x65, 0x6c, + 0x73, 0x65, 0x20, 0x69, 0x66, 0x28, 0x2d, 0x31, 0x3d, 0x3d, 0x3d, 0x6e, + 0x2e, 0x69, 0x29, 0x7b, 0x6e, 0x2e, 0x69, 0x3d, 0x30, 0x3b, 0x69, 0x66, + 0x28, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x6e, 0x2e, + 0x6e, 0x29, 0x7b, 0x6e, 0x2e, 0x6e, 0x2e, 0x70, 0x3d, 0x6e, 0x2e, 0x70, + 0x3b, 0x69, 0x66, 0x28, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, + 0x3d, 0x6e, 0x2e, 0x70, 0x29, 0x6e, 0x2e, 0x70, 0x2e, 0x6e, 0x3d, 0x6e, + 0x2e, 0x6e, 0x3b, 0x6e, 0x2e, 0x70, 0x3d, 0x69, 0x2e, 0x73, 0x3b, 0x6e, + 0x2e, 0x6e, 0x3d, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x3b, 0x69, 0x2e, + 0x73, 0x2e, 0x6e, 0x3d, 0x6e, 0x3b, 0x69, 0x2e, 0x73, 0x3d, 0x6e, 0x7d, + 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x6e, 0x7d, 0x7d, 0x66, 0x75, + 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x66, 0x28, 0x74, 0x29, 0x7b, + 0x74, 0x68, 0x69, 0x73, 0x2e, 0x76, 0x3d, 0x74, 0x3b, 0x74, 0x68, 0x69, + 0x73, 0x2e, 0x69, 0x3d, 0x30, 0x3b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x6e, + 0x3d, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x3b, 0x74, 0x68, 0x69, 0x73, + 0x2e, 0x74, 0x3d, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x7d, 0x66, 0x2e, + 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, 0x2e, 0x68, 0x3d, + 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x29, 0x7b, 0x72, + 0x65, 0x74, 0x75, 0x72, 0x6e, 0x21, 0x30, 0x7d, 0x3b, 0x66, 0x2e, 0x70, + 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, 0x2e, 0x53, 0x3d, 0x66, + 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x69, + 0x66, 0x28, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x74, 0x21, 0x3d, 0x3d, 0x74, + 0x26, 0x26, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x3d, 0x3d, 0x3d, 0x74, + 0x2e, 0x65, 0x29, 0x7b, 0x74, 0x2e, 0x78, 0x3d, 0x74, 0x68, 0x69, 0x73, + 0x2e, 0x74, 0x3b, 0x69, 0x66, 0x28, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, + 0x21, 0x3d, 0x3d, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x74, 0x29, 0x74, 0x68, + 0x69, 0x73, 0x2e, 0x74, 0x2e, 0x65, 0x3d, 0x74, 0x3b, 0x74, 0x68, 0x69, + 0x73, 0x2e, 0x74, 0x3d, 0x74, 0x7d, 0x7d, 0x3b, 0x66, 0x2e, 0x70, 0x72, + 0x6f, 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, 0x2e, 0x55, 0x3d, 0x66, 0x75, + 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x69, 0x66, + 0x28, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x74, 0x68, + 0x69, 0x73, 0x2e, 0x74, 0x29, 0x7b, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, + 0x6e, 0x3d, 0x74, 0x2e, 0x65, 0x2c, 0x65, 0x3d, 0x74, 0x2e, 0x78, 0x3b, + 0x69, 0x66, 0x28, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, + 0x6e, 0x29, 0x7b, 0x6e, 0x2e, 0x78, 0x3d, 0x65, 0x3b, 0x74, 0x2e, 0x65, + 0x3d, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x7d, 0x69, 0x66, 0x28, 0x76, + 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x65, 0x29, 0x7b, 0x65, + 0x2e, 0x65, 0x3d, 0x6e, 0x3b, 0x74, 0x2e, 0x78, 0x3d, 0x76, 0x6f, 0x69, + 0x64, 0x20, 0x30, 0x7d, 0x69, 0x66, 0x28, 0x74, 0x3d, 0x3d, 0x3d, 0x74, + 0x68, 0x69, 0x73, 0x2e, 0x74, 0x29, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x74, + 0x3d, 0x65, 0x7d, 0x7d, 0x3b, 0x66, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, + 0x74, 0x79, 0x70, 0x65, 0x2e, 0x73, 0x75, 0x62, 0x73, 0x63, 0x72, 0x69, + 0x62, 0x65, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, + 0x74, 0x29, 0x7b, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x6e, 0x3d, 0x74, + 0x68, 0x69, 0x73, 0x3b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x62, + 0x28, 0x28, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x29, + 0x7b, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x65, 0x3d, 0x6e, 0x2e, 0x76, + 0x61, 0x6c, 0x75, 0x65, 0x2c, 0x69, 0x3d, 0x33, 0x32, 0x26, 0x74, 0x68, + 0x69, 0x73, 0x2e, 0x66, 0x3b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x66, 0x26, + 0x3d, 0x2d, 0x33, 0x33, 0x3b, 0x74, 0x72, 0x79, 0x7b, 0x74, 0x28, 0x65, + 0x29, 0x7d, 0x66, 0x69, 0x6e, 0x61, 0x6c, 0x6c, 0x79, 0x7b, 0x74, 0x68, + 0x69, 0x73, 0x2e, 0x66, 0x7c, 0x3d, 0x69, 0x7d, 0x7d, 0x29, 0x29, 0x7d, + 0x3b, 0x66, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, + 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x4f, 0x66, 0x3d, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, + 0x72, 0x6e, 0x20, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x76, 0x61, 0x6c, 0x75, + 0x65, 0x7d, 0x3b, 0x66, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, + 0x70, 0x65, 0x2e, 0x74, 0x6f, 0x53, 0x74, 0x72, 0x69, 0x6e, 0x67, 0x3d, + 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x29, 0x7b, 0x72, + 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x76, + 0x61, 0x6c, 0x75, 0x65, 0x2b, 0x22, 0x22, 0x7d, 0x3b, 0x66, 0x2e, 0x70, + 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, 0x2e, 0x74, 0x6f, 0x4a, + 0x53, 0x4f, 0x4e, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x28, 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, 0x68, + 0x69, 0x73, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x7d, 0x3b, 0x66, 0x2e, + 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, 0x2e, 0x70, 0x65, + 0x65, 0x6b, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, + 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, 0x68, 0x69, + 0x73, 0x2e, 0x76, 0x7d, 0x3b, 0x4f, 0x62, 0x6a, 0x65, 0x63, 0x74, 0x2e, + 0x64, 0x65, 0x66, 0x69, 0x6e, 0x65, 0x50, 0x72, 0x6f, 0x70, 0x65, 0x72, + 0x74, 0x79, 0x28, 0x66, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, + 0x70, 0x65, 0x2c, 0x22, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x22, 0x2c, 0x7b, + 0x67, 0x65, 0x74, 0x28, 0x29, 0x7b, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, + 0x74, 0x3d, 0x6c, 0x28, 0x74, 0x68, 0x69, 0x73, 0x29, 0x3b, 0x69, 0x66, + 0x28, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x74, 0x29, + 0x74, 0x2e, 0x69, 0x3d, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x69, 0x3b, 0x72, + 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x76, + 0x7d, 0x2c, 0x73, 0x65, 0x74, 0x28, 0x65, 0x29, 0x7b, 0x69, 0x66, 0x28, + 0x69, 0x20, 0x69, 0x6e, 0x73, 0x74, 0x61, 0x6e, 0x63, 0x65, 0x6f, 0x66, + 0x20, 0x70, 0x29, 0x21, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x28, 0x29, 0x7b, 0x74, 0x68, 0x72, 0x6f, 0x77, 0x20, 0x6e, 0x65, 0x77, + 0x20, 0x45, 0x72, 0x72, 0x6f, 0x72, 0x28, 0x22, 0x43, 0x6f, 0x6d, 0x70, + 0x75, 0x74, 0x65, 0x64, 0x20, 0x63, 0x61, 0x6e, 0x6e, 0x6f, 0x74, 0x20, + 0x68, 0x61, 0x76, 0x65, 0x20, 0x73, 0x69, 0x64, 0x65, 0x2d, 0x65, 0x66, + 0x66, 0x65, 0x63, 0x74, 0x73, 0x22, 0x29, 0x7d, 0x28, 0x29, 0x3b, 0x69, + 0x66, 0x28, 0x65, 0x21, 0x3d, 0x3d, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x76, + 0x29, 0x7b, 0x69, 0x66, 0x28, 0x72, 0x3e, 0x31, 0x30, 0x30, 0x29, 0x74, + 0x28, 0x29, 0x3b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x76, 0x3d, 0x65, 0x3b, + 0x74, 0x68, 0x69, 0x73, 0x2e, 0x69, 0x2b, 0x2b, 0x3b, 0x75, 0x2b, 0x2b, + 0x3b, 0x6f, 0x2b, 0x2b, 0x3b, 0x74, 0x72, 0x79, 0x7b, 0x66, 0x6f, 0x72, + 0x28, 0x6c, 0x65, 0x74, 0x20, 0x74, 0x3d, 0x74, 0x68, 0x69, 0x73, 0x2e, + 0x74, 0x3b, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x74, + 0x3b, 0x74, 0x3d, 0x74, 0x2e, 0x78, 0x29, 0x74, 0x2e, 0x74, 0x2e, 0x4e, + 0x28, 0x29, 0x7d, 0x66, 0x69, 0x6e, 0x61, 0x6c, 0x6c, 0x79, 0x7b, 0x6e, + 0x28, 0x29, 0x7d, 0x7d, 0x7d, 0x7d, 0x29, 0x3b, 0x66, 0x75, 0x6e, 0x63, + 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x73, 0x28, 0x74, 0x29, 0x7b, 0x72, 0x65, + 0x74, 0x75, 0x72, 0x6e, 0x20, 0x6e, 0x65, 0x77, 0x20, 0x66, 0x28, 0x74, + 0x29, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x63, + 0x28, 0x74, 0x29, 0x7b, 0x66, 0x6f, 0x72, 0x28, 0x6c, 0x65, 0x74, 0x20, + 0x6e, 0x3d, 0x74, 0x2e, 0x73, 0x3b, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, + 0x21, 0x3d, 0x3d, 0x6e, 0x3b, 0x6e, 0x3d, 0x6e, 0x2e, 0x6e, 0x29, 0x69, + 0x66, 0x28, 0x6e, 0x2e, 0x53, 0x2e, 0x69, 0x21, 0x3d, 0x3d, 0x6e, 0x2e, + 0x69, 0x7c, 0x7c, 0x21, 0x6e, 0x2e, 0x53, 0x2e, 0x68, 0x28, 0x29, 0x7c, + 0x7c, 0x6e, 0x2e, 0x53, 0x2e, 0x69, 0x21, 0x3d, 0x3d, 0x6e, 0x2e, 0x69, + 0x29, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x21, 0x30, 0x3b, 0x72, 0x65, + 0x74, 0x75, 0x72, 0x6e, 0x21, 0x31, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, + 0x69, 0x6f, 0x6e, 0x20, 0x68, 0x28, 0x74, 0x29, 0x7b, 0x66, 0x6f, 0x72, + 0x28, 0x6c, 0x65, 0x74, 0x20, 0x6e, 0x3d, 0x74, 0x2e, 0x73, 0x3b, 0x76, + 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x6e, 0x3b, 0x6e, 0x3d, + 0x6e, 0x2e, 0x6e, 0x29, 0x7b, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x65, + 0x3d, 0x6e, 0x2e, 0x53, 0x2e, 0x6e, 0x3b, 0x69, 0x66, 0x28, 0x76, 0x6f, + 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x65, 0x29, 0x6e, 0x2e, 0x72, + 0x3d, 0x65, 0x3b, 0x6e, 0x2e, 0x53, 0x2e, 0x6e, 0x3d, 0x6e, 0x3b, 0x6e, + 0x2e, 0x69, 0x3d, 0x2d, 0x31, 0x3b, 0x69, 0x66, 0x28, 0x76, 0x6f, 0x69, + 0x64, 0x20, 0x30, 0x3d, 0x3d, 0x3d, 0x6e, 0x2e, 0x6e, 0x29, 0x7b, 0x74, + 0x2e, 0x73, 0x3d, 0x6e, 0x3b, 0x62, 0x72, 0x65, 0x61, 0x6b, 0x7d, 0x7d, + 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x61, 0x28, + 0x74, 0x29, 0x7b, 0x6c, 0x65, 0x74, 0x20, 0x6e, 0x2c, 0x65, 0x3d, 0x74, + 0x2e, 0x73, 0x3b, 0x77, 0x68, 0x69, 0x6c, 0x65, 0x28, 0x76, 0x6f, 0x69, + 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x65, 0x29, 0x7b, 0x63, 0x6f, 0x6e, + 0x73, 0x74, 0x20, 0x74, 0x3d, 0x65, 0x2e, 0x70, 0x3b, 0x69, 0x66, 0x28, + 0x2d, 0x31, 0x3d, 0x3d, 0x3d, 0x65, 0x2e, 0x69, 0x29, 0x7b, 0x65, 0x2e, + 0x53, 0x2e, 0x55, 0x28, 0x65, 0x29, 0x3b, 0x69, 0x66, 0x28, 0x76, 0x6f, + 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x74, 0x29, 0x74, 0x2e, 0x6e, + 0x3d, 0x65, 0x2e, 0x6e, 0x3b, 0x69, 0x66, 0x28, 0x76, 0x6f, 0x69, 0x64, + 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x65, 0x2e, 0x6e, 0x29, 0x65, 0x2e, 0x6e, + 0x2e, 0x70, 0x3d, 0x74, 0x7d, 0x65, 0x6c, 0x73, 0x65, 0x20, 0x6e, 0x3d, + 0x65, 0x3b, 0x65, 0x2e, 0x53, 0x2e, 0x6e, 0x3d, 0x65, 0x2e, 0x72, 0x3b, + 0x69, 0x66, 0x28, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, + 0x65, 0x2e, 0x72, 0x29, 0x65, 0x2e, 0x72, 0x3d, 0x76, 0x6f, 0x69, 0x64, + 0x20, 0x30, 0x3b, 0x65, 0x3d, 0x74, 0x7d, 0x74, 0x2e, 0x73, 0x3d, 0x6e, + 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x70, 0x28, + 0x74, 0x29, 0x7b, 0x66, 0x2e, 0x63, 0x61, 0x6c, 0x6c, 0x28, 0x74, 0x68, + 0x69, 0x73, 0x2c, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x29, 0x3b, 0x74, + 0x68, 0x69, 0x73, 0x2e, 0x78, 0x3d, 0x74, 0x3b, 0x74, 0x68, 0x69, 0x73, + 0x2e, 0x73, 0x3d, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x3b, 0x74, 0x68, + 0x69, 0x73, 0x2e, 0x67, 0x3d, 0x75, 0x2d, 0x31, 0x3b, 0x74, 0x68, 0x69, + 0x73, 0x2e, 0x66, 0x3d, 0x34, 0x7d, 0x28, 0x70, 0x2e, 0x70, 0x72, 0x6f, + 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, 0x3d, 0x6e, 0x65, 0x77, 0x20, 0x66, + 0x29, 0x2e, 0x68, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x28, 0x29, 0x7b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x66, 0x26, 0x3d, 0x2d, + 0x33, 0x3b, 0x69, 0x66, 0x28, 0x31, 0x26, 0x74, 0x68, 0x69, 0x73, 0x2e, + 0x66, 0x29, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x21, 0x31, 0x3b, 0x69, + 0x66, 0x28, 0x33, 0x32, 0x3d, 0x3d, 0x28, 0x33, 0x36, 0x26, 0x74, 0x68, + 0x69, 0x73, 0x2e, 0x66, 0x29, 0x29, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, + 0x21, 0x30, 0x3b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x66, 0x26, 0x3d, 0x2d, + 0x35, 0x3b, 0x69, 0x66, 0x28, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x67, 0x3d, + 0x3d, 0x3d, 0x75, 0x29, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x21, 0x30, + 0x3b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x67, 0x3d, 0x75, 0x3b, 0x74, 0x68, + 0x69, 0x73, 0x2e, 0x66, 0x7c, 0x3d, 0x31, 0x3b, 0x69, 0x66, 0x28, 0x74, + 0x68, 0x69, 0x73, 0x2e, 0x69, 0x3e, 0x30, 0x26, 0x26, 0x21, 0x63, 0x28, + 0x74, 0x68, 0x69, 0x73, 0x29, 0x29, 0x7b, 0x74, 0x68, 0x69, 0x73, 0x2e, + 0x66, 0x26, 0x3d, 0x2d, 0x32, 0x3b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, + 0x21, 0x30, 0x7d, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x74, 0x3d, 0x69, + 0x3b, 0x74, 0x72, 0x79, 0x7b, 0x68, 0x28, 0x74, 0x68, 0x69, 0x73, 0x29, + 0x3b, 0x69, 0x3d, 0x74, 0x68, 0x69, 0x73, 0x3b, 0x63, 0x6f, 0x6e, 0x73, + 0x74, 0x20, 0x74, 0x3d, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x78, 0x28, 0x29, + 0x3b, 0x69, 0x66, 0x28, 0x31, 0x36, 0x26, 0x74, 0x68, 0x69, 0x73, 0x2e, + 0x66, 0x7c, 0x7c, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x76, 0x21, 0x3d, 0x3d, + 0x74, 0x7c, 0x7c, 0x30, 0x3d, 0x3d, 0x3d, 0x74, 0x68, 0x69, 0x73, 0x2e, + 0x69, 0x29, 0x7b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x76, 0x3d, 0x74, 0x3b, + 0x74, 0x68, 0x69, 0x73, 0x2e, 0x66, 0x26, 0x3d, 0x2d, 0x31, 0x37, 0x3b, + 0x74, 0x68, 0x69, 0x73, 0x2e, 0x69, 0x2b, 0x2b, 0x7d, 0x7d, 0x63, 0x61, + 0x74, 0x63, 0x68, 0x28, 0x74, 0x29, 0x7b, 0x74, 0x68, 0x69, 0x73, 0x2e, + 0x76, 0x3d, 0x74, 0x3b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x66, 0x7c, 0x3d, + 0x31, 0x36, 0x3b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x69, 0x2b, 0x2b, 0x7d, + 0x69, 0x3d, 0x74, 0x3b, 0x61, 0x28, 0x74, 0x68, 0x69, 0x73, 0x29, 0x3b, + 0x74, 0x68, 0x69, 0x73, 0x2e, 0x66, 0x26, 0x3d, 0x2d, 0x32, 0x3b, 0x72, + 0x65, 0x74, 0x75, 0x72, 0x6e, 0x21, 0x30, 0x7d, 0x3b, 0x70, 0x2e, 0x70, + 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, 0x2e, 0x53, 0x3d, 0x66, + 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x69, + 0x66, 0x28, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x3d, 0x3d, 0x3d, 0x74, + 0x68, 0x69, 0x73, 0x2e, 0x74, 0x29, 0x7b, 0x74, 0x68, 0x69, 0x73, 0x2e, + 0x66, 0x7c, 0x3d, 0x33, 0x36, 0x3b, 0x66, 0x6f, 0x72, 0x28, 0x6c, 0x65, + 0x74, 0x20, 0x74, 0x3d, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x73, 0x3b, 0x76, + 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x74, 0x3b, 0x74, 0x3d, + 0x74, 0x2e, 0x6e, 0x29, 0x74, 0x2e, 0x53, 0x2e, 0x53, 0x28, 0x74, 0x29, + 0x7d, 0x66, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, + 0x2e, 0x53, 0x2e, 0x63, 0x61, 0x6c, 0x6c, 0x28, 0x74, 0x68, 0x69, 0x73, + 0x2c, 0x74, 0x29, 0x7d, 0x3b, 0x70, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, + 0x74, 0x79, 0x70, 0x65, 0x2e, 0x55, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, + 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x69, 0x66, 0x28, 0x76, 0x6f, + 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x74, 0x68, 0x69, 0x73, 0x2e, + 0x74, 0x29, 0x7b, 0x66, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, + 0x70, 0x65, 0x2e, 0x55, 0x2e, 0x63, 0x61, 0x6c, 0x6c, 0x28, 0x74, 0x68, + 0x69, 0x73, 0x2c, 0x74, 0x29, 0x3b, 0x69, 0x66, 0x28, 0x76, 0x6f, 0x69, + 0x64, 0x20, 0x30, 0x3d, 0x3d, 0x3d, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x74, + 0x29, 0x7b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x66, 0x26, 0x3d, 0x2d, 0x33, + 0x33, 0x3b, 0x66, 0x6f, 0x72, 0x28, 0x6c, 0x65, 0x74, 0x20, 0x74, 0x3d, + 0x74, 0x68, 0x69, 0x73, 0x2e, 0x73, 0x3b, 0x76, 0x6f, 0x69, 0x64, 0x20, + 0x30, 0x21, 0x3d, 0x3d, 0x74, 0x3b, 0x74, 0x3d, 0x74, 0x2e, 0x6e, 0x29, + 0x74, 0x2e, 0x53, 0x2e, 0x55, 0x28, 0x74, 0x29, 0x7d, 0x7d, 0x7d, 0x3b, + 0x70, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, 0x2e, + 0x4e, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x29, + 0x7b, 0x69, 0x66, 0x28, 0x21, 0x28, 0x32, 0x26, 0x74, 0x68, 0x69, 0x73, + 0x2e, 0x66, 0x29, 0x29, 0x7b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x66, 0x7c, + 0x3d, 0x36, 0x3b, 0x66, 0x6f, 0x72, 0x28, 0x6c, 0x65, 0x74, 0x20, 0x74, + 0x3d, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x74, 0x3b, 0x76, 0x6f, 0x69, 0x64, + 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x74, 0x3b, 0x74, 0x3d, 0x74, 0x2e, 0x78, + 0x29, 0x74, 0x2e, 0x74, 0x2e, 0x4e, 0x28, 0x29, 0x7d, 0x7d, 0x3b, 0x70, + 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, 0x2e, 0x70, + 0x65, 0x65, 0x6b, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x28, 0x29, 0x7b, 0x69, 0x66, 0x28, 0x21, 0x74, 0x68, 0x69, 0x73, 0x2e, + 0x68, 0x28, 0x29, 0x29, 0x74, 0x28, 0x29, 0x3b, 0x69, 0x66, 0x28, 0x31, + 0x36, 0x26, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x66, 0x29, 0x74, 0x68, 0x72, + 0x6f, 0x77, 0x20, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x76, 0x3b, 0x72, 0x65, + 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x76, 0x7d, + 0x3b, 0x4f, 0x62, 0x6a, 0x65, 0x63, 0x74, 0x2e, 0x64, 0x65, 0x66, 0x69, + 0x6e, 0x65, 0x50, 0x72, 0x6f, 0x70, 0x65, 0x72, 0x74, 0x79, 0x28, 0x70, + 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, 0x2c, 0x22, + 0x76, 0x61, 0x6c, 0x75, 0x65, 0x22, 0x2c, 0x7b, 0x67, 0x65, 0x74, 0x28, + 0x29, 0x7b, 0x69, 0x66, 0x28, 0x31, 0x26, 0x74, 0x68, 0x69, 0x73, 0x2e, + 0x66, 0x29, 0x74, 0x28, 0x29, 0x3b, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, + 0x6e, 0x3d, 0x6c, 0x28, 0x74, 0x68, 0x69, 0x73, 0x29, 0x3b, 0x74, 0x68, + 0x69, 0x73, 0x2e, 0x68, 0x28, 0x29, 0x3b, 0x69, 0x66, 0x28, 0x76, 0x6f, + 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x6e, 0x29, 0x6e, 0x2e, 0x69, + 0x3d, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x69, 0x3b, 0x69, 0x66, 0x28, 0x31, + 0x36, 0x26, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x66, 0x29, 0x74, 0x68, 0x72, + 0x6f, 0x77, 0x20, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x76, 0x3b, 0x72, 0x65, + 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x76, 0x7d, + 0x7d, 0x29, 0x3b, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, + 0x64, 0x28, 0x74, 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, + 0x6e, 0x65, 0x77, 0x20, 0x70, 0x28, 0x74, 0x29, 0x7d, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x76, 0x28, 0x74, 0x29, 0x7b, 0x63, + 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x65, 0x3d, 0x74, 0x2e, 0x75, 0x3b, 0x74, + 0x2e, 0x75, 0x3d, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x3b, 0x69, 0x66, + 0x28, 0x22, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x22, 0x3d, + 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x65, 0x29, 0x7b, 0x6f, + 0x2b, 0x2b, 0x3b, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x5f, 0x3d, 0x69, + 0x3b, 0x69, 0x3d, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x3b, 0x74, 0x72, + 0x79, 0x7b, 0x65, 0x28, 0x29, 0x7d, 0x63, 0x61, 0x74, 0x63, 0x68, 0x28, + 0x6e, 0x29, 0x7b, 0x74, 0x2e, 0x66, 0x26, 0x3d, 0x2d, 0x32, 0x3b, 0x74, + 0x2e, 0x66, 0x7c, 0x3d, 0x38, 0x3b, 0x79, 0x28, 0x74, 0x29, 0x3b, 0x74, + 0x68, 0x72, 0x6f, 0x77, 0x20, 0x6e, 0x7d, 0x66, 0x69, 0x6e, 0x61, 0x6c, + 0x6c, 0x79, 0x7b, 0x69, 0x3d, 0x5f, 0x3b, 0x6e, 0x28, 0x29, 0x7d, 0x7d, + 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x79, 0x28, + 0x74, 0x29, 0x7b, 0x66, 0x6f, 0x72, 0x28, 0x6c, 0x65, 0x74, 0x20, 0x6e, + 0x3d, 0x74, 0x2e, 0x73, 0x3b, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, + 0x3d, 0x3d, 0x6e, 0x3b, 0x6e, 0x3d, 0x6e, 0x2e, 0x6e, 0x29, 0x6e, 0x2e, + 0x53, 0x2e, 0x55, 0x28, 0x6e, 0x29, 0x3b, 0x74, 0x2e, 0x78, 0x3d, 0x76, + 0x6f, 0x69, 0x64, 0x20, 0x30, 0x3b, 0x74, 0x2e, 0x73, 0x3d, 0x76, 0x6f, + 0x69, 0x64, 0x20, 0x30, 0x3b, 0x76, 0x28, 0x74, 0x29, 0x7d, 0x66, 0x75, + 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x6d, 0x28, 0x74, 0x29, 0x7b, + 0x69, 0x66, 0x28, 0x69, 0x21, 0x3d, 0x3d, 0x74, 0x68, 0x69, 0x73, 0x29, + 0x74, 0x68, 0x72, 0x6f, 0x77, 0x20, 0x6e, 0x65, 0x77, 0x20, 0x45, 0x72, + 0x72, 0x6f, 0x72, 0x28, 0x22, 0x4f, 0x75, 0x74, 0x2d, 0x6f, 0x66, 0x2d, + 0x6f, 0x72, 0x64, 0x65, 0x72, 0x20, 0x65, 0x66, 0x66, 0x65, 0x63, 0x74, + 0x22, 0x29, 0x3b, 0x61, 0x28, 0x74, 0x68, 0x69, 0x73, 0x29, 0x3b, 0x69, + 0x3d, 0x74, 0x3b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x66, 0x26, 0x3d, 0x2d, + 0x32, 0x3b, 0x69, 0x66, 0x28, 0x38, 0x26, 0x74, 0x68, 0x69, 0x73, 0x2e, + 0x66, 0x29, 0x79, 0x28, 0x74, 0x68, 0x69, 0x73, 0x29, 0x3b, 0x6e, 0x28, + 0x29, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x67, + 0x28, 0x74, 0x29, 0x7b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x78, 0x3d, 0x74, + 0x3b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x75, 0x3d, 0x76, 0x6f, 0x69, 0x64, + 0x20, 0x30, 0x3b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x73, 0x3d, 0x76, 0x6f, + 0x69, 0x64, 0x20, 0x30, 0x3b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x6f, 0x3d, + 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x3b, 0x74, 0x68, 0x69, 0x73, 0x2e, + 0x66, 0x3d, 0x33, 0x32, 0x7d, 0x67, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, + 0x74, 0x79, 0x70, 0x65, 0x2e, 0x63, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, + 0x69, 0x6f, 0x6e, 0x28, 0x29, 0x7b, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, + 0x74, 0x3d, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x53, 0x28, 0x29, 0x3b, 0x74, + 0x72, 0x79, 0x7b, 0x69, 0x66, 0x28, 0x38, 0x26, 0x74, 0x68, 0x69, 0x73, + 0x2e, 0x66, 0x29, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x3b, 0x69, 0x66, + 0x28, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x3d, 0x3d, 0x3d, 0x74, 0x68, + 0x69, 0x73, 0x2e, 0x78, 0x29, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x3b, + 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x6e, 0x3d, 0x74, 0x68, 0x69, 0x73, + 0x2e, 0x78, 0x28, 0x29, 0x3b, 0x69, 0x66, 0x28, 0x22, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x22, 0x3d, 0x3d, 0x74, 0x79, 0x70, 0x65, + 0x6f, 0x66, 0x20, 0x6e, 0x29, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x75, 0x3d, + 0x6e, 0x7d, 0x66, 0x69, 0x6e, 0x61, 0x6c, 0x6c, 0x79, 0x7b, 0x74, 0x28, + 0x29, 0x7d, 0x7d, 0x3b, 0x67, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, + 0x79, 0x70, 0x65, 0x2e, 0x53, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, + 0x6f, 0x6e, 0x28, 0x29, 0x7b, 0x69, 0x66, 0x28, 0x31, 0x26, 0x74, 0x68, + 0x69, 0x73, 0x2e, 0x66, 0x29, 0x74, 0x28, 0x29, 0x3b, 0x74, 0x68, 0x69, + 0x73, 0x2e, 0x66, 0x7c, 0x3d, 0x31, 0x3b, 0x74, 0x68, 0x69, 0x73, 0x2e, + 0x66, 0x26, 0x3d, 0x2d, 0x39, 0x3b, 0x76, 0x28, 0x74, 0x68, 0x69, 0x73, + 0x29, 0x3b, 0x68, 0x28, 0x74, 0x68, 0x69, 0x73, 0x29, 0x3b, 0x6f, 0x2b, + 0x2b, 0x3b, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x6e, 0x3d, 0x69, 0x3b, + 0x69, 0x3d, 0x74, 0x68, 0x69, 0x73, 0x3b, 0x72, 0x65, 0x74, 0x75, 0x72, + 0x6e, 0x20, 0x6d, 0x2e, 0x62, 0x69, 0x6e, 0x64, 0x28, 0x74, 0x68, 0x69, + 0x73, 0x2c, 0x6e, 0x29, 0x7d, 0x3b, 0x67, 0x2e, 0x70, 0x72, 0x6f, 0x74, + 0x6f, 0x74, 0x79, 0x70, 0x65, 0x2e, 0x4e, 0x3d, 0x66, 0x75, 0x6e, 0x63, + 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x29, 0x7b, 0x69, 0x66, 0x28, 0x21, 0x28, + 0x32, 0x26, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x66, 0x29, 0x29, 0x7b, 0x74, + 0x68, 0x69, 0x73, 0x2e, 0x66, 0x7c, 0x3d, 0x32, 0x3b, 0x74, 0x68, 0x69, + 0x73, 0x2e, 0x6f, 0x3d, 0x5f, 0x3b, 0x5f, 0x3d, 0x74, 0x68, 0x69, 0x73, + 0x7d, 0x7d, 0x3b, 0x67, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, + 0x70, 0x65, 0x2e, 0x64, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, + 0x6e, 0x28, 0x29, 0x7b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x66, 0x7c, 0x3d, + 0x38, 0x3b, 0x69, 0x66, 0x28, 0x21, 0x28, 0x31, 0x26, 0x74, 0x68, 0x69, + 0x73, 0x2e, 0x66, 0x29, 0x29, 0x79, 0x28, 0x74, 0x68, 0x69, 0x73, 0x29, + 0x7d, 0x3b, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x62, + 0x28, 0x74, 0x29, 0x7b, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x6e, 0x3d, + 0x6e, 0x65, 0x77, 0x20, 0x67, 0x28, 0x74, 0x29, 0x3b, 0x74, 0x72, 0x79, + 0x7b, 0x6e, 0x2e, 0x63, 0x28, 0x29, 0x7d, 0x63, 0x61, 0x74, 0x63, 0x68, + 0x28, 0x74, 0x29, 0x7b, 0x6e, 0x2e, 0x64, 0x28, 0x29, 0x3b, 0x74, 0x68, + 0x72, 0x6f, 0x77, 0x20, 0x74, 0x7d, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, + 0x20, 0x6e, 0x2e, 0x64, 0x2e, 0x62, 0x69, 0x6e, 0x64, 0x28, 0x6e, 0x29, + 0x7d, 0x76, 0x61, 0x72, 0x20, 0x6b, 0x2c, 0x53, 0x2c, 0x78, 0x2c, 0x77, + 0x2c, 0x43, 0x2c, 0x45, 0x2c, 0x55, 0x2c, 0x48, 0x2c, 0x4e, 0x2c, 0x50, + 0x3d, 0x7b, 0x7d, 0x2c, 0x44, 0x3d, 0x5b, 0x5d, 0x2c, 0x24, 0x3d, 0x2f, + 0x61, 0x63, 0x69, 0x74, 0x7c, 0x65, 0x78, 0x28, 0x3f, 0x3a, 0x73, 0x7c, + 0x67, 0x7c, 0x6e, 0x7c, 0x70, 0x7c, 0x24, 0x29, 0x7c, 0x72, 0x70, 0x68, + 0x7c, 0x67, 0x72, 0x69, 0x64, 0x7c, 0x6f, 0x77, 0x73, 0x7c, 0x6d, 0x6e, + 0x63, 0x7c, 0x6e, 0x74, 0x77, 0x7c, 0x69, 0x6e, 0x65, 0x5b, 0x63, 0x68, + 0x5d, 0x7c, 0x7a, 0x6f, 0x6f, 0x7c, 0x5e, 0x6f, 0x72, 0x64, 0x7c, 0x69, + 0x74, 0x65, 0x72, 0x61, 0x2f, 0x69, 0x2c, 0x54, 0x3d, 0x41, 0x72, 0x72, + 0x61, 0x79, 0x2e, 0x69, 0x73, 0x41, 0x72, 0x72, 0x61, 0x79, 0x3b, 0x66, + 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x56, 0x28, 0x74, 0x2c, + 0x6e, 0x29, 0x7b, 0x66, 0x6f, 0x72, 0x28, 0x76, 0x61, 0x72, 0x20, 0x65, + 0x20, 0x69, 0x6e, 0x20, 0x6e, 0x29, 0x74, 0x5b, 0x65, 0x5d, 0x3d, 0x6e, + 0x5b, 0x65, 0x5d, 0x3b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, + 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x41, 0x28, + 0x74, 0x29, 0x7b, 0x76, 0x61, 0x72, 0x20, 0x6e, 0x3d, 0x74, 0x2e, 0x70, + 0x61, 0x72, 0x65, 0x6e, 0x74, 0x4e, 0x6f, 0x64, 0x65, 0x3b, 0x6e, 0x26, + 0x26, 0x6e, 0x2e, 0x72, 0x65, 0x6d, 0x6f, 0x76, 0x65, 0x43, 0x68, 0x69, + 0x6c, 0x64, 0x28, 0x74, 0x29, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, + 0x6f, 0x6e, 0x20, 0x46, 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x65, 0x29, 0x7b, + 0x76, 0x61, 0x72, 0x20, 0x69, 0x2c, 0x5f, 0x2c, 0x6f, 0x2c, 0x72, 0x3d, + 0x7b, 0x7d, 0x3b, 0x66, 0x6f, 0x72, 0x28, 0x6f, 0x20, 0x69, 0x6e, 0x20, + 0x6e, 0x29, 0x22, 0x6b, 0x65, 0x79, 0x22, 0x3d, 0x3d, 0x6f, 0x3f, 0x69, + 0x3d, 0x6e, 0x5b, 0x6f, 0x5d, 0x3a, 0x22, 0x72, 0x65, 0x66, 0x22, 0x3d, + 0x3d, 0x6f, 0x3f, 0x5f, 0x3d, 0x6e, 0x5b, 0x6f, 0x5d, 0x3a, 0x72, 0x5b, + 0x6f, 0x5d, 0x3d, 0x6e, 0x5b, 0x6f, 0x5d, 0x3b, 0x69, 0x66, 0x28, 0x61, + 0x72, 0x67, 0x75, 0x6d, 0x65, 0x6e, 0x74, 0x73, 0x2e, 0x6c, 0x65, 0x6e, + 0x67, 0x74, 0x68, 0x3e, 0x32, 0x26, 0x26, 0x28, 0x72, 0x2e, 0x63, 0x68, + 0x69, 0x6c, 0x64, 0x72, 0x65, 0x6e, 0x3d, 0x61, 0x72, 0x67, 0x75, 0x6d, + 0x65, 0x6e, 0x74, 0x73, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x3e, + 0x33, 0x3f, 0x6b, 0x2e, 0x63, 0x61, 0x6c, 0x6c, 0x28, 0x61, 0x72, 0x67, + 0x75, 0x6d, 0x65, 0x6e, 0x74, 0x73, 0x2c, 0x32, 0x29, 0x3a, 0x65, 0x29, + 0x2c, 0x22, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x22, 0x3d, + 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x74, 0x26, 0x26, 0x6e, + 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x74, 0x2e, 0x64, 0x65, 0x66, 0x61, 0x75, + 0x6c, 0x74, 0x50, 0x72, 0x6f, 0x70, 0x73, 0x29, 0x66, 0x6f, 0x72, 0x28, + 0x6f, 0x20, 0x69, 0x6e, 0x20, 0x74, 0x2e, 0x64, 0x65, 0x66, 0x61, 0x75, + 0x6c, 0x74, 0x50, 0x72, 0x6f, 0x70, 0x73, 0x29, 0x76, 0x6f, 0x69, 0x64, + 0x20, 0x30, 0x3d, 0x3d, 0x3d, 0x72, 0x5b, 0x6f, 0x5d, 0x26, 0x26, 0x28, + 0x72, 0x5b, 0x6f, 0x5d, 0x3d, 0x74, 0x2e, 0x64, 0x65, 0x66, 0x61, 0x75, + 0x6c, 0x74, 0x50, 0x72, 0x6f, 0x70, 0x73, 0x5b, 0x6f, 0x5d, 0x29, 0x3b, + 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x4d, 0x28, 0x74, 0x2c, 0x72, + 0x2c, 0x69, 0x2c, 0x5f, 0x2c, 0x6e, 0x75, 0x6c, 0x6c, 0x29, 0x7d, 0x66, + 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x4d, 0x28, 0x74, 0x2c, + 0x6e, 0x2c, 0x65, 0x2c, 0x69, 0x2c, 0x5f, 0x29, 0x7b, 0x76, 0x61, 0x72, + 0x20, 0x6f, 0x3d, 0x7b, 0x74, 0x79, 0x70, 0x65, 0x3a, 0x74, 0x2c, 0x70, + 0x72, 0x6f, 0x70, 0x73, 0x3a, 0x6e, 0x2c, 0x6b, 0x65, 0x79, 0x3a, 0x65, + 0x2c, 0x72, 0x65, 0x66, 0x3a, 0x69, 0x2c, 0x5f, 0x5f, 0x6b, 0x3a, 0x6e, + 0x75, 0x6c, 0x6c, 0x2c, 0x5f, 0x5f, 0x3a, 0x6e, 0x75, 0x6c, 0x6c, 0x2c, + 0x5f, 0x5f, 0x62, 0x3a, 0x30, 0x2c, 0x5f, 0x5f, 0x65, 0x3a, 0x6e, 0x75, + 0x6c, 0x6c, 0x2c, 0x5f, 0x5f, 0x64, 0x3a, 0x76, 0x6f, 0x69, 0x64, 0x20, + 0x30, 0x2c, 0x5f, 0x5f, 0x63, 0x3a, 0x6e, 0x75, 0x6c, 0x6c, 0x2c, 0x5f, + 0x5f, 0x68, 0x3a, 0x6e, 0x75, 0x6c, 0x6c, 0x2c, 0x63, 0x6f, 0x6e, 0x73, + 0x74, 0x72, 0x75, 0x63, 0x74, 0x6f, 0x72, 0x3a, 0x76, 0x6f, 0x69, 0x64, + 0x20, 0x30, 0x2c, 0x5f, 0x5f, 0x76, 0x3a, 0x6e, 0x75, 0x6c, 0x6c, 0x3d, + 0x3d, 0x5f, 0x3f, 0x2b, 0x2b, 0x78, 0x3a, 0x5f, 0x7d, 0x3b, 0x72, 0x65, + 0x74, 0x75, 0x72, 0x6e, 0x20, 0x6e, 0x75, 0x6c, 0x6c, 0x3d, 0x3d, 0x5f, + 0x26, 0x26, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x53, 0x2e, 0x76, 0x6e, + 0x6f, 0x64, 0x65, 0x26, 0x26, 0x53, 0x2e, 0x76, 0x6e, 0x6f, 0x64, 0x65, + 0x28, 0x6f, 0x29, 0x2c, 0x6f, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, + 0x6f, 0x6e, 0x20, 0x57, 0x28, 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, 0x72, + 0x6e, 0x7b, 0x63, 0x75, 0x72, 0x72, 0x65, 0x6e, 0x74, 0x3a, 0x6e, 0x75, + 0x6c, 0x6c, 0x7d, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x20, 0x4f, 0x28, 0x74, 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, + 0x20, 0x74, 0x2e, 0x63, 0x68, 0x69, 0x6c, 0x64, 0x72, 0x65, 0x6e, 0x7d, + 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x4c, 0x28, 0x74, + 0x2c, 0x6e, 0x29, 0x7b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x70, 0x72, 0x6f, + 0x70, 0x73, 0x3d, 0x74, 0x2c, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x63, 0x6f, + 0x6e, 0x74, 0x65, 0x78, 0x74, 0x3d, 0x6e, 0x7d, 0x66, 0x75, 0x6e, 0x63, + 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x52, 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x7b, + 0x69, 0x66, 0x28, 0x6e, 0x75, 0x6c, 0x6c, 0x3d, 0x3d, 0x6e, 0x29, 0x72, + 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, 0x2e, 0x5f, 0x5f, 0x3f, 0x52, + 0x28, 0x74, 0x2e, 0x5f, 0x5f, 0x2c, 0x74, 0x2e, 0x5f, 0x5f, 0x2e, 0x5f, + 0x5f, 0x6b, 0x2e, 0x69, 0x6e, 0x64, 0x65, 0x78, 0x4f, 0x66, 0x28, 0x74, + 0x29, 0x2b, 0x31, 0x29, 0x3a, 0x6e, 0x75, 0x6c, 0x6c, 0x3b, 0x66, 0x6f, + 0x72, 0x28, 0x76, 0x61, 0x72, 0x20, 0x65, 0x3b, 0x6e, 0x3c, 0x74, 0x2e, + 0x5f, 0x5f, 0x6b, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x3b, 0x6e, + 0x2b, 0x2b, 0x29, 0x69, 0x66, 0x28, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, + 0x28, 0x65, 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x6b, 0x5b, 0x6e, 0x5d, 0x29, + 0x26, 0x26, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x65, 0x2e, 0x5f, 0x5f, + 0x65, 0x29, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x65, 0x2e, 0x5f, + 0x5f, 0x65, 0x3b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x22, 0x66, 0x75, + 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x22, 0x3d, 0x3d, 0x74, 0x79, 0x70, + 0x65, 0x6f, 0x66, 0x20, 0x74, 0x2e, 0x74, 0x79, 0x70, 0x65, 0x3f, 0x52, + 0x28, 0x74, 0x29, 0x3a, 0x6e, 0x75, 0x6c, 0x6c, 0x7d, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x49, 0x28, 0x74, 0x29, 0x7b, 0x76, + 0x61, 0x72, 0x20, 0x6e, 0x2c, 0x65, 0x3b, 0x69, 0x66, 0x28, 0x6e, 0x75, + 0x6c, 0x6c, 0x21, 0x3d, 0x28, 0x74, 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x29, + 0x26, 0x26, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x74, 0x2e, 0x5f, 0x5f, + 0x63, 0x29, 0x7b, 0x66, 0x6f, 0x72, 0x28, 0x74, 0x2e, 0x5f, 0x5f, 0x65, + 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x63, 0x2e, 0x62, 0x61, 0x73, 0x65, 0x3d, + 0x6e, 0x75, 0x6c, 0x6c, 0x2c, 0x6e, 0x3d, 0x30, 0x3b, 0x6e, 0x3c, 0x74, + 0x2e, 0x5f, 0x5f, 0x6b, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x3b, + 0x6e, 0x2b, 0x2b, 0x29, 0x69, 0x66, 0x28, 0x6e, 0x75, 0x6c, 0x6c, 0x21, + 0x3d, 0x28, 0x65, 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x6b, 0x5b, 0x6e, 0x5d, + 0x29, 0x26, 0x26, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x65, 0x2e, 0x5f, + 0x5f, 0x65, 0x29, 0x7b, 0x74, 0x2e, 0x5f, 0x5f, 0x65, 0x3d, 0x74, 0x2e, + 0x5f, 0x5f, 0x63, 0x2e, 0x62, 0x61, 0x73, 0x65, 0x3d, 0x65, 0x2e, 0x5f, + 0x5f, 0x65, 0x3b, 0x62, 0x72, 0x65, 0x61, 0x6b, 0x7d, 0x72, 0x65, 0x74, + 0x75, 0x72, 0x6e, 0x20, 0x49, 0x28, 0x74, 0x29, 0x7d, 0x7d, 0x66, 0x75, + 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x6a, 0x28, 0x74, 0x29, 0x7b, + 0x28, 0x21, 0x74, 0x2e, 0x5f, 0x5f, 0x64, 0x26, 0x26, 0x28, 0x74, 0x2e, + 0x5f, 0x5f, 0x64, 0x3d, 0x21, 0x30, 0x29, 0x26, 0x26, 0x43, 0x2e, 0x70, + 0x75, 0x73, 0x68, 0x28, 0x74, 0x29, 0x26, 0x26, 0x21, 0x71, 0x2e, 0x5f, + 0x5f, 0x72, 0x2b, 0x2b, 0x7c, 0x7c, 0x45, 0x21, 0x3d, 0x3d, 0x53, 0x2e, + 0x64, 0x65, 0x62, 0x6f, 0x75, 0x6e, 0x63, 0x65, 0x52, 0x65, 0x6e, 0x64, + 0x65, 0x72, 0x69, 0x6e, 0x67, 0x29, 0x26, 0x26, 0x28, 0x28, 0x45, 0x3d, + 0x53, 0x2e, 0x64, 0x65, 0x62, 0x6f, 0x75, 0x6e, 0x63, 0x65, 0x52, 0x65, + 0x6e, 0x64, 0x65, 0x72, 0x69, 0x6e, 0x67, 0x29, 0x7c, 0x7c, 0x55, 0x29, + 0x28, 0x71, 0x29, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x20, 0x71, 0x28, 0x29, 0x7b, 0x76, 0x61, 0x72, 0x20, 0x74, 0x2c, 0x6e, + 0x2c, 0x65, 0x2c, 0x69, 0x2c, 0x5f, 0x2c, 0x6f, 0x2c, 0x72, 0x2c, 0x75, + 0x3b, 0x66, 0x6f, 0x72, 0x28, 0x43, 0x2e, 0x73, 0x6f, 0x72, 0x74, 0x28, + 0x48, 0x29, 0x3b, 0x74, 0x3d, 0x43, 0x2e, 0x73, 0x68, 0x69, 0x66, 0x74, + 0x28, 0x29, 0x3b, 0x29, 0x74, 0x2e, 0x5f, 0x5f, 0x64, 0x26, 0x26, 0x28, + 0x6e, 0x3d, 0x43, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x2c, 0x69, + 0x3d, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x2c, 0x5f, 0x3d, 0x76, 0x6f, + 0x69, 0x64, 0x20, 0x30, 0x2c, 0x72, 0x3d, 0x28, 0x6f, 0x3d, 0x28, 0x65, + 0x3d, 0x74, 0x29, 0x2e, 0x5f, 0x5f, 0x76, 0x29, 0x2e, 0x5f, 0x5f, 0x65, + 0x2c, 0x28, 0x75, 0x3d, 0x65, 0x2e, 0x5f, 0x5f, 0x50, 0x29, 0x26, 0x26, + 0x28, 0x69, 0x3d, 0x5b, 0x5d, 0x2c, 0x28, 0x5f, 0x3d, 0x56, 0x28, 0x7b, + 0x7d, 0x2c, 0x6f, 0x29, 0x29, 0x2e, 0x5f, 0x5f, 0x76, 0x3d, 0x6f, 0x2e, + 0x5f, 0x5f, 0x76, 0x2b, 0x31, 0x2c, 0x6e, 0x74, 0x28, 0x75, 0x2c, 0x6f, + 0x2c, 0x5f, 0x2c, 0x65, 0x2e, 0x5f, 0x5f, 0x6e, 0x2c, 0x76, 0x6f, 0x69, + 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x75, 0x2e, 0x6f, 0x77, 0x6e, 0x65, + 0x72, 0x53, 0x56, 0x47, 0x45, 0x6c, 0x65, 0x6d, 0x65, 0x6e, 0x74, 0x2c, + 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x6f, 0x2e, 0x5f, 0x5f, 0x68, 0x3f, + 0x5b, 0x72, 0x5d, 0x3a, 0x6e, 0x75, 0x6c, 0x6c, 0x2c, 0x69, 0x2c, 0x6e, + 0x75, 0x6c, 0x6c, 0x3d, 0x3d, 0x72, 0x3f, 0x52, 0x28, 0x6f, 0x29, 0x3a, + 0x72, 0x2c, 0x6f, 0x2e, 0x5f, 0x5f, 0x68, 0x29, 0x2c, 0x65, 0x74, 0x28, + 0x69, 0x2c, 0x6f, 0x29, 0x2c, 0x6f, 0x2e, 0x5f, 0x5f, 0x65, 0x21, 0x3d, + 0x72, 0x26, 0x26, 0x49, 0x28, 0x6f, 0x29, 0x29, 0x2c, 0x43, 0x2e, 0x6c, + 0x65, 0x6e, 0x67, 0x74, 0x68, 0x3e, 0x6e, 0x26, 0x26, 0x43, 0x2e, 0x73, + 0x6f, 0x72, 0x74, 0x28, 0x48, 0x29, 0x29, 0x3b, 0x71, 0x2e, 0x5f, 0x5f, + 0x72, 0x3d, 0x30, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x20, 0x42, 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x65, 0x2c, 0x69, 0x2c, 0x5f, + 0x2c, 0x6f, 0x2c, 0x72, 0x2c, 0x75, 0x2c, 0x6c, 0x2c, 0x66, 0x29, 0x7b, + 0x76, 0x61, 0x72, 0x20, 0x73, 0x2c, 0x63, 0x2c, 0x68, 0x2c, 0x61, 0x2c, + 0x70, 0x2c, 0x64, 0x2c, 0x76, 0x2c, 0x79, 0x3d, 0x69, 0x26, 0x26, 0x69, + 0x2e, 0x5f, 0x5f, 0x6b, 0x7c, 0x7c, 0x44, 0x2c, 0x6d, 0x3d, 0x79, 0x2e, + 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x3b, 0x66, 0x6f, 0x72, 0x28, 0x65, + 0x2e, 0x5f, 0x5f, 0x6b, 0x3d, 0x5b, 0x5d, 0x2c, 0x73, 0x3d, 0x30, 0x3b, + 0x73, 0x3c, 0x6e, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x3b, 0x73, + 0x2b, 0x2b, 0x29, 0x69, 0x66, 0x28, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, + 0x28, 0x61, 0x3d, 0x65, 0x2e, 0x5f, 0x5f, 0x6b, 0x5b, 0x73, 0x5d, 0x3d, + 0x6e, 0x75, 0x6c, 0x6c, 0x3d, 0x3d, 0x28, 0x61, 0x3d, 0x6e, 0x5b, 0x73, + 0x5d, 0x29, 0x7c, 0x7c, 0x22, 0x62, 0x6f, 0x6f, 0x6c, 0x65, 0x61, 0x6e, + 0x22, 0x3d, 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x61, 0x7c, + 0x7c, 0x22, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x22, 0x3d, + 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x61, 0x3f, 0x6e, 0x75, + 0x6c, 0x6c, 0x3a, 0x22, 0x73, 0x74, 0x72, 0x69, 0x6e, 0x67, 0x22, 0x3d, + 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x61, 0x7c, 0x7c, 0x22, + 0x6e, 0x75, 0x6d, 0x62, 0x65, 0x72, 0x22, 0x3d, 0x3d, 0x74, 0x79, 0x70, + 0x65, 0x6f, 0x66, 0x20, 0x61, 0x7c, 0x7c, 0x22, 0x62, 0x69, 0x67, 0x69, + 0x6e, 0x74, 0x22, 0x3d, 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, + 0x61, 0x3f, 0x4d, 0x28, 0x6e, 0x75, 0x6c, 0x6c, 0x2c, 0x61, 0x2c, 0x6e, + 0x75, 0x6c, 0x6c, 0x2c, 0x6e, 0x75, 0x6c, 0x6c, 0x2c, 0x61, 0x29, 0x3a, + 0x54, 0x28, 0x61, 0x29, 0x3f, 0x4d, 0x28, 0x4f, 0x2c, 0x7b, 0x63, 0x68, + 0x69, 0x6c, 0x64, 0x72, 0x65, 0x6e, 0x3a, 0x61, 0x7d, 0x2c, 0x6e, 0x75, + 0x6c, 0x6c, 0x2c, 0x6e, 0x75, 0x6c, 0x6c, 0x2c, 0x6e, 0x75, 0x6c, 0x6c, + 0x29, 0x3a, 0x61, 0x2e, 0x5f, 0x5f, 0x62, 0x3e, 0x30, 0x3f, 0x4d, 0x28, + 0x61, 0x2e, 0x74, 0x79, 0x70, 0x65, 0x2c, 0x61, 0x2e, 0x70, 0x72, 0x6f, + 0x70, 0x73, 0x2c, 0x61, 0x2e, 0x6b, 0x65, 0x79, 0x2c, 0x61, 0x2e, 0x72, + 0x65, 0x66, 0x3f, 0x61, 0x2e, 0x72, 0x65, 0x66, 0x3a, 0x6e, 0x75, 0x6c, + 0x6c, 0x2c, 0x61, 0x2e, 0x5f, 0x5f, 0x76, 0x29, 0x3a, 0x61, 0x29, 0x29, + 0x7b, 0x69, 0x66, 0x28, 0x61, 0x2e, 0x5f, 0x5f, 0x3d, 0x65, 0x2c, 0x61, + 0x2e, 0x5f, 0x5f, 0x62, 0x3d, 0x65, 0x2e, 0x5f, 0x5f, 0x62, 0x2b, 0x31, + 0x2c, 0x6e, 0x75, 0x6c, 0x6c, 0x3d, 0x3d, 0x3d, 0x28, 0x68, 0x3d, 0x79, + 0x5b, 0x73, 0x5d, 0x29, 0x7c, 0x7c, 0x68, 0x26, 0x26, 0x61, 0x2e, 0x6b, + 0x65, 0x79, 0x3d, 0x3d, 0x68, 0x2e, 0x6b, 0x65, 0x79, 0x26, 0x26, 0x61, + 0x2e, 0x74, 0x79, 0x70, 0x65, 0x3d, 0x3d, 0x3d, 0x68, 0x2e, 0x74, 0x79, + 0x70, 0x65, 0x29, 0x79, 0x5b, 0x73, 0x5d, 0x3d, 0x76, 0x6f, 0x69, 0x64, + 0x20, 0x30, 0x3b, 0x65, 0x6c, 0x73, 0x65, 0x20, 0x66, 0x6f, 0x72, 0x28, + 0x63, 0x3d, 0x30, 0x3b, 0x63, 0x3c, 0x6d, 0x3b, 0x63, 0x2b, 0x2b, 0x29, + 0x7b, 0x69, 0x66, 0x28, 0x28, 0x68, 0x3d, 0x79, 0x5b, 0x63, 0x5d, 0x29, + 0x26, 0x26, 0x61, 0x2e, 0x6b, 0x65, 0x79, 0x3d, 0x3d, 0x68, 0x2e, 0x6b, + 0x65, 0x79, 0x26, 0x26, 0x61, 0x2e, 0x74, 0x79, 0x70, 0x65, 0x3d, 0x3d, + 0x3d, 0x68, 0x2e, 0x74, 0x79, 0x70, 0x65, 0x29, 0x7b, 0x79, 0x5b, 0x63, + 0x5d, 0x3d, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x3b, 0x62, 0x72, 0x65, + 0x61, 0x6b, 0x7d, 0x68, 0x3d, 0x6e, 0x75, 0x6c, 0x6c, 0x7d, 0x6e, 0x74, + 0x28, 0x74, 0x2c, 0x61, 0x2c, 0x68, 0x3d, 0x68, 0x7c, 0x7c, 0x50, 0x2c, + 0x5f, 0x2c, 0x6f, 0x2c, 0x72, 0x2c, 0x75, 0x2c, 0x6c, 0x2c, 0x66, 0x29, + 0x2c, 0x70, 0x3d, 0x61, 0x2e, 0x5f, 0x5f, 0x65, 0x2c, 0x28, 0x63, 0x3d, + 0x61, 0x2e, 0x72, 0x65, 0x66, 0x29, 0x26, 0x26, 0x68, 0x2e, 0x72, 0x65, + 0x66, 0x21, 0x3d, 0x63, 0x26, 0x26, 0x28, 0x76, 0x7c, 0x7c, 0x28, 0x76, + 0x3d, 0x5b, 0x5d, 0x29, 0x2c, 0x68, 0x2e, 0x72, 0x65, 0x66, 0x26, 0x26, + 0x76, 0x2e, 0x70, 0x75, 0x73, 0x68, 0x28, 0x68, 0x2e, 0x72, 0x65, 0x66, + 0x2c, 0x6e, 0x75, 0x6c, 0x6c, 0x2c, 0x61, 0x29, 0x2c, 0x76, 0x2e, 0x70, + 0x75, 0x73, 0x68, 0x28, 0x63, 0x2c, 0x61, 0x2e, 0x5f, 0x5f, 0x63, 0x7c, + 0x7c, 0x70, 0x2c, 0x61, 0x29, 0x29, 0x2c, 0x6e, 0x75, 0x6c, 0x6c, 0x21, + 0x3d, 0x70, 0x3f, 0x28, 0x6e, 0x75, 0x6c, 0x6c, 0x3d, 0x3d, 0x64, 0x26, + 0x26, 0x28, 0x64, 0x3d, 0x70, 0x29, 0x2c, 0x22, 0x66, 0x75, 0x6e, 0x63, + 0x74, 0x69, 0x6f, 0x6e, 0x22, 0x3d, 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, + 0x66, 0x20, 0x61, 0x2e, 0x74, 0x79, 0x70, 0x65, 0x26, 0x26, 0x61, 0x2e, + 0x5f, 0x5f, 0x6b, 0x3d, 0x3d, 0x3d, 0x68, 0x2e, 0x5f, 0x5f, 0x6b, 0x3f, + 0x61, 0x2e, 0x5f, 0x5f, 0x64, 0x3d, 0x6c, 0x3d, 0x47, 0x28, 0x61, 0x2c, + 0x6c, 0x2c, 0x74, 0x29, 0x3a, 0x6c, 0x3d, 0x4a, 0x28, 0x74, 0x2c, 0x61, + 0x2c, 0x68, 0x2c, 0x79, 0x2c, 0x70, 0x2c, 0x6c, 0x29, 0x2c, 0x22, 0x66, + 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x22, 0x3d, 0x3d, 0x74, 0x79, + 0x70, 0x65, 0x6f, 0x66, 0x20, 0x65, 0x2e, 0x74, 0x79, 0x70, 0x65, 0x26, + 0x26, 0x28, 0x65, 0x2e, 0x5f, 0x5f, 0x64, 0x3d, 0x6c, 0x29, 0x29, 0x3a, + 0x6c, 0x26, 0x26, 0x68, 0x2e, 0x5f, 0x5f, 0x65, 0x3d, 0x3d, 0x6c, 0x26, + 0x26, 0x6c, 0x2e, 0x70, 0x61, 0x72, 0x65, 0x6e, 0x74, 0x4e, 0x6f, 0x64, + 0x65, 0x21, 0x3d, 0x74, 0x26, 0x26, 0x28, 0x6c, 0x3d, 0x52, 0x28, 0x68, + 0x29, 0x29, 0x7d, 0x66, 0x6f, 0x72, 0x28, 0x65, 0x2e, 0x5f, 0x5f, 0x65, + 0x3d, 0x64, 0x2c, 0x73, 0x3d, 0x6d, 0x3b, 0x73, 0x2d, 0x2d, 0x3b, 0x29, + 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x79, 0x5b, 0x73, 0x5d, 0x26, 0x26, + 0x28, 0x22, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x22, 0x3d, + 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x65, 0x2e, 0x74, 0x79, + 0x70, 0x65, 0x26, 0x26, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x79, 0x5b, + 0x73, 0x5d, 0x2e, 0x5f, 0x5f, 0x65, 0x26, 0x26, 0x79, 0x5b, 0x73, 0x5d, + 0x2e, 0x5f, 0x5f, 0x65, 0x3d, 0x3d, 0x65, 0x2e, 0x5f, 0x5f, 0x64, 0x26, + 0x26, 0x28, 0x65, 0x2e, 0x5f, 0x5f, 0x64, 0x3d, 0x4b, 0x28, 0x69, 0x29, + 0x2e, 0x6e, 0x65, 0x78, 0x74, 0x53, 0x69, 0x62, 0x6c, 0x69, 0x6e, 0x67, + 0x29, 0x2c, 0x6f, 0x74, 0x28, 0x79, 0x5b, 0x73, 0x5d, 0x2c, 0x79, 0x5b, + 0x73, 0x5d, 0x29, 0x29, 0x3b, 0x69, 0x66, 0x28, 0x76, 0x29, 0x66, 0x6f, + 0x72, 0x28, 0x73, 0x3d, 0x30, 0x3b, 0x73, 0x3c, 0x76, 0x2e, 0x6c, 0x65, + 0x6e, 0x67, 0x74, 0x68, 0x3b, 0x73, 0x2b, 0x2b, 0x29, 0x5f, 0x74, 0x28, + 0x76, 0x5b, 0x73, 0x5d, 0x2c, 0x76, 0x5b, 0x2b, 0x2b, 0x73, 0x5d, 0x2c, + 0x76, 0x5b, 0x2b, 0x2b, 0x73, 0x5d, 0x29, 0x7d, 0x66, 0x75, 0x6e, 0x63, + 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x47, 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x65, + 0x29, 0x7b, 0x66, 0x6f, 0x72, 0x28, 0x76, 0x61, 0x72, 0x20, 0x69, 0x2c, + 0x5f, 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x6b, 0x2c, 0x6f, 0x3d, 0x30, 0x3b, + 0x5f, 0x26, 0x26, 0x6f, 0x3c, 0x5f, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, + 0x68, 0x3b, 0x6f, 0x2b, 0x2b, 0x29, 0x28, 0x69, 0x3d, 0x5f, 0x5b, 0x6f, + 0x5d, 0x29, 0x26, 0x26, 0x28, 0x69, 0x2e, 0x5f, 0x5f, 0x3d, 0x74, 0x2c, + 0x6e, 0x3d, 0x22, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x22, + 0x3d, 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x69, 0x2e, 0x74, + 0x79, 0x70, 0x65, 0x3f, 0x47, 0x28, 0x69, 0x2c, 0x6e, 0x2c, 0x65, 0x29, + 0x3a, 0x4a, 0x28, 0x65, 0x2c, 0x69, 0x2c, 0x69, 0x2c, 0x5f, 0x2c, 0x69, + 0x2e, 0x5f, 0x5f, 0x65, 0x2c, 0x6e, 0x29, 0x29, 0x3b, 0x72, 0x65, 0x74, + 0x75, 0x72, 0x6e, 0x20, 0x6e, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, + 0x6f, 0x6e, 0x20, 0x7a, 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x7b, 0x72, 0x65, + 0x74, 0x75, 0x72, 0x6e, 0x20, 0x6e, 0x3d, 0x6e, 0x7c, 0x7c, 0x5b, 0x5d, + 0x2c, 0x6e, 0x75, 0x6c, 0x6c, 0x3d, 0x3d, 0x74, 0x7c, 0x7c, 0x22, 0x62, + 0x6f, 0x6f, 0x6c, 0x65, 0x61, 0x6e, 0x22, 0x3d, 0x3d, 0x74, 0x79, 0x70, + 0x65, 0x6f, 0x66, 0x20, 0x74, 0x7c, 0x7c, 0x28, 0x54, 0x28, 0x74, 0x29, + 0x3f, 0x74, 0x2e, 0x73, 0x6f, 0x6d, 0x65, 0x28, 0x28, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x7a, 0x28, 0x74, + 0x2c, 0x6e, 0x29, 0x7d, 0x29, 0x29, 0x3a, 0x6e, 0x2e, 0x70, 0x75, 0x73, + 0x68, 0x28, 0x74, 0x29, 0x29, 0x2c, 0x6e, 0x7d, 0x66, 0x75, 0x6e, 0x63, + 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x4a, 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x65, + 0x2c, 0x69, 0x2c, 0x5f, 0x2c, 0x6f, 0x29, 0x7b, 0x76, 0x61, 0x72, 0x20, + 0x72, 0x2c, 0x75, 0x2c, 0x6c, 0x3b, 0x69, 0x66, 0x28, 0x76, 0x6f, 0x69, + 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x6e, 0x2e, 0x5f, 0x5f, 0x64, 0x29, + 0x72, 0x3d, 0x6e, 0x2e, 0x5f, 0x5f, 0x64, 0x2c, 0x6e, 0x2e, 0x5f, 0x5f, + 0x64, 0x3d, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x3b, 0x65, 0x6c, 0x73, + 0x65, 0x20, 0x69, 0x66, 0x28, 0x6e, 0x75, 0x6c, 0x6c, 0x3d, 0x3d, 0x65, + 0x7c, 0x7c, 0x5f, 0x21, 0x3d, 0x6f, 0x7c, 0x7c, 0x6e, 0x75, 0x6c, 0x6c, + 0x3d, 0x3d, 0x5f, 0x2e, 0x70, 0x61, 0x72, 0x65, 0x6e, 0x74, 0x4e, 0x6f, + 0x64, 0x65, 0x29, 0x74, 0x3a, 0x69, 0x66, 0x28, 0x6e, 0x75, 0x6c, 0x6c, + 0x3d, 0x3d, 0x6f, 0x7c, 0x7c, 0x6f, 0x2e, 0x70, 0x61, 0x72, 0x65, 0x6e, + 0x74, 0x4e, 0x6f, 0x64, 0x65, 0x21, 0x3d, 0x3d, 0x74, 0x29, 0x74, 0x2e, + 0x61, 0x70, 0x70, 0x65, 0x6e, 0x64, 0x43, 0x68, 0x69, 0x6c, 0x64, 0x28, + 0x5f, 0x29, 0x2c, 0x72, 0x3d, 0x6e, 0x75, 0x6c, 0x6c, 0x3b, 0x65, 0x6c, + 0x73, 0x65, 0x7b, 0x66, 0x6f, 0x72, 0x28, 0x75, 0x3d, 0x6f, 0x2c, 0x6c, + 0x3d, 0x30, 0x3b, 0x28, 0x75, 0x3d, 0x75, 0x2e, 0x6e, 0x65, 0x78, 0x74, + 0x53, 0x69, 0x62, 0x6c, 0x69, 0x6e, 0x67, 0x29, 0x26, 0x26, 0x6c, 0x3c, + 0x69, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x3b, 0x6c, 0x2b, 0x3d, + 0x31, 0x29, 0x69, 0x66, 0x28, 0x75, 0x3d, 0x3d, 0x5f, 0x29, 0x62, 0x72, + 0x65, 0x61, 0x6b, 0x20, 0x74, 0x3b, 0x74, 0x2e, 0x69, 0x6e, 0x73, 0x65, + 0x72, 0x74, 0x42, 0x65, 0x66, 0x6f, 0x72, 0x65, 0x28, 0x5f, 0x2c, 0x6f, + 0x29, 0x2c, 0x72, 0x3d, 0x6f, 0x7d, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, + 0x20, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x72, 0x3f, + 0x72, 0x3a, 0x5f, 0x2e, 0x6e, 0x65, 0x78, 0x74, 0x53, 0x69, 0x62, 0x6c, + 0x69, 0x6e, 0x67, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x20, 0x4b, 0x28, 0x74, 0x29, 0x7b, 0x76, 0x61, 0x72, 0x20, 0x6e, 0x2c, + 0x65, 0x2c, 0x69, 0x3b, 0x69, 0x66, 0x28, 0x6e, 0x75, 0x6c, 0x6c, 0x3d, + 0x3d, 0x74, 0x2e, 0x74, 0x79, 0x70, 0x65, 0x7c, 0x7c, 0x22, 0x73, 0x74, + 0x72, 0x69, 0x6e, 0x67, 0x22, 0x3d, 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, + 0x66, 0x20, 0x74, 0x2e, 0x74, 0x79, 0x70, 0x65, 0x29, 0x72, 0x65, 0x74, + 0x75, 0x72, 0x6e, 0x20, 0x74, 0x2e, 0x5f, 0x5f, 0x65, 0x3b, 0x69, 0x66, + 0x28, 0x74, 0x2e, 0x5f, 0x5f, 0x6b, 0x29, 0x66, 0x6f, 0x72, 0x28, 0x6e, + 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x6b, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, + 0x68, 0x2d, 0x31, 0x3b, 0x6e, 0x3e, 0x3d, 0x30, 0x3b, 0x6e, 0x2d, 0x2d, + 0x29, 0x69, 0x66, 0x28, 0x28, 0x65, 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x6b, + 0x5b, 0x6e, 0x5d, 0x29, 0x26, 0x26, 0x28, 0x69, 0x3d, 0x4b, 0x28, 0x65, + 0x29, 0x29, 0x29, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x69, 0x3b, + 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x6e, 0x75, 0x6c, 0x6c, 0x7d, + 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x51, 0x28, 0x74, + 0x2c, 0x6e, 0x2c, 0x65, 0x2c, 0x69, 0x2c, 0x5f, 0x29, 0x7b, 0x76, 0x61, + 0x72, 0x20, 0x6f, 0x3b, 0x66, 0x6f, 0x72, 0x28, 0x6f, 0x20, 0x69, 0x6e, + 0x20, 0x65, 0x29, 0x22, 0x63, 0x68, 0x69, 0x6c, 0x64, 0x72, 0x65, 0x6e, + 0x22, 0x3d, 0x3d, 0x3d, 0x6f, 0x7c, 0x7c, 0x22, 0x6b, 0x65, 0x79, 0x22, + 0x3d, 0x3d, 0x3d, 0x6f, 0x7c, 0x7c, 0x6f, 0x20, 0x69, 0x6e, 0x20, 0x6e, + 0x7c, 0x7c, 0x59, 0x28, 0x74, 0x2c, 0x6f, 0x2c, 0x6e, 0x75, 0x6c, 0x6c, + 0x2c, 0x65, 0x5b, 0x6f, 0x5d, 0x2c, 0x69, 0x29, 0x3b, 0x66, 0x6f, 0x72, + 0x28, 0x6f, 0x20, 0x69, 0x6e, 0x20, 0x6e, 0x29, 0x5f, 0x26, 0x26, 0x22, + 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x22, 0x21, 0x3d, 0x74, + 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x6e, 0x5b, 0x6f, 0x5d, 0x7c, 0x7c, + 0x22, 0x63, 0x68, 0x69, 0x6c, 0x64, 0x72, 0x65, 0x6e, 0x22, 0x3d, 0x3d, + 0x3d, 0x6f, 0x7c, 0x7c, 0x22, 0x6b, 0x65, 0x79, 0x22, 0x3d, 0x3d, 0x3d, + 0x6f, 0x7c, 0x7c, 0x22, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x22, 0x3d, 0x3d, + 0x3d, 0x6f, 0x7c, 0x7c, 0x22, 0x63, 0x68, 0x65, 0x63, 0x6b, 0x65, 0x64, + 0x22, 0x3d, 0x3d, 0x3d, 0x6f, 0x7c, 0x7c, 0x65, 0x5b, 0x6f, 0x5d, 0x3d, + 0x3d, 0x3d, 0x6e, 0x5b, 0x6f, 0x5d, 0x7c, 0x7c, 0x59, 0x28, 0x74, 0x2c, + 0x6f, 0x2c, 0x6e, 0x5b, 0x6f, 0x5d, 0x2c, 0x65, 0x5b, 0x6f, 0x5d, 0x2c, + 0x69, 0x29, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, + 0x58, 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x65, 0x29, 0x7b, 0x22, 0x2d, 0x22, + 0x3d, 0x3d, 0x3d, 0x6e, 0x5b, 0x30, 0x5d, 0x3f, 0x74, 0x2e, 0x73, 0x65, + 0x74, 0x50, 0x72, 0x6f, 0x70, 0x65, 0x72, 0x74, 0x79, 0x28, 0x6e, 0x2c, + 0x6e, 0x75, 0x6c, 0x6c, 0x3d, 0x3d, 0x65, 0x3f, 0x22, 0x22, 0x3a, 0x65, + 0x29, 0x3a, 0x74, 0x5b, 0x6e, 0x5d, 0x3d, 0x6e, 0x75, 0x6c, 0x6c, 0x3d, + 0x3d, 0x65, 0x3f, 0x22, 0x22, 0x3a, 0x22, 0x6e, 0x75, 0x6d, 0x62, 0x65, + 0x72, 0x22, 0x21, 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x65, + 0x7c, 0x7c, 0x24, 0x2e, 0x74, 0x65, 0x73, 0x74, 0x28, 0x6e, 0x29, 0x3f, + 0x65, 0x3a, 0x65, 0x2b, 0x22, 0x70, 0x78, 0x22, 0x7d, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x59, 0x28, 0x74, 0x2c, 0x6e, 0x2c, + 0x65, 0x2c, 0x69, 0x2c, 0x5f, 0x29, 0x7b, 0x76, 0x61, 0x72, 0x20, 0x6f, + 0x3b, 0x74, 0x3a, 0x69, 0x66, 0x28, 0x22, 0x73, 0x74, 0x79, 0x6c, 0x65, + 0x22, 0x3d, 0x3d, 0x3d, 0x6e, 0x29, 0x69, 0x66, 0x28, 0x22, 0x73, 0x74, + 0x72, 0x69, 0x6e, 0x67, 0x22, 0x3d, 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, + 0x66, 0x20, 0x65, 0x29, 0x74, 0x2e, 0x73, 0x74, 0x79, 0x6c, 0x65, 0x2e, + 0x63, 0x73, 0x73, 0x54, 0x65, 0x78, 0x74, 0x3d, 0x65, 0x3b, 0x65, 0x6c, + 0x73, 0x65, 0x7b, 0x69, 0x66, 0x28, 0x22, 0x73, 0x74, 0x72, 0x69, 0x6e, + 0x67, 0x22, 0x3d, 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x69, + 0x26, 0x26, 0x28, 0x74, 0x2e, 0x73, 0x74, 0x79, 0x6c, 0x65, 0x2e, 0x63, + 0x73, 0x73, 0x54, 0x65, 0x78, 0x74, 0x3d, 0x69, 0x3d, 0x22, 0x22, 0x29, + 0x2c, 0x69, 0x29, 0x66, 0x6f, 0x72, 0x28, 0x6e, 0x20, 0x69, 0x6e, 0x20, + 0x69, 0x29, 0x65, 0x26, 0x26, 0x6e, 0x20, 0x69, 0x6e, 0x20, 0x65, 0x7c, + 0x7c, 0x58, 0x28, 0x74, 0x2e, 0x73, 0x74, 0x79, 0x6c, 0x65, 0x2c, 0x6e, + 0x2c, 0x22, 0x22, 0x29, 0x3b, 0x69, 0x66, 0x28, 0x65, 0x29, 0x66, 0x6f, + 0x72, 0x28, 0x6e, 0x20, 0x69, 0x6e, 0x20, 0x65, 0x29, 0x69, 0x26, 0x26, + 0x65, 0x5b, 0x6e, 0x5d, 0x3d, 0x3d, 0x3d, 0x69, 0x5b, 0x6e, 0x5d, 0x7c, + 0x7c, 0x58, 0x28, 0x74, 0x2e, 0x73, 0x74, 0x79, 0x6c, 0x65, 0x2c, 0x6e, + 0x2c, 0x65, 0x5b, 0x6e, 0x5d, 0x29, 0x7d, 0x65, 0x6c, 0x73, 0x65, 0x20, + 0x69, 0x66, 0x28, 0x22, 0x6f, 0x22, 0x3d, 0x3d, 0x3d, 0x6e, 0x5b, 0x30, + 0x5d, 0x26, 0x26, 0x22, 0x6e, 0x22, 0x3d, 0x3d, 0x3d, 0x6e, 0x5b, 0x31, + 0x5d, 0x29, 0x6f, 0x3d, 0x6e, 0x21, 0x3d, 0x3d, 0x28, 0x6e, 0x3d, 0x6e, + 0x2e, 0x72, 0x65, 0x70, 0x6c, 0x61, 0x63, 0x65, 0x28, 0x2f, 0x43, 0x61, + 0x70, 0x74, 0x75, 0x72, 0x65, 0x24, 0x2f, 0x2c, 0x22, 0x22, 0x29, 0x29, + 0x2c, 0x6e, 0x3d, 0x6e, 0x2e, 0x74, 0x6f, 0x4c, 0x6f, 0x77, 0x65, 0x72, + 0x43, 0x61, 0x73, 0x65, 0x28, 0x29, 0x69, 0x6e, 0x20, 0x74, 0x3f, 0x6e, + 0x2e, 0x74, 0x6f, 0x4c, 0x6f, 0x77, 0x65, 0x72, 0x43, 0x61, 0x73, 0x65, + 0x28, 0x29, 0x2e, 0x73, 0x6c, 0x69, 0x63, 0x65, 0x28, 0x32, 0x29, 0x3a, + 0x6e, 0x2e, 0x73, 0x6c, 0x69, 0x63, 0x65, 0x28, 0x32, 0x29, 0x2c, 0x74, + 0x2e, 0x6c, 0x7c, 0x7c, 0x28, 0x74, 0x2e, 0x6c, 0x3d, 0x7b, 0x7d, 0x29, + 0x2c, 0x74, 0x2e, 0x6c, 0x5b, 0x6e, 0x2b, 0x6f, 0x5d, 0x3d, 0x65, 0x2c, + 0x65, 0x3f, 0x69, 0x7c, 0x7c, 0x74, 0x2e, 0x61, 0x64, 0x64, 0x45, 0x76, + 0x65, 0x6e, 0x74, 0x4c, 0x69, 0x73, 0x74, 0x65, 0x6e, 0x65, 0x72, 0x28, + 0x6e, 0x2c, 0x6f, 0x3f, 0x74, 0x74, 0x3a, 0x5a, 0x2c, 0x6f, 0x29, 0x3a, + 0x74, 0x2e, 0x72, 0x65, 0x6d, 0x6f, 0x76, 0x65, 0x45, 0x76, 0x65, 0x6e, + 0x74, 0x4c, 0x69, 0x73, 0x74, 0x65, 0x6e, 0x65, 0x72, 0x28, 0x6e, 0x2c, + 0x6f, 0x3f, 0x74, 0x74, 0x3a, 0x5a, 0x2c, 0x6f, 0x29, 0x3b, 0x65, 0x6c, + 0x73, 0x65, 0x20, 0x69, 0x66, 0x28, 0x22, 0x64, 0x61, 0x6e, 0x67, 0x65, + 0x72, 0x6f, 0x75, 0x73, 0x6c, 0x79, 0x53, 0x65, 0x74, 0x49, 0x6e, 0x6e, + 0x65, 0x72, 0x48, 0x54, 0x4d, 0x4c, 0x22, 0x21, 0x3d, 0x3d, 0x6e, 0x29, + 0x7b, 0x69, 0x66, 0x28, 0x5f, 0x29, 0x6e, 0x3d, 0x6e, 0x2e, 0x72, 0x65, + 0x70, 0x6c, 0x61, 0x63, 0x65, 0x28, 0x2f, 0x78, 0x6c, 0x69, 0x6e, 0x6b, + 0x28, 0x48, 0x7c, 0x3a, 0x68, 0x29, 0x2f, 0x2c, 0x22, 0x68, 0x22, 0x29, + 0x2e, 0x72, 0x65, 0x70, 0x6c, 0x61, 0x63, 0x65, 0x28, 0x2f, 0x73, 0x4e, + 0x61, 0x6d, 0x65, 0x24, 0x2f, 0x2c, 0x22, 0x73, 0x22, 0x29, 0x3b, 0x65, + 0x6c, 0x73, 0x65, 0x20, 0x69, 0x66, 0x28, 0x22, 0x77, 0x69, 0x64, 0x74, + 0x68, 0x22, 0x21, 0x3d, 0x3d, 0x6e, 0x26, 0x26, 0x22, 0x68, 0x65, 0x69, + 0x67, 0x68, 0x74, 0x22, 0x21, 0x3d, 0x3d, 0x6e, 0x26, 0x26, 0x22, 0x68, + 0x72, 0x65, 0x66, 0x22, 0x21, 0x3d, 0x3d, 0x6e, 0x26, 0x26, 0x22, 0x6c, + 0x69, 0x73, 0x74, 0x22, 0x21, 0x3d, 0x3d, 0x6e, 0x26, 0x26, 0x22, 0x66, + 0x6f, 0x72, 0x6d, 0x22, 0x21, 0x3d, 0x3d, 0x6e, 0x26, 0x26, 0x22, 0x74, + 0x61, 0x62, 0x49, 0x6e, 0x64, 0x65, 0x78, 0x22, 0x21, 0x3d, 0x3d, 0x6e, + 0x26, 0x26, 0x22, 0x64, 0x6f, 0x77, 0x6e, 0x6c, 0x6f, 0x61, 0x64, 0x22, + 0x21, 0x3d, 0x3d, 0x6e, 0x26, 0x26, 0x22, 0x72, 0x6f, 0x77, 0x53, 0x70, + 0x61, 0x6e, 0x22, 0x21, 0x3d, 0x3d, 0x6e, 0x26, 0x26, 0x22, 0x63, 0x6f, + 0x6c, 0x53, 0x70, 0x61, 0x6e, 0x22, 0x21, 0x3d, 0x3d, 0x6e, 0x26, 0x26, + 0x6e, 0x20, 0x69, 0x6e, 0x20, 0x74, 0x29, 0x74, 0x72, 0x79, 0x7b, 0x74, + 0x5b, 0x6e, 0x5d, 0x3d, 0x6e, 0x75, 0x6c, 0x6c, 0x3d, 0x3d, 0x65, 0x3f, + 0x22, 0x22, 0x3a, 0x65, 0x3b, 0x62, 0x72, 0x65, 0x61, 0x6b, 0x20, 0x74, + 0x7d, 0x63, 0x61, 0x74, 0x63, 0x68, 0x28, 0x74, 0x29, 0x7b, 0x7d, 0x22, + 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x22, 0x3d, 0x3d, 0x74, + 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x65, 0x7c, 0x7c, 0x28, 0x6e, 0x75, + 0x6c, 0x6c, 0x3d, 0x3d, 0x65, 0x7c, 0x7c, 0x21, 0x31, 0x3d, 0x3d, 0x3d, + 0x65, 0x26, 0x26, 0x22, 0x2d, 0x22, 0x21, 0x3d, 0x3d, 0x6e, 0x5b, 0x34, + 0x5d, 0x3f, 0x74, 0x2e, 0x72, 0x65, 0x6d, 0x6f, 0x76, 0x65, 0x41, 0x74, + 0x74, 0x72, 0x69, 0x62, 0x75, 0x74, 0x65, 0x28, 0x6e, 0x29, 0x3a, 0x74, + 0x2e, 0x73, 0x65, 0x74, 0x41, 0x74, 0x74, 0x72, 0x69, 0x62, 0x75, 0x74, + 0x65, 0x28, 0x6e, 0x2c, 0x65, 0x29, 0x29, 0x7d, 0x7d, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x5a, 0x28, 0x74, 0x29, 0x7b, 0x72, + 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x6c, + 0x5b, 0x74, 0x2e, 0x74, 0x79, 0x70, 0x65, 0x2b, 0x21, 0x31, 0x5d, 0x28, + 0x53, 0x2e, 0x65, 0x76, 0x65, 0x6e, 0x74, 0x3f, 0x53, 0x2e, 0x65, 0x76, + 0x65, 0x6e, 0x74, 0x28, 0x74, 0x29, 0x3a, 0x74, 0x29, 0x7d, 0x66, 0x75, + 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x74, 0x74, 0x28, 0x74, 0x29, + 0x7b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, 0x68, 0x69, 0x73, + 0x2e, 0x6c, 0x5b, 0x74, 0x2e, 0x74, 0x79, 0x70, 0x65, 0x2b, 0x21, 0x30, + 0x5d, 0x28, 0x53, 0x2e, 0x65, 0x76, 0x65, 0x6e, 0x74, 0x3f, 0x53, 0x2e, + 0x65, 0x76, 0x65, 0x6e, 0x74, 0x28, 0x74, 0x29, 0x3a, 0x74, 0x29, 0x7d, + 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x6e, 0x74, 0x28, + 0x74, 0x2c, 0x6e, 0x2c, 0x65, 0x2c, 0x69, 0x2c, 0x5f, 0x2c, 0x6f, 0x2c, + 0x72, 0x2c, 0x75, 0x2c, 0x6c, 0x29, 0x7b, 0x76, 0x61, 0x72, 0x20, 0x66, + 0x2c, 0x73, 0x2c, 0x63, 0x2c, 0x68, 0x2c, 0x61, 0x2c, 0x70, 0x2c, 0x64, + 0x2c, 0x76, 0x2c, 0x79, 0x2c, 0x6d, 0x2c, 0x67, 0x2c, 0x62, 0x2c, 0x6b, + 0x2c, 0x78, 0x2c, 0x77, 0x2c, 0x43, 0x3d, 0x6e, 0x2e, 0x74, 0x79, 0x70, + 0x65, 0x3b, 0x69, 0x66, 0x28, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, + 0x3d, 0x3d, 0x6e, 0x2e, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x72, 0x75, 0x63, + 0x74, 0x6f, 0x72, 0x29, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x6e, + 0x75, 0x6c, 0x6c, 0x3b, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x65, 0x2e, + 0x5f, 0x5f, 0x68, 0x26, 0x26, 0x28, 0x6c, 0x3d, 0x65, 0x2e, 0x5f, 0x5f, + 0x68, 0x2c, 0x75, 0x3d, 0x6e, 0x2e, 0x5f, 0x5f, 0x65, 0x3d, 0x65, 0x2e, + 0x5f, 0x5f, 0x65, 0x2c, 0x6e, 0x2e, 0x5f, 0x5f, 0x68, 0x3d, 0x6e, 0x75, + 0x6c, 0x6c, 0x2c, 0x6f, 0x3d, 0x5b, 0x75, 0x5d, 0x29, 0x2c, 0x28, 0x66, + 0x3d, 0x53, 0x2e, 0x5f, 0x5f, 0x62, 0x29, 0x26, 0x26, 0x66, 0x28, 0x6e, + 0x29, 0x3b, 0x74, 0x72, 0x79, 0x7b, 0x74, 0x3a, 0x69, 0x66, 0x28, 0x22, + 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x22, 0x3d, 0x3d, 0x74, + 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x43, 0x29, 0x7b, 0x69, 0x66, 0x28, + 0x76, 0x3d, 0x6e, 0x2e, 0x70, 0x72, 0x6f, 0x70, 0x73, 0x2c, 0x79, 0x3d, + 0x28, 0x66, 0x3d, 0x43, 0x2e, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x78, 0x74, + 0x54, 0x79, 0x70, 0x65, 0x29, 0x26, 0x26, 0x69, 0x5b, 0x66, 0x2e, 0x5f, + 0x5f, 0x63, 0x5d, 0x2c, 0x6d, 0x3d, 0x66, 0x3f, 0x79, 0x3f, 0x79, 0x2e, + 0x70, 0x72, 0x6f, 0x70, 0x73, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x3a, + 0x66, 0x2e, 0x5f, 0x5f, 0x3a, 0x69, 0x2c, 0x65, 0x2e, 0x5f, 0x5f, 0x63, + 0x3f, 0x64, 0x3d, 0x28, 0x73, 0x3d, 0x6e, 0x2e, 0x5f, 0x5f, 0x63, 0x3d, + 0x65, 0x2e, 0x5f, 0x5f, 0x63, 0x29, 0x2e, 0x5f, 0x5f, 0x3d, 0x73, 0x2e, + 0x5f, 0x5f, 0x45, 0x3a, 0x28, 0x22, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, + 0x79, 0x70, 0x65, 0x22, 0x69, 0x6e, 0x20, 0x43, 0x26, 0x26, 0x43, 0x2e, + 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, 0x2e, 0x72, 0x65, + 0x6e, 0x64, 0x65, 0x72, 0x3f, 0x6e, 0x2e, 0x5f, 0x5f, 0x63, 0x3d, 0x73, + 0x3d, 0x6e, 0x65, 0x77, 0x20, 0x43, 0x28, 0x76, 0x2c, 0x6d, 0x29, 0x3a, + 0x28, 0x6e, 0x2e, 0x5f, 0x5f, 0x63, 0x3d, 0x73, 0x3d, 0x6e, 0x65, 0x77, + 0x20, 0x4c, 0x28, 0x76, 0x2c, 0x6d, 0x29, 0x2c, 0x73, 0x2e, 0x63, 0x6f, + 0x6e, 0x73, 0x74, 0x72, 0x75, 0x63, 0x74, 0x6f, 0x72, 0x3d, 0x43, 0x2c, + 0x73, 0x2e, 0x72, 0x65, 0x6e, 0x64, 0x65, 0x72, 0x3d, 0x72, 0x74, 0x29, + 0x2c, 0x79, 0x26, 0x26, 0x79, 0x2e, 0x73, 0x75, 0x62, 0x28, 0x73, 0x29, + 0x2c, 0x73, 0x2e, 0x70, 0x72, 0x6f, 0x70, 0x73, 0x3d, 0x76, 0x2c, 0x73, + 0x2e, 0x73, 0x74, 0x61, 0x74, 0x65, 0x7c, 0x7c, 0x28, 0x73, 0x2e, 0x73, + 0x74, 0x61, 0x74, 0x65, 0x3d, 0x7b, 0x7d, 0x29, 0x2c, 0x73, 0x2e, 0x63, + 0x6f, 0x6e, 0x74, 0x65, 0x78, 0x74, 0x3d, 0x6d, 0x2c, 0x73, 0x2e, 0x5f, + 0x5f, 0x6e, 0x3d, 0x69, 0x2c, 0x63, 0x3d, 0x73, 0x2e, 0x5f, 0x5f, 0x64, + 0x3d, 0x21, 0x30, 0x2c, 0x73, 0x2e, 0x5f, 0x5f, 0x68, 0x3d, 0x5b, 0x5d, + 0x2c, 0x73, 0x2e, 0x5f, 0x73, 0x62, 0x3d, 0x5b, 0x5d, 0x29, 0x2c, 0x6e, + 0x75, 0x6c, 0x6c, 0x3d, 0x3d, 0x73, 0x2e, 0x5f, 0x5f, 0x73, 0x26, 0x26, + 0x28, 0x73, 0x2e, 0x5f, 0x5f, 0x73, 0x3d, 0x73, 0x2e, 0x73, 0x74, 0x61, + 0x74, 0x65, 0x29, 0x2c, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x43, 0x2e, + 0x67, 0x65, 0x74, 0x44, 0x65, 0x72, 0x69, 0x76, 0x65, 0x64, 0x53, 0x74, + 0x61, 0x74, 0x65, 0x46, 0x72, 0x6f, 0x6d, 0x50, 0x72, 0x6f, 0x70, 0x73, + 0x26, 0x26, 0x28, 0x73, 0x2e, 0x5f, 0x5f, 0x73, 0x3d, 0x3d, 0x73, 0x2e, + 0x73, 0x74, 0x61, 0x74, 0x65, 0x26, 0x26, 0x28, 0x73, 0x2e, 0x5f, 0x5f, + 0x73, 0x3d, 0x56, 0x28, 0x7b, 0x7d, 0x2c, 0x73, 0x2e, 0x5f, 0x5f, 0x73, + 0x29, 0x29, 0x2c, 0x56, 0x28, 0x73, 0x2e, 0x5f, 0x5f, 0x73, 0x2c, 0x43, + 0x2e, 0x67, 0x65, 0x74, 0x44, 0x65, 0x72, 0x69, 0x76, 0x65, 0x64, 0x53, + 0x74, 0x61, 0x74, 0x65, 0x46, 0x72, 0x6f, 0x6d, 0x50, 0x72, 0x6f, 0x70, + 0x73, 0x28, 0x76, 0x2c, 0x73, 0x2e, 0x5f, 0x5f, 0x73, 0x29, 0x29, 0x29, + 0x2c, 0x68, 0x3d, 0x73, 0x2e, 0x70, 0x72, 0x6f, 0x70, 0x73, 0x2c, 0x61, + 0x3d, 0x73, 0x2e, 0x73, 0x74, 0x61, 0x74, 0x65, 0x2c, 0x73, 0x2e, 0x5f, + 0x5f, 0x76, 0x3d, 0x6e, 0x2c, 0x63, 0x29, 0x6e, 0x75, 0x6c, 0x6c, 0x3d, + 0x3d, 0x43, 0x2e, 0x67, 0x65, 0x74, 0x44, 0x65, 0x72, 0x69, 0x76, 0x65, + 0x64, 0x53, 0x74, 0x61, 0x74, 0x65, 0x46, 0x72, 0x6f, 0x6d, 0x50, 0x72, + 0x6f, 0x70, 0x73, 0x26, 0x26, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x73, + 0x2e, 0x63, 0x6f, 0x6d, 0x70, 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x57, 0x69, + 0x6c, 0x6c, 0x4d, 0x6f, 0x75, 0x6e, 0x74, 0x26, 0x26, 0x73, 0x2e, 0x63, + 0x6f, 0x6d, 0x70, 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x57, 0x69, 0x6c, 0x6c, + 0x4d, 0x6f, 0x75, 0x6e, 0x74, 0x28, 0x29, 0x2c, 0x6e, 0x75, 0x6c, 0x6c, + 0x21, 0x3d, 0x73, 0x2e, 0x63, 0x6f, 0x6d, 0x70, 0x6f, 0x6e, 0x65, 0x6e, + 0x74, 0x44, 0x69, 0x64, 0x4d, 0x6f, 0x75, 0x6e, 0x74, 0x26, 0x26, 0x73, + 0x2e, 0x5f, 0x5f, 0x68, 0x2e, 0x70, 0x75, 0x73, 0x68, 0x28, 0x73, 0x2e, + 0x63, 0x6f, 0x6d, 0x70, 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x44, 0x69, 0x64, + 0x4d, 0x6f, 0x75, 0x6e, 0x74, 0x29, 0x3b, 0x65, 0x6c, 0x73, 0x65, 0x7b, + 0x69, 0x66, 0x28, 0x6e, 0x75, 0x6c, 0x6c, 0x3d, 0x3d, 0x43, 0x2e, 0x67, + 0x65, 0x74, 0x44, 0x65, 0x72, 0x69, 0x76, 0x65, 0x64, 0x53, 0x74, 0x61, + 0x74, 0x65, 0x46, 0x72, 0x6f, 0x6d, 0x50, 0x72, 0x6f, 0x70, 0x73, 0x26, + 0x26, 0x76, 0x21, 0x3d, 0x3d, 0x68, 0x26, 0x26, 0x6e, 0x75, 0x6c, 0x6c, + 0x21, 0x3d, 0x73, 0x2e, 0x63, 0x6f, 0x6d, 0x70, 0x6f, 0x6e, 0x65, 0x6e, + 0x74, 0x57, 0x69, 0x6c, 0x6c, 0x52, 0x65, 0x63, 0x65, 0x69, 0x76, 0x65, + 0x50, 0x72, 0x6f, 0x70, 0x73, 0x26, 0x26, 0x73, 0x2e, 0x63, 0x6f, 0x6d, + 0x70, 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x57, 0x69, 0x6c, 0x6c, 0x52, 0x65, + 0x63, 0x65, 0x69, 0x76, 0x65, 0x50, 0x72, 0x6f, 0x70, 0x73, 0x28, 0x76, + 0x2c, 0x6d, 0x29, 0x2c, 0x21, 0x73, 0x2e, 0x5f, 0x5f, 0x65, 0x26, 0x26, + 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x73, 0x2e, 0x73, 0x68, 0x6f, 0x75, + 0x6c, 0x64, 0x43, 0x6f, 0x6d, 0x70, 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x55, + 0x70, 0x64, 0x61, 0x74, 0x65, 0x26, 0x26, 0x21, 0x31, 0x3d, 0x3d, 0x3d, + 0x73, 0x2e, 0x73, 0x68, 0x6f, 0x75, 0x6c, 0x64, 0x43, 0x6f, 0x6d, 0x70, + 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x55, 0x70, 0x64, 0x61, 0x74, 0x65, 0x28, + 0x76, 0x2c, 0x73, 0x2e, 0x5f, 0x5f, 0x73, 0x2c, 0x6d, 0x29, 0x7c, 0x7c, + 0x6e, 0x2e, 0x5f, 0x5f, 0x76, 0x3d, 0x3d, 0x3d, 0x65, 0x2e, 0x5f, 0x5f, + 0x76, 0x29, 0x7b, 0x66, 0x6f, 0x72, 0x28, 0x6e, 0x2e, 0x5f, 0x5f, 0x76, + 0x21, 0x3d, 0x3d, 0x65, 0x2e, 0x5f, 0x5f, 0x76, 0x26, 0x26, 0x28, 0x73, + 0x2e, 0x70, 0x72, 0x6f, 0x70, 0x73, 0x3d, 0x76, 0x2c, 0x73, 0x2e, 0x73, + 0x74, 0x61, 0x74, 0x65, 0x3d, 0x73, 0x2e, 0x5f, 0x5f, 0x73, 0x2c, 0x73, + 0x2e, 0x5f, 0x5f, 0x64, 0x3d, 0x21, 0x31, 0x29, 0x2c, 0x73, 0x2e, 0x5f, + 0x5f, 0x65, 0x3d, 0x21, 0x31, 0x2c, 0x6e, 0x2e, 0x5f, 0x5f, 0x65, 0x3d, + 0x65, 0x2e, 0x5f, 0x5f, 0x65, 0x2c, 0x6e, 0x2e, 0x5f, 0x5f, 0x6b, 0x3d, + 0x65, 0x2e, 0x5f, 0x5f, 0x6b, 0x2c, 0x6e, 0x2e, 0x5f, 0x5f, 0x6b, 0x2e, + 0x66, 0x6f, 0x72, 0x45, 0x61, 0x63, 0x68, 0x28, 0x28, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x74, 0x26, 0x26, + 0x28, 0x74, 0x2e, 0x5f, 0x5f, 0x3d, 0x6e, 0x29, 0x7d, 0x29, 0x29, 0x2c, + 0x67, 0x3d, 0x30, 0x3b, 0x67, 0x3c, 0x73, 0x2e, 0x5f, 0x73, 0x62, 0x2e, + 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x3b, 0x67, 0x2b, 0x2b, 0x29, 0x73, + 0x2e, 0x5f, 0x5f, 0x68, 0x2e, 0x70, 0x75, 0x73, 0x68, 0x28, 0x73, 0x2e, + 0x5f, 0x73, 0x62, 0x5b, 0x67, 0x5d, 0x29, 0x3b, 0x73, 0x2e, 0x5f, 0x73, + 0x62, 0x3d, 0x5b, 0x5d, 0x2c, 0x73, 0x2e, 0x5f, 0x5f, 0x68, 0x2e, 0x6c, + 0x65, 0x6e, 0x67, 0x74, 0x68, 0x26, 0x26, 0x72, 0x2e, 0x70, 0x75, 0x73, + 0x68, 0x28, 0x73, 0x29, 0x3b, 0x62, 0x72, 0x65, 0x61, 0x6b, 0x20, 0x74, + 0x7d, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x73, 0x2e, 0x63, 0x6f, 0x6d, + 0x70, 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x57, 0x69, 0x6c, 0x6c, 0x55, 0x70, + 0x64, 0x61, 0x74, 0x65, 0x26, 0x26, 0x73, 0x2e, 0x63, 0x6f, 0x6d, 0x70, + 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x57, 0x69, 0x6c, 0x6c, 0x55, 0x70, 0x64, + 0x61, 0x74, 0x65, 0x28, 0x76, 0x2c, 0x73, 0x2e, 0x5f, 0x5f, 0x73, 0x2c, + 0x6d, 0x29, 0x2c, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x73, 0x2e, 0x63, + 0x6f, 0x6d, 0x70, 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x44, 0x69, 0x64, 0x55, + 0x70, 0x64, 0x61, 0x74, 0x65, 0x26, 0x26, 0x73, 0x2e, 0x5f, 0x5f, 0x68, + 0x2e, 0x70, 0x75, 0x73, 0x68, 0x28, 0x28, 0x66, 0x75, 0x6e, 0x63, 0x74, + 0x69, 0x6f, 0x6e, 0x28, 0x29, 0x7b, 0x73, 0x2e, 0x63, 0x6f, 0x6d, 0x70, + 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x44, 0x69, 0x64, 0x55, 0x70, 0x64, 0x61, + 0x74, 0x65, 0x28, 0x68, 0x2c, 0x61, 0x2c, 0x70, 0x29, 0x7d, 0x29, 0x29, + 0x7d, 0x69, 0x66, 0x28, 0x73, 0x2e, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x78, + 0x74, 0x3d, 0x6d, 0x2c, 0x73, 0x2e, 0x70, 0x72, 0x6f, 0x70, 0x73, 0x3d, + 0x76, 0x2c, 0x73, 0x2e, 0x5f, 0x5f, 0x50, 0x3d, 0x74, 0x2c, 0x62, 0x3d, + 0x53, 0x2e, 0x5f, 0x5f, 0x72, 0x2c, 0x6b, 0x3d, 0x30, 0x2c, 0x22, 0x70, + 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, 0x22, 0x69, 0x6e, 0x20, + 0x43, 0x26, 0x26, 0x43, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, + 0x70, 0x65, 0x2e, 0x72, 0x65, 0x6e, 0x64, 0x65, 0x72, 0x29, 0x7b, 0x66, + 0x6f, 0x72, 0x28, 0x73, 0x2e, 0x73, 0x74, 0x61, 0x74, 0x65, 0x3d, 0x73, + 0x2e, 0x5f, 0x5f, 0x73, 0x2c, 0x73, 0x2e, 0x5f, 0x5f, 0x64, 0x3d, 0x21, + 0x31, 0x2c, 0x62, 0x26, 0x26, 0x62, 0x28, 0x6e, 0x29, 0x2c, 0x66, 0x3d, + 0x73, 0x2e, 0x72, 0x65, 0x6e, 0x64, 0x65, 0x72, 0x28, 0x73, 0x2e, 0x70, + 0x72, 0x6f, 0x70, 0x73, 0x2c, 0x73, 0x2e, 0x73, 0x74, 0x61, 0x74, 0x65, + 0x2c, 0x73, 0x2e, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x78, 0x74, 0x29, 0x2c, + 0x78, 0x3d, 0x30, 0x3b, 0x78, 0x3c, 0x73, 0x2e, 0x5f, 0x73, 0x62, 0x2e, + 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x3b, 0x78, 0x2b, 0x2b, 0x29, 0x73, + 0x2e, 0x5f, 0x5f, 0x68, 0x2e, 0x70, 0x75, 0x73, 0x68, 0x28, 0x73, 0x2e, + 0x5f, 0x73, 0x62, 0x5b, 0x78, 0x5d, 0x29, 0x3b, 0x73, 0x2e, 0x5f, 0x73, + 0x62, 0x3d, 0x5b, 0x5d, 0x7d, 0x65, 0x6c, 0x73, 0x65, 0x20, 0x64, 0x6f, + 0x7b, 0x73, 0x2e, 0x5f, 0x5f, 0x64, 0x3d, 0x21, 0x31, 0x2c, 0x62, 0x26, + 0x26, 0x62, 0x28, 0x6e, 0x29, 0x2c, 0x66, 0x3d, 0x73, 0x2e, 0x72, 0x65, + 0x6e, 0x64, 0x65, 0x72, 0x28, 0x73, 0x2e, 0x70, 0x72, 0x6f, 0x70, 0x73, + 0x2c, 0x73, 0x2e, 0x73, 0x74, 0x61, 0x74, 0x65, 0x2c, 0x73, 0x2e, 0x63, + 0x6f, 0x6e, 0x74, 0x65, 0x78, 0x74, 0x29, 0x2c, 0x73, 0x2e, 0x73, 0x74, + 0x61, 0x74, 0x65, 0x3d, 0x73, 0x2e, 0x5f, 0x5f, 0x73, 0x7d, 0x77, 0x68, + 0x69, 0x6c, 0x65, 0x28, 0x73, 0x2e, 0x5f, 0x5f, 0x64, 0x26, 0x26, 0x2b, + 0x2b, 0x6b, 0x3c, 0x32, 0x35, 0x29, 0x3b, 0x73, 0x2e, 0x73, 0x74, 0x61, + 0x74, 0x65, 0x3d, 0x73, 0x2e, 0x5f, 0x5f, 0x73, 0x2c, 0x6e, 0x75, 0x6c, + 0x6c, 0x21, 0x3d, 0x73, 0x2e, 0x67, 0x65, 0x74, 0x43, 0x68, 0x69, 0x6c, + 0x64, 0x43, 0x6f, 0x6e, 0x74, 0x65, 0x78, 0x74, 0x26, 0x26, 0x28, 0x69, + 0x3d, 0x56, 0x28, 0x56, 0x28, 0x7b, 0x7d, 0x2c, 0x69, 0x29, 0x2c, 0x73, + 0x2e, 0x67, 0x65, 0x74, 0x43, 0x68, 0x69, 0x6c, 0x64, 0x43, 0x6f, 0x6e, + 0x74, 0x65, 0x78, 0x74, 0x28, 0x29, 0x29, 0x29, 0x2c, 0x63, 0x7c, 0x7c, + 0x6e, 0x75, 0x6c, 0x6c, 0x3d, 0x3d, 0x73, 0x2e, 0x67, 0x65, 0x74, 0x53, + 0x6e, 0x61, 0x70, 0x73, 0x68, 0x6f, 0x74, 0x42, 0x65, 0x66, 0x6f, 0x72, + 0x65, 0x55, 0x70, 0x64, 0x61, 0x74, 0x65, 0x7c, 0x7c, 0x28, 0x70, 0x3d, + 0x73, 0x2e, 0x67, 0x65, 0x74, 0x53, 0x6e, 0x61, 0x70, 0x73, 0x68, 0x6f, + 0x74, 0x42, 0x65, 0x66, 0x6f, 0x72, 0x65, 0x55, 0x70, 0x64, 0x61, 0x74, + 0x65, 0x28, 0x68, 0x2c, 0x61, 0x29, 0x29, 0x2c, 0x42, 0x28, 0x74, 0x2c, + 0x54, 0x28, 0x77, 0x3d, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x66, 0x26, + 0x26, 0x66, 0x2e, 0x74, 0x79, 0x70, 0x65, 0x3d, 0x3d, 0x3d, 0x4f, 0x26, + 0x26, 0x6e, 0x75, 0x6c, 0x6c, 0x3d, 0x3d, 0x66, 0x2e, 0x6b, 0x65, 0x79, + 0x3f, 0x66, 0x2e, 0x70, 0x72, 0x6f, 0x70, 0x73, 0x2e, 0x63, 0x68, 0x69, + 0x6c, 0x64, 0x72, 0x65, 0x6e, 0x3a, 0x66, 0x29, 0x3f, 0x77, 0x3a, 0x5b, + 0x77, 0x5d, 0x2c, 0x6e, 0x2c, 0x65, 0x2c, 0x69, 0x2c, 0x5f, 0x2c, 0x6f, + 0x2c, 0x72, 0x2c, 0x75, 0x2c, 0x6c, 0x29, 0x2c, 0x73, 0x2e, 0x62, 0x61, + 0x73, 0x65, 0x3d, 0x6e, 0x2e, 0x5f, 0x5f, 0x65, 0x2c, 0x6e, 0x2e, 0x5f, + 0x5f, 0x68, 0x3d, 0x6e, 0x75, 0x6c, 0x6c, 0x2c, 0x73, 0x2e, 0x5f, 0x5f, + 0x68, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x26, 0x26, 0x72, 0x2e, + 0x70, 0x75, 0x73, 0x68, 0x28, 0x73, 0x29, 0x2c, 0x64, 0x26, 0x26, 0x28, + 0x73, 0x2e, 0x5f, 0x5f, 0x45, 0x3d, 0x73, 0x2e, 0x5f, 0x5f, 0x3d, 0x6e, + 0x75, 0x6c, 0x6c, 0x29, 0x2c, 0x73, 0x2e, 0x5f, 0x5f, 0x65, 0x3d, 0x21, + 0x31, 0x7d, 0x65, 0x6c, 0x73, 0x65, 0x20, 0x6e, 0x75, 0x6c, 0x6c, 0x3d, + 0x3d, 0x6f, 0x26, 0x26, 0x6e, 0x2e, 0x5f, 0x5f, 0x76, 0x3d, 0x3d, 0x3d, + 0x65, 0x2e, 0x5f, 0x5f, 0x76, 0x3f, 0x28, 0x6e, 0x2e, 0x5f, 0x5f, 0x6b, + 0x3d, 0x65, 0x2e, 0x5f, 0x5f, 0x6b, 0x2c, 0x6e, 0x2e, 0x5f, 0x5f, 0x65, + 0x3d, 0x65, 0x2e, 0x5f, 0x5f, 0x65, 0x29, 0x3a, 0x6e, 0x2e, 0x5f, 0x5f, + 0x65, 0x3d, 0x69, 0x74, 0x28, 0x65, 0x2e, 0x5f, 0x5f, 0x65, 0x2c, 0x6e, + 0x2c, 0x65, 0x2c, 0x69, 0x2c, 0x5f, 0x2c, 0x6f, 0x2c, 0x72, 0x2c, 0x6c, + 0x29, 0x3b, 0x28, 0x66, 0x3d, 0x53, 0x2e, 0x64, 0x69, 0x66, 0x66, 0x65, + 0x64, 0x29, 0x26, 0x26, 0x66, 0x28, 0x6e, 0x29, 0x7d, 0x63, 0x61, 0x74, + 0x63, 0x68, 0x28, 0x74, 0x29, 0x7b, 0x6e, 0x2e, 0x5f, 0x5f, 0x76, 0x3d, + 0x6e, 0x75, 0x6c, 0x6c, 0x2c, 0x28, 0x6c, 0x7c, 0x7c, 0x6e, 0x75, 0x6c, + 0x6c, 0x21, 0x3d, 0x6f, 0x29, 0x26, 0x26, 0x28, 0x6e, 0x2e, 0x5f, 0x5f, + 0x65, 0x3d, 0x75, 0x2c, 0x6e, 0x2e, 0x5f, 0x5f, 0x68, 0x3d, 0x21, 0x21, + 0x6c, 0x2c, 0x6f, 0x5b, 0x6f, 0x2e, 0x69, 0x6e, 0x64, 0x65, 0x78, 0x4f, + 0x66, 0x28, 0x75, 0x29, 0x5d, 0x3d, 0x6e, 0x75, 0x6c, 0x6c, 0x29, 0x2c, + 0x53, 0x2e, 0x5f, 0x5f, 0x65, 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x65, 0x29, + 0x7d, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x65, + 0x74, 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x7b, 0x53, 0x2e, 0x5f, 0x5f, 0x63, + 0x26, 0x26, 0x53, 0x2e, 0x5f, 0x5f, 0x63, 0x28, 0x6e, 0x2c, 0x74, 0x29, + 0x2c, 0x74, 0x2e, 0x73, 0x6f, 0x6d, 0x65, 0x28, 0x28, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x6e, 0x29, 0x7b, 0x74, 0x72, 0x79, + 0x7b, 0x74, 0x3d, 0x6e, 0x2e, 0x5f, 0x5f, 0x68, 0x2c, 0x6e, 0x2e, 0x5f, + 0x5f, 0x68, 0x3d, 0x5b, 0x5d, 0x2c, 0x74, 0x2e, 0x73, 0x6f, 0x6d, 0x65, + 0x28, 0x28, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, + 0x29, 0x7b, 0x74, 0x2e, 0x63, 0x61, 0x6c, 0x6c, 0x28, 0x6e, 0x29, 0x7d, + 0x29, 0x29, 0x7d, 0x63, 0x61, 0x74, 0x63, 0x68, 0x28, 0x74, 0x29, 0x7b, + 0x53, 0x2e, 0x5f, 0x5f, 0x65, 0x28, 0x74, 0x2c, 0x6e, 0x2e, 0x5f, 0x5f, + 0x76, 0x29, 0x7d, 0x7d, 0x29, 0x29, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, + 0x69, 0x6f, 0x6e, 0x20, 0x69, 0x74, 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x65, + 0x2c, 0x69, 0x2c, 0x5f, 0x2c, 0x6f, 0x2c, 0x72, 0x2c, 0x75, 0x29, 0x7b, + 0x76, 0x61, 0x72, 0x20, 0x6c, 0x2c, 0x66, 0x2c, 0x73, 0x2c, 0x63, 0x3d, + 0x65, 0x2e, 0x70, 0x72, 0x6f, 0x70, 0x73, 0x2c, 0x68, 0x3d, 0x6e, 0x2e, + 0x70, 0x72, 0x6f, 0x70, 0x73, 0x2c, 0x61, 0x3d, 0x6e, 0x2e, 0x74, 0x79, + 0x70, 0x65, 0x2c, 0x70, 0x3d, 0x30, 0x3b, 0x69, 0x66, 0x28, 0x22, 0x73, + 0x76, 0x67, 0x22, 0x3d, 0x3d, 0x3d, 0x61, 0x26, 0x26, 0x28, 0x5f, 0x3d, + 0x21, 0x30, 0x29, 0x2c, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x6f, 0x29, + 0x66, 0x6f, 0x72, 0x28, 0x3b, 0x70, 0x3c, 0x6f, 0x2e, 0x6c, 0x65, 0x6e, + 0x67, 0x74, 0x68, 0x3b, 0x70, 0x2b, 0x2b, 0x29, 0x69, 0x66, 0x28, 0x28, + 0x6c, 0x3d, 0x6f, 0x5b, 0x70, 0x5d, 0x29, 0x26, 0x26, 0x22, 0x73, 0x65, + 0x74, 0x41, 0x74, 0x74, 0x72, 0x69, 0x62, 0x75, 0x74, 0x65, 0x22, 0x69, + 0x6e, 0x20, 0x6c, 0x3d, 0x3d, 0x21, 0x21, 0x61, 0x26, 0x26, 0x28, 0x61, + 0x3f, 0x6c, 0x2e, 0x6c, 0x6f, 0x63, 0x61, 0x6c, 0x4e, 0x61, 0x6d, 0x65, + 0x3d, 0x3d, 0x3d, 0x61, 0x3a, 0x33, 0x3d, 0x3d, 0x3d, 0x6c, 0x2e, 0x6e, + 0x6f, 0x64, 0x65, 0x54, 0x79, 0x70, 0x65, 0x29, 0x29, 0x7b, 0x74, 0x3d, + 0x6c, 0x2c, 0x6f, 0x5b, 0x70, 0x5d, 0x3d, 0x6e, 0x75, 0x6c, 0x6c, 0x3b, + 0x62, 0x72, 0x65, 0x61, 0x6b, 0x7d, 0x69, 0x66, 0x28, 0x6e, 0x75, 0x6c, + 0x6c, 0x3d, 0x3d, 0x74, 0x29, 0x7b, 0x69, 0x66, 0x28, 0x6e, 0x75, 0x6c, + 0x6c, 0x3d, 0x3d, 0x3d, 0x61, 0x29, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, + 0x20, 0x64, 0x6f, 0x63, 0x75, 0x6d, 0x65, 0x6e, 0x74, 0x2e, 0x63, 0x72, + 0x65, 0x61, 0x74, 0x65, 0x54, 0x65, 0x78, 0x74, 0x4e, 0x6f, 0x64, 0x65, + 0x28, 0x68, 0x29, 0x3b, 0x74, 0x3d, 0x5f, 0x3f, 0x64, 0x6f, 0x63, 0x75, + 0x6d, 0x65, 0x6e, 0x74, 0x2e, 0x63, 0x72, 0x65, 0x61, 0x74, 0x65, 0x45, + 0x6c, 0x65, 0x6d, 0x65, 0x6e, 0x74, 0x4e, 0x53, 0x28, 0x22, 0x68, 0x74, + 0x74, 0x70, 0x3a, 0x2f, 0x2f, 0x77, 0x77, 0x77, 0x2e, 0x77, 0x33, 0x2e, + 0x6f, 0x72, 0x67, 0x2f, 0x32, 0x30, 0x30, 0x30, 0x2f, 0x73, 0x76, 0x67, + 0x22, 0x2c, 0x61, 0x29, 0x3a, 0x64, 0x6f, 0x63, 0x75, 0x6d, 0x65, 0x6e, + 0x74, 0x2e, 0x63, 0x72, 0x65, 0x61, 0x74, 0x65, 0x45, 0x6c, 0x65, 0x6d, + 0x65, 0x6e, 0x74, 0x28, 0x61, 0x2c, 0x68, 0x2e, 0x69, 0x73, 0x26, 0x26, + 0x68, 0x29, 0x2c, 0x6f, 0x3d, 0x6e, 0x75, 0x6c, 0x6c, 0x2c, 0x75, 0x3d, + 0x21, 0x31, 0x7d, 0x69, 0x66, 0x28, 0x6e, 0x75, 0x6c, 0x6c, 0x3d, 0x3d, + 0x3d, 0x61, 0x29, 0x63, 0x3d, 0x3d, 0x3d, 0x68, 0x7c, 0x7c, 0x75, 0x26, + 0x26, 0x74, 0x2e, 0x64, 0x61, 0x74, 0x61, 0x3d, 0x3d, 0x3d, 0x68, 0x7c, + 0x7c, 0x28, 0x74, 0x2e, 0x64, 0x61, 0x74, 0x61, 0x3d, 0x68, 0x29, 0x3b, + 0x65, 0x6c, 0x73, 0x65, 0x7b, 0x69, 0x66, 0x28, 0x6f, 0x3d, 0x6f, 0x26, + 0x26, 0x6b, 0x2e, 0x63, 0x61, 0x6c, 0x6c, 0x28, 0x74, 0x2e, 0x63, 0x68, + 0x69, 0x6c, 0x64, 0x4e, 0x6f, 0x64, 0x65, 0x73, 0x29, 0x2c, 0x66, 0x3d, + 0x28, 0x63, 0x3d, 0x65, 0x2e, 0x70, 0x72, 0x6f, 0x70, 0x73, 0x7c, 0x7c, + 0x50, 0x29, 0x2e, 0x64, 0x61, 0x6e, 0x67, 0x65, 0x72, 0x6f, 0x75, 0x73, + 0x6c, 0x79, 0x53, 0x65, 0x74, 0x49, 0x6e, 0x6e, 0x65, 0x72, 0x48, 0x54, + 0x4d, 0x4c, 0x2c, 0x73, 0x3d, 0x68, 0x2e, 0x64, 0x61, 0x6e, 0x67, 0x65, + 0x72, 0x6f, 0x75, 0x73, 0x6c, 0x79, 0x53, 0x65, 0x74, 0x49, 0x6e, 0x6e, + 0x65, 0x72, 0x48, 0x54, 0x4d, 0x4c, 0x2c, 0x21, 0x75, 0x29, 0x7b, 0x69, + 0x66, 0x28, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x6f, 0x29, 0x66, 0x6f, + 0x72, 0x28, 0x63, 0x3d, 0x7b, 0x7d, 0x2c, 0x70, 0x3d, 0x30, 0x3b, 0x70, + 0x3c, 0x74, 0x2e, 0x61, 0x74, 0x74, 0x72, 0x69, 0x62, 0x75, 0x74, 0x65, + 0x73, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x3b, 0x70, 0x2b, 0x2b, + 0x29, 0x63, 0x5b, 0x74, 0x2e, 0x61, 0x74, 0x74, 0x72, 0x69, 0x62, 0x75, + 0x74, 0x65, 0x73, 0x5b, 0x70, 0x5d, 0x2e, 0x6e, 0x61, 0x6d, 0x65, 0x5d, + 0x3d, 0x74, 0x2e, 0x61, 0x74, 0x74, 0x72, 0x69, 0x62, 0x75, 0x74, 0x65, + 0x73, 0x5b, 0x70, 0x5d, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x3b, 0x28, + 0x73, 0x7c, 0x7c, 0x66, 0x29, 0x26, 0x26, 0x28, 0x73, 0x26, 0x26, 0x28, + 0x66, 0x26, 0x26, 0x73, 0x2e, 0x5f, 0x5f, 0x68, 0x74, 0x6d, 0x6c, 0x3d, + 0x3d, 0x66, 0x2e, 0x5f, 0x5f, 0x68, 0x74, 0x6d, 0x6c, 0x7c, 0x7c, 0x73, + 0x2e, 0x5f, 0x5f, 0x68, 0x74, 0x6d, 0x6c, 0x3d, 0x3d, 0x3d, 0x74, 0x2e, + 0x69, 0x6e, 0x6e, 0x65, 0x72, 0x48, 0x54, 0x4d, 0x4c, 0x29, 0x7c, 0x7c, + 0x28, 0x74, 0x2e, 0x69, 0x6e, 0x6e, 0x65, 0x72, 0x48, 0x54, 0x4d, 0x4c, + 0x3d, 0x73, 0x26, 0x26, 0x73, 0x2e, 0x5f, 0x5f, 0x68, 0x74, 0x6d, 0x6c, + 0x7c, 0x7c, 0x22, 0x22, 0x29, 0x29, 0x7d, 0x69, 0x66, 0x28, 0x51, 0x28, + 0x74, 0x2c, 0x68, 0x2c, 0x63, 0x2c, 0x5f, 0x2c, 0x75, 0x29, 0x2c, 0x73, + 0x29, 0x6e, 0x2e, 0x5f, 0x5f, 0x6b, 0x3d, 0x5b, 0x5d, 0x3b, 0x65, 0x6c, + 0x73, 0x65, 0x20, 0x69, 0x66, 0x28, 0x42, 0x28, 0x74, 0x2c, 0x54, 0x28, + 0x70, 0x3d, 0x6e, 0x2e, 0x70, 0x72, 0x6f, 0x70, 0x73, 0x2e, 0x63, 0x68, + 0x69, 0x6c, 0x64, 0x72, 0x65, 0x6e, 0x29, 0x3f, 0x70, 0x3a, 0x5b, 0x70, + 0x5d, 0x2c, 0x6e, 0x2c, 0x65, 0x2c, 0x69, 0x2c, 0x5f, 0x26, 0x26, 0x22, + 0x66, 0x6f, 0x72, 0x65, 0x69, 0x67, 0x6e, 0x4f, 0x62, 0x6a, 0x65, 0x63, + 0x74, 0x22, 0x21, 0x3d, 0x3d, 0x61, 0x2c, 0x6f, 0x2c, 0x72, 0x2c, 0x6f, + 0x3f, 0x6f, 0x5b, 0x30, 0x5d, 0x3a, 0x65, 0x2e, 0x5f, 0x5f, 0x6b, 0x26, + 0x26, 0x52, 0x28, 0x65, 0x2c, 0x30, 0x29, 0x2c, 0x75, 0x29, 0x2c, 0x6e, + 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x6f, 0x29, 0x66, 0x6f, 0x72, 0x28, 0x70, + 0x3d, 0x6f, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x3b, 0x70, 0x2d, + 0x2d, 0x3b, 0x29, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x6f, 0x5b, 0x70, + 0x5d, 0x26, 0x26, 0x41, 0x28, 0x6f, 0x5b, 0x70, 0x5d, 0x29, 0x3b, 0x75, + 0x7c, 0x7c, 0x28, 0x22, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x22, 0x69, 0x6e, + 0x20, 0x68, 0x26, 0x26, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, + 0x3d, 0x28, 0x70, 0x3d, 0x68, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x29, + 0x26, 0x26, 0x28, 0x70, 0x21, 0x3d, 0x3d, 0x74, 0x2e, 0x76, 0x61, 0x6c, + 0x75, 0x65, 0x7c, 0x7c, 0x22, 0x70, 0x72, 0x6f, 0x67, 0x72, 0x65, 0x73, + 0x73, 0x22, 0x3d, 0x3d, 0x3d, 0x61, 0x26, 0x26, 0x21, 0x70, 0x7c, 0x7c, + 0x22, 0x6f, 0x70, 0x74, 0x69, 0x6f, 0x6e, 0x22, 0x3d, 0x3d, 0x3d, 0x61, + 0x26, 0x26, 0x70, 0x21, 0x3d, 0x3d, 0x63, 0x2e, 0x76, 0x61, 0x6c, 0x75, + 0x65, 0x29, 0x26, 0x26, 0x59, 0x28, 0x74, 0x2c, 0x22, 0x76, 0x61, 0x6c, + 0x75, 0x65, 0x22, 0x2c, 0x70, 0x2c, 0x63, 0x2e, 0x76, 0x61, 0x6c, 0x75, + 0x65, 0x2c, 0x21, 0x31, 0x29, 0x2c, 0x22, 0x63, 0x68, 0x65, 0x63, 0x6b, + 0x65, 0x64, 0x22, 0x69, 0x6e, 0x20, 0x68, 0x26, 0x26, 0x76, 0x6f, 0x69, + 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x28, 0x70, 0x3d, 0x68, 0x2e, 0x63, + 0x68, 0x65, 0x63, 0x6b, 0x65, 0x64, 0x29, 0x26, 0x26, 0x70, 0x21, 0x3d, + 0x3d, 0x74, 0x2e, 0x63, 0x68, 0x65, 0x63, 0x6b, 0x65, 0x64, 0x26, 0x26, + 0x59, 0x28, 0x74, 0x2c, 0x22, 0x63, 0x68, 0x65, 0x63, 0x6b, 0x65, 0x64, + 0x22, 0x2c, 0x70, 0x2c, 0x63, 0x2e, 0x63, 0x68, 0x65, 0x63, 0x6b, 0x65, + 0x64, 0x2c, 0x21, 0x31, 0x29, 0x29, 0x7d, 0x72, 0x65, 0x74, 0x75, 0x72, + 0x6e, 0x20, 0x74, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x20, 0x5f, 0x74, 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x65, 0x29, 0x7b, 0x74, + 0x72, 0x79, 0x7b, 0x22, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x22, 0x3d, 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x74, 0x3f, + 0x74, 0x28, 0x6e, 0x29, 0x3a, 0x74, 0x2e, 0x63, 0x75, 0x72, 0x72, 0x65, + 0x6e, 0x74, 0x3d, 0x6e, 0x7d, 0x63, 0x61, 0x74, 0x63, 0x68, 0x28, 0x74, + 0x29, 0x7b, 0x53, 0x2e, 0x5f, 0x5f, 0x65, 0x28, 0x74, 0x2c, 0x65, 0x29, + 0x7d, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x6f, + 0x74, 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x65, 0x29, 0x7b, 0x76, 0x61, 0x72, + 0x20, 0x69, 0x2c, 0x5f, 0x3b, 0x69, 0x66, 0x28, 0x53, 0x2e, 0x75, 0x6e, + 0x6d, 0x6f, 0x75, 0x6e, 0x74, 0x26, 0x26, 0x53, 0x2e, 0x75, 0x6e, 0x6d, + 0x6f, 0x75, 0x6e, 0x74, 0x28, 0x74, 0x29, 0x2c, 0x28, 0x69, 0x3d, 0x74, + 0x2e, 0x72, 0x65, 0x66, 0x29, 0x26, 0x26, 0x28, 0x69, 0x2e, 0x63, 0x75, + 0x72, 0x72, 0x65, 0x6e, 0x74, 0x26, 0x26, 0x69, 0x2e, 0x63, 0x75, 0x72, + 0x72, 0x65, 0x6e, 0x74, 0x21, 0x3d, 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x65, + 0x7c, 0x7c, 0x5f, 0x74, 0x28, 0x69, 0x2c, 0x6e, 0x75, 0x6c, 0x6c, 0x2c, + 0x6e, 0x29, 0x29, 0x2c, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x28, 0x69, + 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x63, 0x29, 0x29, 0x7b, 0x69, 0x66, 0x28, + 0x69, 0x2e, 0x63, 0x6f, 0x6d, 0x70, 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x57, + 0x69, 0x6c, 0x6c, 0x55, 0x6e, 0x6d, 0x6f, 0x75, 0x6e, 0x74, 0x29, 0x74, + 0x72, 0x79, 0x7b, 0x69, 0x2e, 0x63, 0x6f, 0x6d, 0x70, 0x6f, 0x6e, 0x65, + 0x6e, 0x74, 0x57, 0x69, 0x6c, 0x6c, 0x55, 0x6e, 0x6d, 0x6f, 0x75, 0x6e, + 0x74, 0x28, 0x29, 0x7d, 0x63, 0x61, 0x74, 0x63, 0x68, 0x28, 0x74, 0x29, + 0x7b, 0x53, 0x2e, 0x5f, 0x5f, 0x65, 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x7d, + 0x69, 0x2e, 0x62, 0x61, 0x73, 0x65, 0x3d, 0x69, 0x2e, 0x5f, 0x5f, 0x50, + 0x3d, 0x6e, 0x75, 0x6c, 0x6c, 0x2c, 0x74, 0x2e, 0x5f, 0x5f, 0x63, 0x3d, + 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x7d, 0x69, 0x66, 0x28, 0x69, 0x3d, + 0x74, 0x2e, 0x5f, 0x5f, 0x6b, 0x29, 0x66, 0x6f, 0x72, 0x28, 0x5f, 0x3d, + 0x30, 0x3b, 0x5f, 0x3c, 0x69, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, + 0x3b, 0x5f, 0x2b, 0x2b, 0x29, 0x69, 0x5b, 0x5f, 0x5d, 0x26, 0x26, 0x6f, + 0x74, 0x28, 0x69, 0x5b, 0x5f, 0x5d, 0x2c, 0x6e, 0x2c, 0x65, 0x7c, 0x7c, + 0x22, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x22, 0x21, 0x3d, + 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x74, 0x2e, 0x74, 0x79, 0x70, + 0x65, 0x29, 0x3b, 0x65, 0x7c, 0x7c, 0x6e, 0x75, 0x6c, 0x6c, 0x3d, 0x3d, + 0x74, 0x2e, 0x5f, 0x5f, 0x65, 0x7c, 0x7c, 0x41, 0x28, 0x74, 0x2e, 0x5f, + 0x5f, 0x65, 0x29, 0x2c, 0x74, 0x2e, 0x5f, 0x5f, 0x3d, 0x74, 0x2e, 0x5f, + 0x5f, 0x65, 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x64, 0x3d, 0x76, 0x6f, 0x69, + 0x64, 0x20, 0x30, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x20, 0x72, 0x74, 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x65, 0x29, 0x7b, 0x72, + 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x63, + 0x6f, 0x6e, 0x73, 0x74, 0x72, 0x75, 0x63, 0x74, 0x6f, 0x72, 0x28, 0x74, + 0x2c, 0x65, 0x29, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x20, 0x75, 0x74, 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x65, 0x29, 0x7b, 0x76, + 0x61, 0x72, 0x20, 0x69, 0x2c, 0x5f, 0x2c, 0x6f, 0x3b, 0x53, 0x2e, 0x5f, + 0x5f, 0x26, 0x26, 0x53, 0x2e, 0x5f, 0x5f, 0x28, 0x74, 0x2c, 0x6e, 0x29, + 0x2c, 0x5f, 0x3d, 0x28, 0x69, 0x3d, 0x22, 0x66, 0x75, 0x6e, 0x63, 0x74, + 0x69, 0x6f, 0x6e, 0x22, 0x3d, 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, + 0x20, 0x65, 0x29, 0x3f, 0x6e, 0x75, 0x6c, 0x6c, 0x3a, 0x65, 0x26, 0x26, + 0x65, 0x2e, 0x5f, 0x5f, 0x6b, 0x7c, 0x7c, 0x6e, 0x2e, 0x5f, 0x5f, 0x6b, + 0x2c, 0x6f, 0x3d, 0x5b, 0x5d, 0x2c, 0x6e, 0x74, 0x28, 0x6e, 0x2c, 0x74, + 0x3d, 0x28, 0x21, 0x69, 0x26, 0x26, 0x65, 0x7c, 0x7c, 0x6e, 0x29, 0x2e, + 0x5f, 0x5f, 0x6b, 0x3d, 0x46, 0x28, 0x4f, 0x2c, 0x6e, 0x75, 0x6c, 0x6c, + 0x2c, 0x5b, 0x74, 0x5d, 0x29, 0x2c, 0x5f, 0x7c, 0x7c, 0x50, 0x2c, 0x50, + 0x2c, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x6e, 0x2e, + 0x6f, 0x77, 0x6e, 0x65, 0x72, 0x53, 0x56, 0x47, 0x45, 0x6c, 0x65, 0x6d, + 0x65, 0x6e, 0x74, 0x2c, 0x21, 0x69, 0x26, 0x26, 0x65, 0x3f, 0x5b, 0x65, + 0x5d, 0x3a, 0x5f, 0x3f, 0x6e, 0x75, 0x6c, 0x6c, 0x3a, 0x6e, 0x2e, 0x66, + 0x69, 0x72, 0x73, 0x74, 0x43, 0x68, 0x69, 0x6c, 0x64, 0x3f, 0x6b, 0x2e, + 0x63, 0x61, 0x6c, 0x6c, 0x28, 0x6e, 0x2e, 0x63, 0x68, 0x69, 0x6c, 0x64, + 0x4e, 0x6f, 0x64, 0x65, 0x73, 0x29, 0x3a, 0x6e, 0x75, 0x6c, 0x6c, 0x2c, + 0x6f, 0x2c, 0x21, 0x69, 0x26, 0x26, 0x65, 0x3f, 0x65, 0x3a, 0x5f, 0x3f, + 0x5f, 0x2e, 0x5f, 0x5f, 0x65, 0x3a, 0x6e, 0x2e, 0x66, 0x69, 0x72, 0x73, + 0x74, 0x43, 0x68, 0x69, 0x6c, 0x64, 0x2c, 0x69, 0x29, 0x2c, 0x65, 0x74, + 0x28, 0x6f, 0x2c, 0x74, 0x29, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, + 0x6f, 0x6e, 0x20, 0x6c, 0x74, 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x7b, 0x75, + 0x74, 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x6c, 0x74, 0x29, 0x7d, 0x66, 0x75, + 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x66, 0x74, 0x28, 0x74, 0x2c, + 0x6e, 0x2c, 0x65, 0x29, 0x7b, 0x76, 0x61, 0x72, 0x20, 0x69, 0x2c, 0x5f, + 0x2c, 0x6f, 0x2c, 0x72, 0x2c, 0x75, 0x3d, 0x56, 0x28, 0x7b, 0x7d, 0x2c, + 0x74, 0x2e, 0x70, 0x72, 0x6f, 0x70, 0x73, 0x29, 0x3b, 0x66, 0x6f, 0x72, + 0x28, 0x6f, 0x20, 0x69, 0x6e, 0x20, 0x74, 0x2e, 0x74, 0x79, 0x70, 0x65, + 0x26, 0x26, 0x74, 0x2e, 0x74, 0x79, 0x70, 0x65, 0x2e, 0x64, 0x65, 0x66, + 0x61, 0x75, 0x6c, 0x74, 0x50, 0x72, 0x6f, 0x70, 0x73, 0x26, 0x26, 0x28, + 0x72, 0x3d, 0x74, 0x2e, 0x74, 0x79, 0x70, 0x65, 0x2e, 0x64, 0x65, 0x66, + 0x61, 0x75, 0x6c, 0x74, 0x50, 0x72, 0x6f, 0x70, 0x73, 0x29, 0x2c, 0x6e, + 0x29, 0x22, 0x6b, 0x65, 0x79, 0x22, 0x3d, 0x3d, 0x6f, 0x3f, 0x69, 0x3d, + 0x6e, 0x5b, 0x6f, 0x5d, 0x3a, 0x22, 0x72, 0x65, 0x66, 0x22, 0x3d, 0x3d, + 0x6f, 0x3f, 0x5f, 0x3d, 0x6e, 0x5b, 0x6f, 0x5d, 0x3a, 0x75, 0x5b, 0x6f, + 0x5d, 0x3d, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x3d, 0x3d, 0x3d, 0x6e, + 0x5b, 0x6f, 0x5d, 0x26, 0x26, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, + 0x3d, 0x3d, 0x72, 0x3f, 0x72, 0x5b, 0x6f, 0x5d, 0x3a, 0x6e, 0x5b, 0x6f, + 0x5d, 0x3b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x61, 0x72, 0x67, + 0x75, 0x6d, 0x65, 0x6e, 0x74, 0x73, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, + 0x68, 0x3e, 0x32, 0x26, 0x26, 0x28, 0x75, 0x2e, 0x63, 0x68, 0x69, 0x6c, + 0x64, 0x72, 0x65, 0x6e, 0x3d, 0x61, 0x72, 0x67, 0x75, 0x6d, 0x65, 0x6e, + 0x74, 0x73, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x3e, 0x33, 0x3f, + 0x6b, 0x2e, 0x63, 0x61, 0x6c, 0x6c, 0x28, 0x61, 0x72, 0x67, 0x75, 0x6d, + 0x65, 0x6e, 0x74, 0x73, 0x2c, 0x32, 0x29, 0x3a, 0x65, 0x29, 0x2c, 0x4d, + 0x28, 0x74, 0x2e, 0x74, 0x79, 0x70, 0x65, 0x2c, 0x75, 0x2c, 0x69, 0x7c, + 0x7c, 0x74, 0x2e, 0x6b, 0x65, 0x79, 0x2c, 0x5f, 0x7c, 0x7c, 0x74, 0x2e, + 0x72, 0x65, 0x66, 0x2c, 0x6e, 0x75, 0x6c, 0x6c, 0x29, 0x7d, 0x66, 0x75, + 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x73, 0x74, 0x28, 0x74, 0x2c, + 0x6e, 0x29, 0x7b, 0x76, 0x61, 0x72, 0x20, 0x65, 0x3d, 0x7b, 0x5f, 0x5f, + 0x63, 0x3a, 0x6e, 0x3d, 0x22, 0x5f, 0x5f, 0x63, 0x43, 0x22, 0x2b, 0x4e, + 0x2b, 0x2b, 0x2c, 0x5f, 0x5f, 0x3a, 0x74, 0x2c, 0x43, 0x6f, 0x6e, 0x73, + 0x75, 0x6d, 0x65, 0x72, 0x3a, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, + 0x6e, 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, 0x72, + 0x6e, 0x20, 0x74, 0x2e, 0x63, 0x68, 0x69, 0x6c, 0x64, 0x72, 0x65, 0x6e, + 0x28, 0x6e, 0x29, 0x7d, 0x2c, 0x50, 0x72, 0x6f, 0x76, 0x69, 0x64, 0x65, + 0x72, 0x3a, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, + 0x29, 0x7b, 0x76, 0x61, 0x72, 0x20, 0x65, 0x2c, 0x69, 0x3b, 0x72, 0x65, + 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x67, 0x65, + 0x74, 0x43, 0x68, 0x69, 0x6c, 0x64, 0x43, 0x6f, 0x6e, 0x74, 0x65, 0x78, + 0x74, 0x7c, 0x7c, 0x28, 0x65, 0x3d, 0x5b, 0x5d, 0x2c, 0x28, 0x69, 0x3d, + 0x7b, 0x7d, 0x29, 0x5b, 0x6e, 0x5d, 0x3d, 0x74, 0x68, 0x69, 0x73, 0x2c, + 0x74, 0x68, 0x69, 0x73, 0x2e, 0x67, 0x65, 0x74, 0x43, 0x68, 0x69, 0x6c, + 0x64, 0x43, 0x6f, 0x6e, 0x74, 0x65, 0x78, 0x74, 0x3d, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, + 0x72, 0x6e, 0x20, 0x69, 0x7d, 0x2c, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x73, + 0x68, 0x6f, 0x75, 0x6c, 0x64, 0x43, 0x6f, 0x6d, 0x70, 0x6f, 0x6e, 0x65, + 0x6e, 0x74, 0x55, 0x70, 0x64, 0x61, 0x74, 0x65, 0x3d, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x74, 0x68, 0x69, + 0x73, 0x2e, 0x70, 0x72, 0x6f, 0x70, 0x73, 0x2e, 0x76, 0x61, 0x6c, 0x75, + 0x65, 0x21, 0x3d, 0x3d, 0x74, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x26, + 0x26, 0x65, 0x2e, 0x73, 0x6f, 0x6d, 0x65, 0x28, 0x28, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x74, 0x2e, 0x5f, + 0x5f, 0x65, 0x3d, 0x21, 0x30, 0x2c, 0x6a, 0x28, 0x74, 0x29, 0x7d, 0x29, + 0x29, 0x7d, 0x2c, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x73, 0x75, 0x62, 0x3d, + 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, + 0x65, 0x2e, 0x70, 0x75, 0x73, 0x68, 0x28, 0x74, 0x29, 0x3b, 0x76, 0x61, + 0x72, 0x20, 0x6e, 0x3d, 0x74, 0x2e, 0x63, 0x6f, 0x6d, 0x70, 0x6f, 0x6e, + 0x65, 0x6e, 0x74, 0x57, 0x69, 0x6c, 0x6c, 0x55, 0x6e, 0x6d, 0x6f, 0x75, + 0x6e, 0x74, 0x3b, 0x74, 0x2e, 0x63, 0x6f, 0x6d, 0x70, 0x6f, 0x6e, 0x65, + 0x6e, 0x74, 0x57, 0x69, 0x6c, 0x6c, 0x55, 0x6e, 0x6d, 0x6f, 0x75, 0x6e, + 0x74, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x29, + 0x7b, 0x65, 0x2e, 0x73, 0x70, 0x6c, 0x69, 0x63, 0x65, 0x28, 0x65, 0x2e, + 0x69, 0x6e, 0x64, 0x65, 0x78, 0x4f, 0x66, 0x28, 0x74, 0x29, 0x2c, 0x31, + 0x29, 0x2c, 0x6e, 0x26, 0x26, 0x6e, 0x2e, 0x63, 0x61, 0x6c, 0x6c, 0x28, + 0x74, 0x29, 0x7d, 0x7d, 0x29, 0x2c, 0x74, 0x2e, 0x63, 0x68, 0x69, 0x6c, + 0x64, 0x72, 0x65, 0x6e, 0x7d, 0x7d, 0x3b, 0x72, 0x65, 0x74, 0x75, 0x72, + 0x6e, 0x20, 0x65, 0x2e, 0x50, 0x72, 0x6f, 0x76, 0x69, 0x64, 0x65, 0x72, + 0x2e, 0x5f, 0x5f, 0x3d, 0x65, 0x2e, 0x43, 0x6f, 0x6e, 0x73, 0x75, 0x6d, + 0x65, 0x72, 0x2e, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x78, 0x74, 0x54, 0x79, + 0x70, 0x65, 0x3d, 0x65, 0x7d, 0x6b, 0x3d, 0x44, 0x2e, 0x73, 0x6c, 0x69, + 0x63, 0x65, 0x2c, 0x53, 0x3d, 0x7b, 0x5f, 0x5f, 0x65, 0x3a, 0x66, 0x75, + 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x65, + 0x2c, 0x69, 0x29, 0x7b, 0x66, 0x6f, 0x72, 0x28, 0x76, 0x61, 0x72, 0x20, + 0x5f, 0x2c, 0x6f, 0x2c, 0x72, 0x3b, 0x6e, 0x3d, 0x6e, 0x2e, 0x5f, 0x5f, + 0x3b, 0x29, 0x69, 0x66, 0x28, 0x28, 0x5f, 0x3d, 0x6e, 0x2e, 0x5f, 0x5f, + 0x63, 0x29, 0x26, 0x26, 0x21, 0x5f, 0x2e, 0x5f, 0x5f, 0x29, 0x74, 0x72, + 0x79, 0x7b, 0x69, 0x66, 0x28, 0x28, 0x6f, 0x3d, 0x5f, 0x2e, 0x63, 0x6f, + 0x6e, 0x73, 0x74, 0x72, 0x75, 0x63, 0x74, 0x6f, 0x72, 0x29, 0x26, 0x26, + 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x6f, 0x2e, 0x67, 0x65, 0x74, 0x44, + 0x65, 0x72, 0x69, 0x76, 0x65, 0x64, 0x53, 0x74, 0x61, 0x74, 0x65, 0x46, + 0x72, 0x6f, 0x6d, 0x45, 0x72, 0x72, 0x6f, 0x72, 0x26, 0x26, 0x28, 0x5f, + 0x2e, 0x73, 0x65, 0x74, 0x53, 0x74, 0x61, 0x74, 0x65, 0x28, 0x6f, 0x2e, + 0x67, 0x65, 0x74, 0x44, 0x65, 0x72, 0x69, 0x76, 0x65, 0x64, 0x53, 0x74, + 0x61, 0x74, 0x65, 0x46, 0x72, 0x6f, 0x6d, 0x45, 0x72, 0x72, 0x6f, 0x72, + 0x28, 0x74, 0x29, 0x29, 0x2c, 0x72, 0x3d, 0x5f, 0x2e, 0x5f, 0x5f, 0x64, + 0x29, 0x2c, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x5f, 0x2e, 0x63, 0x6f, + 0x6d, 0x70, 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x44, 0x69, 0x64, 0x43, 0x61, + 0x74, 0x63, 0x68, 0x26, 0x26, 0x28, 0x5f, 0x2e, 0x63, 0x6f, 0x6d, 0x70, + 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x44, 0x69, 0x64, 0x43, 0x61, 0x74, 0x63, + 0x68, 0x28, 0x74, 0x2c, 0x69, 0x7c, 0x7c, 0x7b, 0x7d, 0x29, 0x2c, 0x72, + 0x3d, 0x5f, 0x2e, 0x5f, 0x5f, 0x64, 0x29, 0x2c, 0x72, 0x29, 0x72, 0x65, + 0x74, 0x75, 0x72, 0x6e, 0x20, 0x5f, 0x2e, 0x5f, 0x5f, 0x45, 0x3d, 0x5f, + 0x7d, 0x63, 0x61, 0x74, 0x63, 0x68, 0x28, 0x6e, 0x29, 0x7b, 0x74, 0x3d, + 0x6e, 0x7d, 0x74, 0x68, 0x72, 0x6f, 0x77, 0x20, 0x74, 0x7d, 0x7d, 0x2c, + 0x78, 0x3d, 0x30, 0x2c, 0x77, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, + 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, + 0x20, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x74, 0x26, 0x26, 0x76, 0x6f, + 0x69, 0x64, 0x20, 0x30, 0x3d, 0x3d, 0x3d, 0x74, 0x2e, 0x63, 0x6f, 0x6e, + 0x73, 0x74, 0x72, 0x75, 0x63, 0x74, 0x6f, 0x72, 0x7d, 0x2c, 0x4c, 0x2e, + 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, 0x2e, 0x73, 0x65, + 0x74, 0x53, 0x74, 0x61, 0x74, 0x65, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, + 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x7b, 0x76, 0x61, 0x72, + 0x20, 0x65, 0x3b, 0x65, 0x3d, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x74, + 0x68, 0x69, 0x73, 0x2e, 0x5f, 0x5f, 0x73, 0x26, 0x26, 0x74, 0x68, 0x69, + 0x73, 0x2e, 0x5f, 0x5f, 0x73, 0x21, 0x3d, 0x3d, 0x74, 0x68, 0x69, 0x73, + 0x2e, 0x73, 0x74, 0x61, 0x74, 0x65, 0x3f, 0x74, 0x68, 0x69, 0x73, 0x2e, + 0x5f, 0x5f, 0x73, 0x3a, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x5f, 0x5f, 0x73, + 0x3d, 0x56, 0x28, 0x7b, 0x7d, 0x2c, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x73, + 0x74, 0x61, 0x74, 0x65, 0x29, 0x2c, 0x22, 0x66, 0x75, 0x6e, 0x63, 0x74, + 0x69, 0x6f, 0x6e, 0x22, 0x3d, 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, + 0x20, 0x74, 0x26, 0x26, 0x28, 0x74, 0x3d, 0x74, 0x28, 0x56, 0x28, 0x7b, + 0x7d, 0x2c, 0x65, 0x29, 0x2c, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x70, 0x72, + 0x6f, 0x70, 0x73, 0x29, 0x29, 0x2c, 0x74, 0x26, 0x26, 0x56, 0x28, 0x65, + 0x2c, 0x74, 0x29, 0x2c, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x74, 0x26, + 0x26, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x5f, 0x5f, 0x76, 0x26, 0x26, 0x28, + 0x6e, 0x26, 0x26, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x5f, 0x73, 0x62, 0x2e, + 0x70, 0x75, 0x73, 0x68, 0x28, 0x6e, 0x29, 0x2c, 0x6a, 0x28, 0x74, 0x68, + 0x69, 0x73, 0x29, 0x29, 0x7d, 0x2c, 0x4c, 0x2e, 0x70, 0x72, 0x6f, 0x74, + 0x6f, 0x74, 0x79, 0x70, 0x65, 0x2e, 0x66, 0x6f, 0x72, 0x63, 0x65, 0x55, + 0x70, 0x64, 0x61, 0x74, 0x65, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, + 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x5f, + 0x5f, 0x76, 0x26, 0x26, 0x28, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x5f, 0x5f, + 0x65, 0x3d, 0x21, 0x30, 0x2c, 0x74, 0x26, 0x26, 0x74, 0x68, 0x69, 0x73, + 0x2e, 0x5f, 0x5f, 0x68, 0x2e, 0x70, 0x75, 0x73, 0x68, 0x28, 0x74, 0x29, + 0x2c, 0x6a, 0x28, 0x74, 0x68, 0x69, 0x73, 0x29, 0x29, 0x7d, 0x2c, 0x4c, + 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, 0x2e, 0x72, + 0x65, 0x6e, 0x64, 0x65, 0x72, 0x3d, 0x4f, 0x2c, 0x43, 0x3d, 0x5b, 0x5d, + 0x2c, 0x55, 0x3d, 0x22, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x22, 0x3d, 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x50, 0x72, + 0x6f, 0x6d, 0x69, 0x73, 0x65, 0x3f, 0x50, 0x72, 0x6f, 0x6d, 0x69, 0x73, + 0x65, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, 0x2e, + 0x74, 0x68, 0x65, 0x6e, 0x2e, 0x62, 0x69, 0x6e, 0x64, 0x28, 0x50, 0x72, + 0x6f, 0x6d, 0x69, 0x73, 0x65, 0x2e, 0x72, 0x65, 0x73, 0x6f, 0x6c, 0x76, + 0x65, 0x28, 0x29, 0x29, 0x3a, 0x73, 0x65, 0x74, 0x54, 0x69, 0x6d, 0x65, + 0x6f, 0x75, 0x74, 0x2c, 0x48, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, + 0x6f, 0x6e, 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, + 0x72, 0x6e, 0x20, 0x74, 0x2e, 0x5f, 0x5f, 0x76, 0x2e, 0x5f, 0x5f, 0x62, + 0x2d, 0x6e, 0x2e, 0x5f, 0x5f, 0x76, 0x2e, 0x5f, 0x5f, 0x62, 0x7d, 0x2c, + 0x71, 0x2e, 0x5f, 0x5f, 0x72, 0x3d, 0x30, 0x2c, 0x4e, 0x3d, 0x30, 0x3b, + 0x76, 0x61, 0x72, 0x20, 0x63, 0x74, 0x2c, 0x68, 0x74, 0x2c, 0x61, 0x74, + 0x2c, 0x70, 0x74, 0x2c, 0x64, 0x74, 0x3d, 0x30, 0x2c, 0x76, 0x74, 0x3d, + 0x5b, 0x5d, 0x2c, 0x79, 0x74, 0x3d, 0x5b, 0x5d, 0x2c, 0x6d, 0x74, 0x3d, + 0x53, 0x2e, 0x5f, 0x5f, 0x62, 0x2c, 0x67, 0x74, 0x3d, 0x53, 0x2e, 0x5f, + 0x5f, 0x72, 0x2c, 0x62, 0x74, 0x3d, 0x53, 0x2e, 0x64, 0x69, 0x66, 0x66, + 0x65, 0x64, 0x2c, 0x6b, 0x74, 0x3d, 0x53, 0x2e, 0x5f, 0x5f, 0x63, 0x2c, + 0x53, 0x74, 0x3d, 0x53, 0x2e, 0x75, 0x6e, 0x6d, 0x6f, 0x75, 0x6e, 0x74, + 0x3b, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x78, 0x74, + 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x7b, 0x53, 0x2e, 0x5f, 0x5f, 0x68, 0x26, + 0x26, 0x53, 0x2e, 0x5f, 0x5f, 0x68, 0x28, 0x68, 0x74, 0x2c, 0x74, 0x2c, + 0x64, 0x74, 0x7c, 0x7c, 0x6e, 0x29, 0x2c, 0x64, 0x74, 0x3d, 0x30, 0x3b, + 0x76, 0x61, 0x72, 0x20, 0x65, 0x3d, 0x68, 0x74, 0x2e, 0x5f, 0x5f, 0x48, + 0x7c, 0x7c, 0x28, 0x68, 0x74, 0x2e, 0x5f, 0x5f, 0x48, 0x3d, 0x7b, 0x5f, + 0x5f, 0x3a, 0x5b, 0x5d, 0x2c, 0x5f, 0x5f, 0x68, 0x3a, 0x5b, 0x5d, 0x7d, + 0x29, 0x3b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, 0x3e, 0x3d, + 0x65, 0x2e, 0x5f, 0x5f, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x26, + 0x26, 0x65, 0x2e, 0x5f, 0x5f, 0x2e, 0x70, 0x75, 0x73, 0x68, 0x28, 0x7b, + 0x5f, 0x5f, 0x56, 0x3a, 0x79, 0x74, 0x7d, 0x29, 0x2c, 0x65, 0x2e, 0x5f, + 0x5f, 0x5b, 0x74, 0x5d, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, + 0x6e, 0x20, 0x77, 0x74, 0x28, 0x74, 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, + 0x72, 0x6e, 0x20, 0x64, 0x74, 0x3d, 0x31, 0x2c, 0x43, 0x74, 0x28, 0x49, + 0x74, 0x2c, 0x74, 0x29, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, + 0x6e, 0x20, 0x43, 0x74, 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x65, 0x29, 0x7b, + 0x76, 0x61, 0x72, 0x20, 0x69, 0x3d, 0x78, 0x74, 0x28, 0x63, 0x74, 0x2b, + 0x2b, 0x2c, 0x32, 0x29, 0x3b, 0x69, 0x66, 0x28, 0x69, 0x2e, 0x74, 0x3d, + 0x74, 0x2c, 0x21, 0x69, 0x2e, 0x5f, 0x5f, 0x63, 0x26, 0x26, 0x28, 0x69, + 0x2e, 0x5f, 0x5f, 0x3d, 0x5b, 0x65, 0x3f, 0x65, 0x28, 0x6e, 0x29, 0x3a, + 0x49, 0x74, 0x28, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x2c, 0x6e, 0x29, + 0x2c, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, + 0x7b, 0x76, 0x61, 0x72, 0x20, 0x6e, 0x3d, 0x69, 0x2e, 0x5f, 0x5f, 0x4e, + 0x3f, 0x69, 0x2e, 0x5f, 0x5f, 0x4e, 0x5b, 0x30, 0x5d, 0x3a, 0x69, 0x2e, + 0x5f, 0x5f, 0x5b, 0x30, 0x5d, 0x2c, 0x65, 0x3d, 0x69, 0x2e, 0x74, 0x28, + 0x6e, 0x2c, 0x74, 0x29, 0x3b, 0x6e, 0x21, 0x3d, 0x3d, 0x65, 0x26, 0x26, + 0x28, 0x69, 0x2e, 0x5f, 0x5f, 0x4e, 0x3d, 0x5b, 0x65, 0x2c, 0x69, 0x2e, + 0x5f, 0x5f, 0x5b, 0x31, 0x5d, 0x5d, 0x2c, 0x69, 0x2e, 0x5f, 0x5f, 0x63, + 0x2e, 0x73, 0x65, 0x74, 0x53, 0x74, 0x61, 0x74, 0x65, 0x28, 0x7b, 0x7d, + 0x29, 0x29, 0x7d, 0x5d, 0x2c, 0x69, 0x2e, 0x5f, 0x5f, 0x63, 0x3d, 0x68, + 0x74, 0x2c, 0x21, 0x68, 0x74, 0x2e, 0x75, 0x29, 0x29, 0x7b, 0x76, 0x61, + 0x72, 0x20, 0x5f, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x65, 0x29, 0x7b, 0x69, 0x66, 0x28, 0x21, + 0x69, 0x2e, 0x5f, 0x5f, 0x63, 0x2e, 0x5f, 0x5f, 0x48, 0x29, 0x72, 0x65, + 0x74, 0x75, 0x72, 0x6e, 0x21, 0x30, 0x3b, 0x76, 0x61, 0x72, 0x20, 0x5f, + 0x3d, 0x69, 0x2e, 0x5f, 0x5f, 0x63, 0x2e, 0x5f, 0x5f, 0x48, 0x2e, 0x5f, + 0x5f, 0x2e, 0x66, 0x69, 0x6c, 0x74, 0x65, 0x72, 0x28, 0x28, 0x66, 0x75, + 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x72, 0x65, + 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, 0x2e, 0x5f, 0x5f, 0x63, 0x7d, 0x29, + 0x29, 0x3b, 0x69, 0x66, 0x28, 0x5f, 0x2e, 0x65, 0x76, 0x65, 0x72, 0x79, + 0x28, 0x28, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, + 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x21, 0x74, 0x2e, 0x5f, + 0x5f, 0x4e, 0x7d, 0x29, 0x29, 0x29, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, + 0x21, 0x6f, 0x7c, 0x7c, 0x6f, 0x2e, 0x63, 0x61, 0x6c, 0x6c, 0x28, 0x74, + 0x68, 0x69, 0x73, 0x2c, 0x74, 0x2c, 0x6e, 0x2c, 0x65, 0x29, 0x3b, 0x76, + 0x61, 0x72, 0x20, 0x72, 0x3d, 0x21, 0x31, 0x3b, 0x72, 0x65, 0x74, 0x75, + 0x72, 0x6e, 0x20, 0x5f, 0x2e, 0x66, 0x6f, 0x72, 0x45, 0x61, 0x63, 0x68, + 0x28, 0x28, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, + 0x29, 0x7b, 0x69, 0x66, 0x28, 0x74, 0x2e, 0x5f, 0x5f, 0x4e, 0x29, 0x7b, + 0x76, 0x61, 0x72, 0x20, 0x6e, 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x5b, 0x30, + 0x5d, 0x3b, 0x74, 0x2e, 0x5f, 0x5f, 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x4e, + 0x2c, 0x74, 0x2e, 0x5f, 0x5f, 0x4e, 0x3d, 0x76, 0x6f, 0x69, 0x64, 0x20, + 0x30, 0x2c, 0x6e, 0x21, 0x3d, 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x5b, 0x30, + 0x5d, 0x26, 0x26, 0x28, 0x72, 0x3d, 0x21, 0x30, 0x29, 0x7d, 0x7d, 0x29, + 0x29, 0x2c, 0x21, 0x28, 0x21, 0x72, 0x26, 0x26, 0x69, 0x2e, 0x5f, 0x5f, + 0x63, 0x2e, 0x70, 0x72, 0x6f, 0x70, 0x73, 0x3d, 0x3d, 0x3d, 0x74, 0x29, + 0x26, 0x26, 0x28, 0x21, 0x6f, 0x7c, 0x7c, 0x6f, 0x2e, 0x63, 0x61, 0x6c, + 0x6c, 0x28, 0x74, 0x68, 0x69, 0x73, 0x2c, 0x74, 0x2c, 0x6e, 0x2c, 0x65, + 0x29, 0x29, 0x7d, 0x3b, 0x68, 0x74, 0x2e, 0x75, 0x3d, 0x21, 0x30, 0x3b, + 0x76, 0x61, 0x72, 0x20, 0x6f, 0x3d, 0x68, 0x74, 0x2e, 0x73, 0x68, 0x6f, + 0x75, 0x6c, 0x64, 0x43, 0x6f, 0x6d, 0x70, 0x6f, 0x6e, 0x65, 0x6e, 0x74, + 0x55, 0x70, 0x64, 0x61, 0x74, 0x65, 0x2c, 0x72, 0x3d, 0x68, 0x74, 0x2e, + 0x63, 0x6f, 0x6d, 0x70, 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x57, 0x69, 0x6c, + 0x6c, 0x55, 0x70, 0x64, 0x61, 0x74, 0x65, 0x3b, 0x68, 0x74, 0x2e, 0x63, + 0x6f, 0x6d, 0x70, 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x57, 0x69, 0x6c, 0x6c, + 0x55, 0x70, 0x64, 0x61, 0x74, 0x65, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, + 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x65, 0x29, 0x7b, 0x69, + 0x66, 0x28, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x5f, 0x5f, 0x65, 0x29, 0x7b, + 0x76, 0x61, 0x72, 0x20, 0x69, 0x3d, 0x6f, 0x3b, 0x6f, 0x3d, 0x76, 0x6f, + 0x69, 0x64, 0x20, 0x30, 0x2c, 0x5f, 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x65, + 0x29, 0x2c, 0x6f, 0x3d, 0x69, 0x7d, 0x72, 0x26, 0x26, 0x72, 0x2e, 0x63, + 0x61, 0x6c, 0x6c, 0x28, 0x74, 0x68, 0x69, 0x73, 0x2c, 0x74, 0x2c, 0x6e, + 0x2c, 0x65, 0x29, 0x7d, 0x2c, 0x68, 0x74, 0x2e, 0x73, 0x68, 0x6f, 0x75, + 0x6c, 0x64, 0x43, 0x6f, 0x6d, 0x70, 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x55, + 0x70, 0x64, 0x61, 0x74, 0x65, 0x3d, 0x5f, 0x7d, 0x72, 0x65, 0x74, 0x75, + 0x72, 0x6e, 0x20, 0x69, 0x2e, 0x5f, 0x5f, 0x4e, 0x7c, 0x7c, 0x69, 0x2e, + 0x5f, 0x5f, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, + 0x45, 0x74, 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x7b, 0x76, 0x61, 0x72, 0x20, + 0x65, 0x3d, 0x78, 0x74, 0x28, 0x63, 0x74, 0x2b, 0x2b, 0x2c, 0x33, 0x29, + 0x3b, 0x21, 0x53, 0x2e, 0x5f, 0x5f, 0x73, 0x26, 0x26, 0x52, 0x74, 0x28, + 0x65, 0x2e, 0x5f, 0x5f, 0x48, 0x2c, 0x6e, 0x29, 0x26, 0x26, 0x28, 0x65, + 0x2e, 0x5f, 0x5f, 0x3d, 0x74, 0x2c, 0x65, 0x2e, 0x69, 0x3d, 0x6e, 0x2c, + 0x68, 0x74, 0x2e, 0x5f, 0x5f, 0x48, 0x2e, 0x5f, 0x5f, 0x68, 0x2e, 0x70, + 0x75, 0x73, 0x68, 0x28, 0x65, 0x29, 0x29, 0x7d, 0x66, 0x75, 0x6e, 0x63, + 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x55, 0x74, 0x28, 0x74, 0x2c, 0x6e, 0x29, + 0x7b, 0x76, 0x61, 0x72, 0x20, 0x65, 0x3d, 0x78, 0x74, 0x28, 0x63, 0x74, + 0x2b, 0x2b, 0x2c, 0x34, 0x29, 0x3b, 0x21, 0x53, 0x2e, 0x5f, 0x5f, 0x73, + 0x26, 0x26, 0x52, 0x74, 0x28, 0x65, 0x2e, 0x5f, 0x5f, 0x48, 0x2c, 0x6e, + 0x29, 0x26, 0x26, 0x28, 0x65, 0x2e, 0x5f, 0x5f, 0x3d, 0x74, 0x2c, 0x65, + 0x2e, 0x69, 0x3d, 0x6e, 0x2c, 0x68, 0x74, 0x2e, 0x5f, 0x5f, 0x68, 0x2e, + 0x70, 0x75, 0x73, 0x68, 0x28, 0x65, 0x29, 0x29, 0x7d, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x48, 0x74, 0x28, 0x74, 0x29, 0x7b, + 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x64, 0x74, 0x3d, 0x35, 0x2c, + 0x50, 0x74, 0x28, 0x28, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x28, 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x7b, 0x63, 0x75, + 0x72, 0x72, 0x65, 0x6e, 0x74, 0x3a, 0x74, 0x7d, 0x7d, 0x29, 0x2c, 0x5b, + 0x5d, 0x29, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, + 0x4e, 0x74, 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x65, 0x29, 0x7b, 0x64, 0x74, + 0x3d, 0x36, 0x2c, 0x55, 0x74, 0x28, 0x28, 0x66, 0x75, 0x6e, 0x63, 0x74, + 0x69, 0x6f, 0x6e, 0x28, 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, + 0x22, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x22, 0x3d, 0x3d, + 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x74, 0x3f, 0x28, 0x74, 0x28, + 0x6e, 0x28, 0x29, 0x29, 0x2c, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, + 0x6e, 0x28, 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, + 0x28, 0x6e, 0x75, 0x6c, 0x6c, 0x29, 0x7d, 0x29, 0x3a, 0x74, 0x3f, 0x28, + 0x74, 0x2e, 0x63, 0x75, 0x72, 0x72, 0x65, 0x6e, 0x74, 0x3d, 0x6e, 0x28, + 0x29, 0x2c, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x29, + 0x7b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, 0x2e, 0x63, 0x75, + 0x72, 0x72, 0x65, 0x6e, 0x74, 0x3d, 0x6e, 0x75, 0x6c, 0x6c, 0x7d, 0x29, + 0x3a, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x7d, 0x29, 0x2c, 0x6e, 0x75, + 0x6c, 0x6c, 0x3d, 0x3d, 0x65, 0x3f, 0x65, 0x3a, 0x65, 0x2e, 0x63, 0x6f, + 0x6e, 0x63, 0x61, 0x74, 0x28, 0x74, 0x29, 0x29, 0x7d, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x50, 0x74, 0x28, 0x74, 0x2c, 0x6e, + 0x29, 0x7b, 0x76, 0x61, 0x72, 0x20, 0x65, 0x3d, 0x78, 0x74, 0x28, 0x63, + 0x74, 0x2b, 0x2b, 0x2c, 0x37, 0x29, 0x3b, 0x72, 0x65, 0x74, 0x75, 0x72, + 0x6e, 0x20, 0x52, 0x74, 0x28, 0x65, 0x2e, 0x5f, 0x5f, 0x48, 0x2c, 0x6e, + 0x29, 0x3f, 0x28, 0x65, 0x2e, 0x5f, 0x5f, 0x56, 0x3d, 0x74, 0x28, 0x29, + 0x2c, 0x65, 0x2e, 0x69, 0x3d, 0x6e, 0x2c, 0x65, 0x2e, 0x5f, 0x5f, 0x68, + 0x3d, 0x74, 0x2c, 0x65, 0x2e, 0x5f, 0x5f, 0x56, 0x29, 0x3a, 0x65, 0x2e, + 0x5f, 0x5f, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, + 0x44, 0x74, 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, + 0x72, 0x6e, 0x20, 0x64, 0x74, 0x3d, 0x38, 0x2c, 0x50, 0x74, 0x28, 0x28, + 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x29, 0x7b, 0x72, + 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x74, 0x7d, 0x29, 0x2c, 0x6e, 0x29, + 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x24, 0x74, + 0x28, 0x74, 0x29, 0x7b, 0x76, 0x61, 0x72, 0x20, 0x6e, 0x3d, 0x68, 0x74, + 0x2e, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x78, 0x74, 0x5b, 0x74, 0x2e, 0x5f, + 0x5f, 0x63, 0x5d, 0x2c, 0x65, 0x3d, 0x78, 0x74, 0x28, 0x63, 0x74, 0x2b, + 0x2b, 0x2c, 0x39, 0x29, 0x3b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, + 0x65, 0x2e, 0x63, 0x3d, 0x74, 0x2c, 0x6e, 0x3f, 0x28, 0x6e, 0x75, 0x6c, + 0x6c, 0x3d, 0x3d, 0x65, 0x2e, 0x5f, 0x5f, 0x26, 0x26, 0x28, 0x65, 0x2e, + 0x5f, 0x5f, 0x3d, 0x21, 0x30, 0x2c, 0x6e, 0x2e, 0x73, 0x75, 0x62, 0x28, + 0x68, 0x74, 0x29, 0x29, 0x2c, 0x6e, 0x2e, 0x70, 0x72, 0x6f, 0x70, 0x73, + 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x29, 0x3a, 0x74, 0x2e, 0x5f, 0x5f, + 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x54, 0x74, + 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x7b, 0x53, 0x2e, 0x75, 0x73, 0x65, 0x44, + 0x65, 0x62, 0x75, 0x67, 0x56, 0x61, 0x6c, 0x75, 0x65, 0x26, 0x26, 0x53, + 0x2e, 0x75, 0x73, 0x65, 0x44, 0x65, 0x62, 0x75, 0x67, 0x56, 0x61, 0x6c, + 0x75, 0x65, 0x28, 0x6e, 0x3f, 0x6e, 0x28, 0x74, 0x29, 0x3a, 0x74, 0x29, + 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x56, 0x74, + 0x28, 0x74, 0x29, 0x7b, 0x76, 0x61, 0x72, 0x20, 0x6e, 0x3d, 0x78, 0x74, + 0x28, 0x63, 0x74, 0x2b, 0x2b, 0x2c, 0x31, 0x30, 0x29, 0x2c, 0x65, 0x3d, + 0x77, 0x74, 0x28, 0x29, 0x3b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, + 0x6e, 0x2e, 0x5f, 0x5f, 0x3d, 0x74, 0x2c, 0x68, 0x74, 0x2e, 0x63, 0x6f, + 0x6d, 0x70, 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x44, 0x69, 0x64, 0x43, 0x61, + 0x74, 0x63, 0x68, 0x7c, 0x7c, 0x28, 0x68, 0x74, 0x2e, 0x63, 0x6f, 0x6d, + 0x70, 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x44, 0x69, 0x64, 0x43, 0x61, 0x74, + 0x63, 0x68, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, + 0x74, 0x2c, 0x69, 0x29, 0x7b, 0x6e, 0x2e, 0x5f, 0x5f, 0x26, 0x26, 0x6e, + 0x2e, 0x5f, 0x5f, 0x28, 0x74, 0x2c, 0x69, 0x29, 0x2c, 0x65, 0x5b, 0x31, + 0x5d, 0x28, 0x74, 0x29, 0x7d, 0x29, 0x2c, 0x5b, 0x65, 0x5b, 0x30, 0x5d, + 0x2c, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x29, 0x7b, + 0x65, 0x5b, 0x31, 0x5d, 0x28, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x29, + 0x7d, 0x5d, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, + 0x41, 0x74, 0x28, 0x29, 0x7b, 0x76, 0x61, 0x72, 0x20, 0x74, 0x3d, 0x78, + 0x74, 0x28, 0x63, 0x74, 0x2b, 0x2b, 0x2c, 0x31, 0x31, 0x29, 0x3b, 0x69, + 0x66, 0x28, 0x21, 0x74, 0x2e, 0x5f, 0x5f, 0x29, 0x7b, 0x66, 0x6f, 0x72, + 0x28, 0x76, 0x61, 0x72, 0x20, 0x6e, 0x3d, 0x68, 0x74, 0x2e, 0x5f, 0x5f, + 0x76, 0x3b, 0x6e, 0x75, 0x6c, 0x6c, 0x21, 0x3d, 0x3d, 0x6e, 0x26, 0x26, + 0x21, 0x6e, 0x2e, 0x5f, 0x5f, 0x6d, 0x26, 0x26, 0x6e, 0x75, 0x6c, 0x6c, + 0x21, 0x3d, 0x3d, 0x6e, 0x2e, 0x5f, 0x5f, 0x3b, 0x29, 0x6e, 0x3d, 0x6e, + 0x2e, 0x5f, 0x5f, 0x3b, 0x76, 0x61, 0x72, 0x20, 0x65, 0x3d, 0x6e, 0x2e, + 0x5f, 0x5f, 0x6d, 0x7c, 0x7c, 0x28, 0x6e, 0x2e, 0x5f, 0x5f, 0x6d, 0x3d, + 0x5b, 0x30, 0x2c, 0x30, 0x5d, 0x29, 0x3b, 0x74, 0x2e, 0x5f, 0x5f, 0x3d, + 0x22, 0x50, 0x22, 0x2b, 0x65, 0x5b, 0x30, 0x5d, 0x2b, 0x22, 0x2d, 0x22, + 0x2b, 0x65, 0x5b, 0x31, 0x5d, 0x2b, 0x2b, 0x7d, 0x72, 0x65, 0x74, 0x75, + 0x72, 0x6e, 0x20, 0x74, 0x2e, 0x5f, 0x5f, 0x7d, 0x66, 0x75, 0x6e, 0x63, + 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x46, 0x74, 0x28, 0x29, 0x7b, 0x66, 0x6f, + 0x72, 0x28, 0x76, 0x61, 0x72, 0x20, 0x74, 0x3b, 0x74, 0x3d, 0x76, 0x74, + 0x2e, 0x73, 0x68, 0x69, 0x66, 0x74, 0x28, 0x29, 0x3b, 0x29, 0x69, 0x66, + 0x28, 0x74, 0x2e, 0x5f, 0x5f, 0x50, 0x26, 0x26, 0x74, 0x2e, 0x5f, 0x5f, + 0x48, 0x29, 0x74, 0x72, 0x79, 0x7b, 0x74, 0x2e, 0x5f, 0x5f, 0x48, 0x2e, + 0x5f, 0x5f, 0x68, 0x2e, 0x66, 0x6f, 0x72, 0x45, 0x61, 0x63, 0x68, 0x28, + 0x4f, 0x74, 0x29, 0x2c, 0x74, 0x2e, 0x5f, 0x5f, 0x48, 0x2e, 0x5f, 0x5f, + 0x68, 0x2e, 0x66, 0x6f, 0x72, 0x45, 0x61, 0x63, 0x68, 0x28, 0x4c, 0x74, + 0x29, 0x2c, 0x74, 0x2e, 0x5f, 0x5f, 0x48, 0x2e, 0x5f, 0x5f, 0x68, 0x3d, + 0x5b, 0x5d, 0x7d, 0x63, 0x61, 0x74, 0x63, 0x68, 0x28, 0x75, 0x29, 0x7b, + 0x74, 0x2e, 0x5f, 0x5f, 0x48, 0x2e, 0x5f, 0x5f, 0x68, 0x3d, 0x5b, 0x5d, + 0x2c, 0x53, 0x2e, 0x5f, 0x5f, 0x65, 0x28, 0x75, 0x2c, 0x74, 0x2e, 0x5f, + 0x5f, 0x76, 0x29, 0x7d, 0x7d, 0x53, 0x2e, 0x5f, 0x5f, 0x62, 0x3d, 0x66, + 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x68, + 0x74, 0x3d, 0x6e, 0x75, 0x6c, 0x6c, 0x2c, 0x6d, 0x74, 0x26, 0x26, 0x6d, + 0x74, 0x28, 0x74, 0x29, 0x7d, 0x2c, 0x53, 0x2e, 0x5f, 0x5f, 0x72, 0x3d, + 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, + 0x67, 0x74, 0x26, 0x26, 0x67, 0x74, 0x28, 0x74, 0x29, 0x2c, 0x63, 0x74, + 0x3d, 0x30, 0x3b, 0x76, 0x61, 0x72, 0x20, 0x6e, 0x3d, 0x28, 0x68, 0x74, + 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x63, 0x29, 0x2e, 0x5f, 0x5f, 0x48, 0x3b, + 0x6e, 0x26, 0x26, 0x28, 0x61, 0x74, 0x3d, 0x3d, 0x3d, 0x68, 0x74, 0x3f, + 0x28, 0x6e, 0x2e, 0x5f, 0x5f, 0x68, 0x3d, 0x5b, 0x5d, 0x2c, 0x68, 0x74, + 0x2e, 0x5f, 0x5f, 0x68, 0x3d, 0x5b, 0x5d, 0x2c, 0x6e, 0x2e, 0x5f, 0x5f, + 0x2e, 0x66, 0x6f, 0x72, 0x45, 0x61, 0x63, 0x68, 0x28, 0x28, 0x66, 0x75, + 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x74, 0x2e, + 0x5f, 0x5f, 0x4e, 0x26, 0x26, 0x28, 0x74, 0x2e, 0x5f, 0x5f, 0x3d, 0x74, + 0x2e, 0x5f, 0x5f, 0x4e, 0x29, 0x2c, 0x74, 0x2e, 0x5f, 0x5f, 0x56, 0x3d, + 0x79, 0x74, 0x2c, 0x74, 0x2e, 0x5f, 0x5f, 0x4e, 0x3d, 0x74, 0x2e, 0x69, + 0x3d, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x7d, 0x29, 0x29, 0x29, 0x3a, + 0x28, 0x6e, 0x2e, 0x5f, 0x5f, 0x68, 0x2e, 0x66, 0x6f, 0x72, 0x45, 0x61, + 0x63, 0x68, 0x28, 0x4f, 0x74, 0x29, 0x2c, 0x6e, 0x2e, 0x5f, 0x5f, 0x68, + 0x2e, 0x66, 0x6f, 0x72, 0x45, 0x61, 0x63, 0x68, 0x28, 0x4c, 0x74, 0x29, + 0x2c, 0x6e, 0x2e, 0x5f, 0x5f, 0x68, 0x3d, 0x5b, 0x5d, 0x2c, 0x63, 0x74, + 0x3d, 0x30, 0x29, 0x29, 0x2c, 0x61, 0x74, 0x3d, 0x68, 0x74, 0x7d, 0x2c, + 0x53, 0x2e, 0x64, 0x69, 0x66, 0x66, 0x65, 0x64, 0x3d, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x62, 0x74, 0x26, + 0x26, 0x62, 0x74, 0x28, 0x74, 0x29, 0x3b, 0x76, 0x61, 0x72, 0x20, 0x6e, + 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x63, 0x3b, 0x6e, 0x26, 0x26, 0x6e, 0x2e, + 0x5f, 0x5f, 0x48, 0x26, 0x26, 0x28, 0x6e, 0x2e, 0x5f, 0x5f, 0x48, 0x2e, + 0x5f, 0x5f, 0x68, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x26, 0x26, + 0x28, 0x31, 0x21, 0x3d, 0x3d, 0x76, 0x74, 0x2e, 0x70, 0x75, 0x73, 0x68, + 0x28, 0x6e, 0x29, 0x26, 0x26, 0x70, 0x74, 0x3d, 0x3d, 0x3d, 0x53, 0x2e, + 0x72, 0x65, 0x71, 0x75, 0x65, 0x73, 0x74, 0x41, 0x6e, 0x69, 0x6d, 0x61, + 0x74, 0x69, 0x6f, 0x6e, 0x46, 0x72, 0x61, 0x6d, 0x65, 0x7c, 0x7c, 0x28, + 0x28, 0x70, 0x74, 0x3d, 0x53, 0x2e, 0x72, 0x65, 0x71, 0x75, 0x65, 0x73, + 0x74, 0x41, 0x6e, 0x69, 0x6d, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x46, 0x72, + 0x61, 0x6d, 0x65, 0x29, 0x7c, 0x7c, 0x57, 0x74, 0x29, 0x28, 0x46, 0x74, + 0x29, 0x29, 0x2c, 0x6e, 0x2e, 0x5f, 0x5f, 0x48, 0x2e, 0x5f, 0x5f, 0x2e, + 0x66, 0x6f, 0x72, 0x45, 0x61, 0x63, 0x68, 0x28, 0x28, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x74, 0x2e, 0x69, + 0x26, 0x26, 0x28, 0x74, 0x2e, 0x5f, 0x5f, 0x48, 0x3d, 0x74, 0x2e, 0x69, + 0x29, 0x2c, 0x74, 0x2e, 0x5f, 0x5f, 0x56, 0x21, 0x3d, 0x3d, 0x79, 0x74, + 0x26, 0x26, 0x28, 0x74, 0x2e, 0x5f, 0x5f, 0x3d, 0x74, 0x2e, 0x5f, 0x5f, + 0x56, 0x29, 0x2c, 0x74, 0x2e, 0x69, 0x3d, 0x76, 0x6f, 0x69, 0x64, 0x20, + 0x30, 0x2c, 0x74, 0x2e, 0x5f, 0x5f, 0x56, 0x3d, 0x79, 0x74, 0x7d, 0x29, + 0x29, 0x29, 0x2c, 0x61, 0x74, 0x3d, 0x68, 0x74, 0x3d, 0x6e, 0x75, 0x6c, + 0x6c, 0x7d, 0x2c, 0x53, 0x2e, 0x5f, 0x5f, 0x63, 0x3d, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x7b, 0x6e, + 0x2e, 0x73, 0x6f, 0x6d, 0x65, 0x28, 0x28, 0x66, 0x75, 0x6e, 0x63, 0x74, + 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x74, 0x72, 0x79, 0x7b, 0x74, + 0x2e, 0x5f, 0x5f, 0x68, 0x2e, 0x66, 0x6f, 0x72, 0x45, 0x61, 0x63, 0x68, + 0x28, 0x4f, 0x74, 0x29, 0x2c, 0x74, 0x2e, 0x5f, 0x5f, 0x68, 0x3d, 0x74, + 0x2e, 0x5f, 0x5f, 0x68, 0x2e, 0x66, 0x69, 0x6c, 0x74, 0x65, 0x72, 0x28, + 0x28, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, + 0x7b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x21, 0x74, 0x2e, 0x5f, 0x5f, + 0x7c, 0x7c, 0x4c, 0x74, 0x28, 0x74, 0x29, 0x7d, 0x29, 0x29, 0x7d, 0x63, + 0x61, 0x74, 0x63, 0x68, 0x28, 0x73, 0x29, 0x7b, 0x6e, 0x2e, 0x73, 0x6f, + 0x6d, 0x65, 0x28, 0x28, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x28, 0x74, 0x29, 0x7b, 0x74, 0x2e, 0x5f, 0x5f, 0x68, 0x26, 0x26, 0x28, + 0x74, 0x2e, 0x5f, 0x5f, 0x68, 0x3d, 0x5b, 0x5d, 0x29, 0x7d, 0x29, 0x29, + 0x2c, 0x6e, 0x3d, 0x5b, 0x5d, 0x2c, 0x53, 0x2e, 0x5f, 0x5f, 0x65, 0x28, + 0x73, 0x2c, 0x74, 0x2e, 0x5f, 0x5f, 0x76, 0x29, 0x7d, 0x7d, 0x29, 0x29, + 0x2c, 0x6b, 0x74, 0x26, 0x26, 0x6b, 0x74, 0x28, 0x74, 0x2c, 0x6e, 0x29, + 0x7d, 0x2c, 0x53, 0x2e, 0x75, 0x6e, 0x6d, 0x6f, 0x75, 0x6e, 0x74, 0x3d, + 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, + 0x53, 0x74, 0x26, 0x26, 0x53, 0x74, 0x28, 0x74, 0x29, 0x3b, 0x76, 0x61, + 0x72, 0x20, 0x6e, 0x2c, 0x65, 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x63, 0x3b, + 0x65, 0x26, 0x26, 0x65, 0x2e, 0x5f, 0x5f, 0x48, 0x26, 0x26, 0x28, 0x65, + 0x2e, 0x5f, 0x5f, 0x48, 0x2e, 0x5f, 0x5f, 0x2e, 0x66, 0x6f, 0x72, 0x45, + 0x61, 0x63, 0x68, 0x28, 0x28, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, + 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x74, 0x72, 0x79, 0x7b, 0x4f, 0x74, 0x28, + 0x74, 0x29, 0x7d, 0x63, 0x61, 0x74, 0x63, 0x68, 0x28, 0x74, 0x29, 0x7b, + 0x6e, 0x3d, 0x74, 0x7d, 0x7d, 0x29, 0x29, 0x2c, 0x65, 0x2e, 0x5f, 0x5f, + 0x48, 0x3d, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x2c, 0x6e, 0x26, 0x26, + 0x53, 0x2e, 0x5f, 0x5f, 0x65, 0x28, 0x6e, 0x2c, 0x65, 0x2e, 0x5f, 0x5f, + 0x76, 0x29, 0x29, 0x7d, 0x3b, 0x76, 0x61, 0x72, 0x20, 0x4d, 0x74, 0x3d, + 0x22, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x22, 0x3d, 0x3d, + 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x72, 0x65, 0x71, 0x75, 0x65, + 0x73, 0x74, 0x41, 0x6e, 0x69, 0x6d, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x46, + 0x72, 0x61, 0x6d, 0x65, 0x3b, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, + 0x6e, 0x20, 0x57, 0x74, 0x28, 0x74, 0x29, 0x7b, 0x76, 0x61, 0x72, 0x20, + 0x6e, 0x2c, 0x65, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x28, 0x29, 0x7b, 0x63, 0x6c, 0x65, 0x61, 0x72, 0x54, 0x69, 0x6d, 0x65, + 0x6f, 0x75, 0x74, 0x28, 0x69, 0x29, 0x2c, 0x4d, 0x74, 0x26, 0x26, 0x63, + 0x61, 0x6e, 0x63, 0x65, 0x6c, 0x41, 0x6e, 0x69, 0x6d, 0x61, 0x74, 0x69, + 0x6f, 0x6e, 0x46, 0x72, 0x61, 0x6d, 0x65, 0x28, 0x6e, 0x29, 0x2c, 0x73, + 0x65, 0x74, 0x54, 0x69, 0x6d, 0x65, 0x6f, 0x75, 0x74, 0x28, 0x74, 0x29, + 0x7d, 0x2c, 0x69, 0x3d, 0x73, 0x65, 0x74, 0x54, 0x69, 0x6d, 0x65, 0x6f, + 0x75, 0x74, 0x28, 0x65, 0x2c, 0x31, 0x30, 0x30, 0x29, 0x3b, 0x4d, 0x74, + 0x26, 0x26, 0x28, 0x6e, 0x3d, 0x72, 0x65, 0x71, 0x75, 0x65, 0x73, 0x74, + 0x41, 0x6e, 0x69, 0x6d, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x46, 0x72, 0x61, + 0x6d, 0x65, 0x28, 0x65, 0x29, 0x29, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, + 0x69, 0x6f, 0x6e, 0x20, 0x4f, 0x74, 0x28, 0x74, 0x29, 0x7b, 0x76, 0x61, + 0x72, 0x20, 0x6e, 0x3d, 0x68, 0x74, 0x2c, 0x65, 0x3d, 0x74, 0x2e, 0x5f, + 0x5f, 0x63, 0x3b, 0x22, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x22, 0x3d, 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x65, 0x26, + 0x26, 0x28, 0x74, 0x2e, 0x5f, 0x5f, 0x63, 0x3d, 0x76, 0x6f, 0x69, 0x64, + 0x20, 0x30, 0x2c, 0x65, 0x28, 0x29, 0x29, 0x2c, 0x68, 0x74, 0x3d, 0x6e, + 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x4c, 0x74, + 0x28, 0x74, 0x29, 0x7b, 0x76, 0x61, 0x72, 0x20, 0x6e, 0x3d, 0x68, 0x74, + 0x3b, 0x74, 0x2e, 0x5f, 0x5f, 0x63, 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x28, + 0x29, 0x2c, 0x68, 0x74, 0x3d, 0x6e, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, + 0x69, 0x6f, 0x6e, 0x20, 0x52, 0x74, 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x7b, + 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x21, 0x74, 0x7c, 0x7c, 0x74, 0x2e, + 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x21, 0x3d, 0x3d, 0x6e, 0x2e, 0x6c, + 0x65, 0x6e, 0x67, 0x74, 0x68, 0x7c, 0x7c, 0x6e, 0x2e, 0x73, 0x6f, 0x6d, + 0x65, 0x28, 0x28, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, + 0x6e, 0x2c, 0x65, 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, + 0x6e, 0x21, 0x3d, 0x3d, 0x74, 0x5b, 0x65, 0x5d, 0x7d, 0x29, 0x29, 0x7d, + 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x49, 0x74, 0x28, + 0x74, 0x2c, 0x6e, 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x22, + 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x22, 0x3d, 0x3d, 0x74, + 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x6e, 0x3f, 0x6e, 0x28, 0x74, 0x29, + 0x3a, 0x6e, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, + 0x6a, 0x74, 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x7b, 0x53, 0x5b, 0x74, 0x5d, + 0x3d, 0x6e, 0x2e, 0x62, 0x69, 0x6e, 0x64, 0x28, 0x6e, 0x75, 0x6c, 0x6c, + 0x2c, 0x53, 0x5b, 0x74, 0x5d, 0x7c, 0x7c, 0x28, 0x28, 0x29, 0x3d, 0x3e, + 0x7b, 0x7d, 0x29, 0x29, 0x7d, 0x6c, 0x65, 0x74, 0x20, 0x71, 0x74, 0x2c, + 0x42, 0x74, 0x3b, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, + 0x47, 0x74, 0x28, 0x74, 0x29, 0x7b, 0x69, 0x66, 0x28, 0x42, 0x74, 0x29, + 0x42, 0x74, 0x28, 0x29, 0x3b, 0x42, 0x74, 0x3d, 0x74, 0x26, 0x26, 0x74, + 0x2e, 0x53, 0x28, 0x29, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, + 0x6e, 0x20, 0x7a, 0x74, 0x28, 0x7b, 0x64, 0x61, 0x74, 0x61, 0x3a, 0x74, + 0x7d, 0x29, 0x7b, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x6e, 0x3d, 0x4b, + 0x74, 0x28, 0x74, 0x29, 0x3b, 0x6e, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, + 0x3d, 0x74, 0x3b, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x65, 0x3d, 0x50, + 0x74, 0x28, 0x28, 0x29, 0x3d, 0x3e, 0x7b, 0x6c, 0x65, 0x74, 0x20, 0x74, + 0x3d, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x5f, 0x5f, 0x76, 0x3b, 0x77, 0x68, + 0x69, 0x6c, 0x65, 0x28, 0x74, 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x29, 0x69, + 0x66, 0x28, 0x74, 0x2e, 0x5f, 0x5f, 0x63, 0x29, 0x7b, 0x74, 0x2e, 0x5f, + 0x5f, 0x63, 0x2e, 0x5f, 0x5f, 0x24, 0x66, 0x7c, 0x3d, 0x34, 0x3b, 0x62, + 0x72, 0x65, 0x61, 0x6b, 0x7d, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x5f, 0x5f, + 0x24, 0x75, 0x2e, 0x63, 0x3d, 0x28, 0x29, 0x3d, 0x3e, 0x7b, 0x74, 0x68, + 0x69, 0x73, 0x2e, 0x62, 0x61, 0x73, 0x65, 0x2e, 0x64, 0x61, 0x74, 0x61, + 0x3d, 0x65, 0x2e, 0x70, 0x65, 0x65, 0x6b, 0x28, 0x29, 0x7d, 0x3b, 0x72, + 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x64, 0x28, 0x28, 0x29, 0x3d, 0x3e, + 0x7b, 0x6c, 0x65, 0x74, 0x20, 0x74, 0x3d, 0x6e, 0x2e, 0x76, 0x61, 0x6c, + 0x75, 0x65, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x3b, 0x72, 0x65, 0x74, + 0x75, 0x72, 0x6e, 0x20, 0x30, 0x3d, 0x3d, 0x3d, 0x74, 0x3f, 0x30, 0x3a, + 0x21, 0x30, 0x3d, 0x3d, 0x3d, 0x74, 0x3f, 0x22, 0x22, 0x3a, 0x74, 0x7c, + 0x7c, 0x22, 0x22, 0x7d, 0x29, 0x7d, 0x2c, 0x5b, 0x5d, 0x29, 0x3b, 0x72, + 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x65, 0x2e, 0x76, 0x61, 0x6c, 0x75, + 0x65, 0x7d, 0x7a, 0x74, 0x2e, 0x64, 0x69, 0x73, 0x70, 0x6c, 0x61, 0x79, + 0x4e, 0x61, 0x6d, 0x65, 0x3d, 0x22, 0x5f, 0x73, 0x74, 0x22, 0x3b, 0x4f, + 0x62, 0x6a, 0x65, 0x63, 0x74, 0x2e, 0x64, 0x65, 0x66, 0x69, 0x6e, 0x65, + 0x50, 0x72, 0x6f, 0x70, 0x65, 0x72, 0x74, 0x69, 0x65, 0x73, 0x28, 0x66, + 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, 0x2c, 0x7b, + 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x72, 0x75, 0x63, 0x74, 0x6f, 0x72, 0x3a, + 0x7b, 0x63, 0x6f, 0x6e, 0x66, 0x69, 0x67, 0x75, 0x72, 0x61, 0x62, 0x6c, + 0x65, 0x3a, 0x21, 0x30, 0x2c, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x3a, 0x76, + 0x6f, 0x69, 0x64, 0x20, 0x30, 0x7d, 0x2c, 0x74, 0x79, 0x70, 0x65, 0x3a, + 0x7b, 0x63, 0x6f, 0x6e, 0x66, 0x69, 0x67, 0x75, 0x72, 0x61, 0x62, 0x6c, + 0x65, 0x3a, 0x21, 0x30, 0x2c, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x3a, 0x7a, + 0x74, 0x7d, 0x2c, 0x70, 0x72, 0x6f, 0x70, 0x73, 0x3a, 0x7b, 0x63, 0x6f, + 0x6e, 0x66, 0x69, 0x67, 0x75, 0x72, 0x61, 0x62, 0x6c, 0x65, 0x3a, 0x21, + 0x30, 0x2c, 0x67, 0x65, 0x74, 0x28, 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, + 0x72, 0x6e, 0x7b, 0x64, 0x61, 0x74, 0x61, 0x3a, 0x74, 0x68, 0x69, 0x73, + 0x7d, 0x7d, 0x7d, 0x2c, 0x5f, 0x5f, 0x62, 0x3a, 0x7b, 0x63, 0x6f, 0x6e, + 0x66, 0x69, 0x67, 0x75, 0x72, 0x61, 0x62, 0x6c, 0x65, 0x3a, 0x21, 0x30, + 0x2c, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x3a, 0x31, 0x7d, 0x7d, 0x29, 0x3b, + 0x6a, 0x74, 0x28, 0x22, 0x5f, 0x5f, 0x62, 0x22, 0x2c, 0x28, 0x74, 0x2c, + 0x6e, 0x29, 0x3d, 0x3e, 0x7b, 0x69, 0x66, 0x28, 0x22, 0x73, 0x74, 0x72, + 0x69, 0x6e, 0x67, 0x22, 0x3d, 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, + 0x20, 0x6e, 0x2e, 0x74, 0x79, 0x70, 0x65, 0x29, 0x7b, 0x6c, 0x65, 0x74, + 0x20, 0x74, 0x2c, 0x65, 0x3d, 0x6e, 0x2e, 0x70, 0x72, 0x6f, 0x70, 0x73, + 0x3b, 0x66, 0x6f, 0x72, 0x28, 0x6c, 0x65, 0x74, 0x20, 0x69, 0x20, 0x69, + 0x6e, 0x20, 0x65, 0x29, 0x7b, 0x69, 0x66, 0x28, 0x22, 0x63, 0x68, 0x69, + 0x6c, 0x64, 0x72, 0x65, 0x6e, 0x22, 0x3d, 0x3d, 0x3d, 0x69, 0x29, 0x63, + 0x6f, 0x6e, 0x74, 0x69, 0x6e, 0x75, 0x65, 0x3b, 0x6c, 0x65, 0x74, 0x20, + 0x5f, 0x3d, 0x65, 0x5b, 0x69, 0x5d, 0x3b, 0x69, 0x66, 0x28, 0x5f, 0x20, + 0x69, 0x6e, 0x73, 0x74, 0x61, 0x6e, 0x63, 0x65, 0x6f, 0x66, 0x20, 0x66, + 0x29, 0x7b, 0x69, 0x66, 0x28, 0x21, 0x74, 0x29, 0x6e, 0x2e, 0x5f, 0x5f, + 0x6e, 0x70, 0x3d, 0x74, 0x3d, 0x7b, 0x7d, 0x3b, 0x74, 0x5b, 0x69, 0x5d, + 0x3d, 0x5f, 0x3b, 0x65, 0x5b, 0x69, 0x5d, 0x3d, 0x5f, 0x2e, 0x70, 0x65, + 0x65, 0x6b, 0x28, 0x29, 0x7d, 0x7d, 0x7d, 0x74, 0x28, 0x6e, 0x29, 0x7d, + 0x29, 0x3b, 0x6a, 0x74, 0x28, 0x22, 0x5f, 0x5f, 0x72, 0x22, 0x2c, 0x28, + 0x74, 0x2c, 0x6e, 0x29, 0x3d, 0x3e, 0x7b, 0x47, 0x74, 0x28, 0x29, 0x3b, + 0x6c, 0x65, 0x74, 0x20, 0x65, 0x2c, 0x69, 0x3d, 0x6e, 0x2e, 0x5f, 0x5f, + 0x63, 0x3b, 0x69, 0x66, 0x28, 0x69, 0x29, 0x7b, 0x69, 0x2e, 0x5f, 0x5f, + 0x24, 0x66, 0x26, 0x3d, 0x2d, 0x32, 0x3b, 0x65, 0x3d, 0x69, 0x2e, 0x5f, + 0x5f, 0x24, 0x75, 0x3b, 0x69, 0x66, 0x28, 0x76, 0x6f, 0x69, 0x64, 0x20, + 0x30, 0x3d, 0x3d, 0x3d, 0x65, 0x29, 0x69, 0x2e, 0x5f, 0x5f, 0x24, 0x75, + 0x3d, 0x65, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, + 0x74, 0x29, 0x7b, 0x6c, 0x65, 0x74, 0x20, 0x6e, 0x3b, 0x62, 0x28, 0x28, + 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x29, 0x7b, 0x6e, + 0x3d, 0x74, 0x68, 0x69, 0x73, 0x7d, 0x29, 0x29, 0x3b, 0x6e, 0x2e, 0x63, + 0x3d, 0x28, 0x29, 0x3d, 0x3e, 0x7b, 0x69, 0x2e, 0x5f, 0x5f, 0x24, 0x66, + 0x7c, 0x3d, 0x31, 0x3b, 0x69, 0x2e, 0x73, 0x65, 0x74, 0x53, 0x74, 0x61, + 0x74, 0x65, 0x28, 0x7b, 0x7d, 0x29, 0x7d, 0x3b, 0x72, 0x65, 0x74, 0x75, + 0x72, 0x6e, 0x20, 0x6e, 0x7d, 0x28, 0x29, 0x7d, 0x71, 0x74, 0x3d, 0x69, + 0x3b, 0x47, 0x74, 0x28, 0x65, 0x29, 0x3b, 0x74, 0x28, 0x6e, 0x29, 0x7d, + 0x29, 0x3b, 0x6a, 0x74, 0x28, 0x22, 0x5f, 0x5f, 0x65, 0x22, 0x2c, 0x28, + 0x74, 0x2c, 0x6e, 0x2c, 0x65, 0x2c, 0x69, 0x29, 0x3d, 0x3e, 0x7b, 0x47, + 0x74, 0x28, 0x29, 0x3b, 0x71, 0x74, 0x3d, 0x76, 0x6f, 0x69, 0x64, 0x20, + 0x30, 0x3b, 0x74, 0x28, 0x6e, 0x2c, 0x65, 0x2c, 0x69, 0x29, 0x7d, 0x29, + 0x3b, 0x6a, 0x74, 0x28, 0x22, 0x64, 0x69, 0x66, 0x66, 0x65, 0x64, 0x22, + 0x2c, 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x3d, 0x3e, 0x7b, 0x47, 0x74, 0x28, + 0x29, 0x3b, 0x71, 0x74, 0x3d, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x3b, + 0x6c, 0x65, 0x74, 0x20, 0x65, 0x3b, 0x69, 0x66, 0x28, 0x22, 0x73, 0x74, + 0x72, 0x69, 0x6e, 0x67, 0x22, 0x3d, 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, + 0x66, 0x20, 0x6e, 0x2e, 0x74, 0x79, 0x70, 0x65, 0x26, 0x26, 0x28, 0x65, + 0x3d, 0x6e, 0x2e, 0x5f, 0x5f, 0x65, 0x29, 0x29, 0x7b, 0x6c, 0x65, 0x74, + 0x20, 0x74, 0x3d, 0x6e, 0x2e, 0x5f, 0x5f, 0x6e, 0x70, 0x2c, 0x69, 0x3d, + 0x6e, 0x2e, 0x70, 0x72, 0x6f, 0x70, 0x73, 0x3b, 0x69, 0x66, 0x28, 0x74, + 0x29, 0x7b, 0x6c, 0x65, 0x74, 0x20, 0x6e, 0x3d, 0x65, 0x2e, 0x55, 0x3b, + 0x69, 0x66, 0x28, 0x6e, 0x29, 0x66, 0x6f, 0x72, 0x28, 0x6c, 0x65, 0x74, + 0x20, 0x65, 0x20, 0x69, 0x6e, 0x20, 0x6e, 0x29, 0x7b, 0x6c, 0x65, 0x74, + 0x20, 0x69, 0x3d, 0x6e, 0x5b, 0x65, 0x5d, 0x3b, 0x69, 0x66, 0x28, 0x76, + 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x69, 0x26, 0x26, 0x21, + 0x28, 0x65, 0x20, 0x69, 0x6e, 0x20, 0x74, 0x29, 0x29, 0x7b, 0x69, 0x2e, + 0x64, 0x28, 0x29, 0x3b, 0x6e, 0x5b, 0x65, 0x5d, 0x3d, 0x76, 0x6f, 0x69, + 0x64, 0x20, 0x30, 0x7d, 0x7d, 0x65, 0x6c, 0x73, 0x65, 0x7b, 0x6e, 0x3d, + 0x7b, 0x7d, 0x3b, 0x65, 0x2e, 0x55, 0x3d, 0x6e, 0x7d, 0x66, 0x6f, 0x72, + 0x28, 0x6c, 0x65, 0x74, 0x20, 0x5f, 0x20, 0x69, 0x6e, 0x20, 0x74, 0x29, + 0x7b, 0x6c, 0x65, 0x74, 0x20, 0x6f, 0x3d, 0x6e, 0x5b, 0x5f, 0x5d, 0x2c, + 0x72, 0x3d, 0x74, 0x5b, 0x5f, 0x5d, 0x3b, 0x69, 0x66, 0x28, 0x76, 0x6f, + 0x69, 0x64, 0x20, 0x30, 0x3d, 0x3d, 0x3d, 0x6f, 0x29, 0x7b, 0x6f, 0x3d, + 0x4a, 0x74, 0x28, 0x65, 0x2c, 0x5f, 0x2c, 0x72, 0x2c, 0x69, 0x29, 0x3b, + 0x6e, 0x5b, 0x5f, 0x5d, 0x3d, 0x6f, 0x7d, 0x65, 0x6c, 0x73, 0x65, 0x20, + 0x6f, 0x2e, 0x6f, 0x28, 0x72, 0x2c, 0x69, 0x29, 0x7d, 0x7d, 0x7d, 0x74, + 0x28, 0x6e, 0x29, 0x7d, 0x29, 0x3b, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, + 0x6f, 0x6e, 0x20, 0x4a, 0x74, 0x28, 0x74, 0x2c, 0x6e, 0x2c, 0x65, 0x2c, + 0x69, 0x29, 0x7b, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x5f, 0x3d, 0x6e, + 0x20, 0x69, 0x6e, 0x20, 0x74, 0x26, 0x26, 0x76, 0x6f, 0x69, 0x64, 0x20, + 0x30, 0x3d, 0x3d, 0x3d, 0x74, 0x2e, 0x6f, 0x77, 0x6e, 0x65, 0x72, 0x53, + 0x56, 0x47, 0x45, 0x6c, 0x65, 0x6d, 0x65, 0x6e, 0x74, 0x2c, 0x6f, 0x3d, + 0x73, 0x28, 0x65, 0x29, 0x3b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x7b, + 0x6f, 0x3a, 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x3d, 0x3e, 0x7b, 0x6f, 0x2e, + 0x76, 0x61, 0x6c, 0x75, 0x65, 0x3d, 0x74, 0x3b, 0x69, 0x3d, 0x6e, 0x7d, + 0x2c, 0x64, 0x3a, 0x62, 0x28, 0x28, 0x29, 0x3d, 0x3e, 0x7b, 0x63, 0x6f, + 0x6e, 0x73, 0x74, 0x20, 0x65, 0x3d, 0x6f, 0x2e, 0x76, 0x61, 0x6c, 0x75, + 0x65, 0x2e, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x3b, 0x69, 0x66, 0x28, 0x69, + 0x5b, 0x6e, 0x5d, 0x21, 0x3d, 0x3d, 0x65, 0x29, 0x7b, 0x69, 0x5b, 0x6e, + 0x5d, 0x3d, 0x65, 0x3b, 0x69, 0x66, 0x28, 0x5f, 0x29, 0x74, 0x5b, 0x6e, + 0x5d, 0x3d, 0x65, 0x3b, 0x65, 0x6c, 0x73, 0x65, 0x20, 0x69, 0x66, 0x28, + 0x65, 0x29, 0x74, 0x2e, 0x73, 0x65, 0x74, 0x41, 0x74, 0x74, 0x72, 0x69, + 0x62, 0x75, 0x74, 0x65, 0x28, 0x6e, 0x2c, 0x65, 0x29, 0x3b, 0x65, 0x6c, + 0x73, 0x65, 0x20, 0x74, 0x2e, 0x72, 0x65, 0x6d, 0x6f, 0x76, 0x65, 0x41, + 0x74, 0x74, 0x72, 0x69, 0x62, 0x75, 0x74, 0x65, 0x28, 0x6e, 0x29, 0x7d, + 0x7d, 0x29, 0x7d, 0x7d, 0x6a, 0x74, 0x28, 0x22, 0x75, 0x6e, 0x6d, 0x6f, + 0x75, 0x6e, 0x74, 0x22, 0x2c, 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x3d, 0x3e, + 0x7b, 0x69, 0x66, 0x28, 0x22, 0x73, 0x74, 0x72, 0x69, 0x6e, 0x67, 0x22, + 0x3d, 0x3d, 0x74, 0x79, 0x70, 0x65, 0x6f, 0x66, 0x20, 0x6e, 0x2e, 0x74, + 0x79, 0x70, 0x65, 0x29, 0x7b, 0x6c, 0x65, 0x74, 0x20, 0x74, 0x3d, 0x6e, + 0x2e, 0x5f, 0x5f, 0x65, 0x3b, 0x69, 0x66, 0x28, 0x74, 0x29, 0x7b, 0x63, + 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x6e, 0x3d, 0x74, 0x2e, 0x55, 0x3b, 0x69, + 0x66, 0x28, 0x6e, 0x29, 0x7b, 0x74, 0x2e, 0x55, 0x3d, 0x76, 0x6f, 0x69, + 0x64, 0x20, 0x30, 0x3b, 0x66, 0x6f, 0x72, 0x28, 0x6c, 0x65, 0x74, 0x20, + 0x74, 0x20, 0x69, 0x6e, 0x20, 0x6e, 0x29, 0x7b, 0x6c, 0x65, 0x74, 0x20, + 0x65, 0x3d, 0x6e, 0x5b, 0x74, 0x5d, 0x3b, 0x69, 0x66, 0x28, 0x65, 0x29, + 0x65, 0x2e, 0x64, 0x28, 0x29, 0x7d, 0x7d, 0x7d, 0x7d, 0x65, 0x6c, 0x73, + 0x65, 0x7b, 0x6c, 0x65, 0x74, 0x20, 0x74, 0x3d, 0x6e, 0x2e, 0x5f, 0x5f, + 0x63, 0x3b, 0x69, 0x66, 0x28, 0x74, 0x29, 0x7b, 0x63, 0x6f, 0x6e, 0x73, + 0x74, 0x20, 0x6e, 0x3d, 0x74, 0x2e, 0x5f, 0x5f, 0x24, 0x75, 0x3b, 0x69, + 0x66, 0x28, 0x6e, 0x29, 0x7b, 0x74, 0x2e, 0x5f, 0x5f, 0x24, 0x75, 0x3d, + 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x3b, 0x6e, 0x2e, 0x64, 0x28, 0x29, + 0x7d, 0x7d, 0x7d, 0x74, 0x28, 0x6e, 0x29, 0x7d, 0x29, 0x3b, 0x6a, 0x74, + 0x28, 0x22, 0x5f, 0x5f, 0x68, 0x22, 0x2c, 0x28, 0x74, 0x2c, 0x6e, 0x2c, + 0x65, 0x2c, 0x69, 0x29, 0x3d, 0x3e, 0x7b, 0x69, 0x66, 0x28, 0x69, 0x3c, + 0x33, 0x29, 0x6e, 0x2e, 0x5f, 0x5f, 0x24, 0x66, 0x7c, 0x3d, 0x32, 0x3b, + 0x74, 0x28, 0x6e, 0x2c, 0x65, 0x2c, 0x69, 0x29, 0x7d, 0x29, 0x3b, 0x4c, + 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x74, 0x79, 0x70, 0x65, 0x2e, 0x73, + 0x68, 0x6f, 0x75, 0x6c, 0x64, 0x43, 0x6f, 0x6d, 0x70, 0x6f, 0x6e, 0x65, + 0x6e, 0x74, 0x55, 0x70, 0x64, 0x61, 0x74, 0x65, 0x3d, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x2c, 0x6e, 0x29, 0x7b, 0x63, + 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x65, 0x3d, 0x74, 0x68, 0x69, 0x73, 0x2e, + 0x5f, 0x5f, 0x24, 0x75, 0x3b, 0x69, 0x66, 0x28, 0x21, 0x28, 0x65, 0x26, + 0x26, 0x76, 0x6f, 0x69, 0x64, 0x20, 0x30, 0x21, 0x3d, 0x3d, 0x65, 0x2e, + 0x73, 0x7c, 0x7c, 0x34, 0x26, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x5f, 0x5f, + 0x24, 0x66, 0x29, 0x29, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x21, 0x30, + 0x3b, 0x69, 0x66, 0x28, 0x33, 0x26, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x5f, + 0x5f, 0x24, 0x66, 0x29, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x21, 0x30, + 0x3b, 0x66, 0x6f, 0x72, 0x28, 0x6c, 0x65, 0x74, 0x20, 0x69, 0x20, 0x69, + 0x6e, 0x20, 0x6e, 0x29, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x21, 0x30, + 0x3b, 0x66, 0x6f, 0x72, 0x28, 0x6c, 0x65, 0x74, 0x20, 0x69, 0x20, 0x69, + 0x6e, 0x20, 0x74, 0x29, 0x69, 0x66, 0x28, 0x22, 0x5f, 0x5f, 0x73, 0x6f, + 0x75, 0x72, 0x63, 0x65, 0x22, 0x21, 0x3d, 0x3d, 0x69, 0x26, 0x26, 0x74, + 0x5b, 0x69, 0x5d, 0x21, 0x3d, 0x3d, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x70, + 0x72, 0x6f, 0x70, 0x73, 0x5b, 0x69, 0x5d, 0x29, 0x72, 0x65, 0x74, 0x75, + 0x72, 0x6e, 0x21, 0x30, 0x3b, 0x66, 0x6f, 0x72, 0x28, 0x6c, 0x65, 0x74, + 0x20, 0x69, 0x20, 0x69, 0x6e, 0x20, 0x74, 0x68, 0x69, 0x73, 0x2e, 0x70, + 0x72, 0x6f, 0x70, 0x73, 0x29, 0x69, 0x66, 0x28, 0x21, 0x28, 0x69, 0x20, + 0x69, 0x6e, 0x20, 0x74, 0x29, 0x29, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, + 0x21, 0x30, 0x3b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x21, 0x31, 0x7d, + 0x3b, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x4b, 0x74, + 0x28, 0x74, 0x29, 0x7b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x50, + 0x74, 0x28, 0x28, 0x29, 0x3d, 0x3e, 0x73, 0x28, 0x74, 0x29, 0x2c, 0x5b, + 0x5d, 0x29, 0x7d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, + 0x51, 0x74, 0x28, 0x74, 0x29, 0x7b, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, + 0x6e, 0x3d, 0x48, 0x74, 0x28, 0x74, 0x29, 0x3b, 0x6e, 0x2e, 0x63, 0x75, + 0x72, 0x72, 0x65, 0x6e, 0x74, 0x3d, 0x74, 0x3b, 0x71, 0x74, 0x2e, 0x5f, + 0x5f, 0x24, 0x66, 0x7c, 0x3d, 0x34, 0x3b, 0x72, 0x65, 0x74, 0x75, 0x72, + 0x6e, 0x20, 0x50, 0x74, 0x28, 0x28, 0x29, 0x3d, 0x3e, 0x64, 0x28, 0x28, + 0x29, 0x3d, 0x3e, 0x6e, 0x2e, 0x63, 0x75, 0x72, 0x72, 0x65, 0x6e, 0x74, + 0x28, 0x29, 0x29, 0x2c, 0x5b, 0x5d, 0x29, 0x7d, 0x66, 0x75, 0x6e, 0x63, + 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x58, 0x74, 0x28, 0x74, 0x29, 0x7b, 0x63, + 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x6e, 0x3d, 0x48, 0x74, 0x28, 0x74, 0x29, + 0x3b, 0x6e, 0x2e, 0x63, 0x75, 0x72, 0x72, 0x65, 0x6e, 0x74, 0x3d, 0x74, + 0x3b, 0x45, 0x74, 0x28, 0x28, 0x29, 0x3d, 0x3e, 0x62, 0x28, 0x28, 0x29, + 0x3d, 0x3e, 0x6e, 0x2e, 0x63, 0x75, 0x72, 0x72, 0x65, 0x6e, 0x74, 0x28, + 0x29, 0x29, 0x2c, 0x5b, 0x5d, 0x29, 0x7d, 0x76, 0x61, 0x72, 0x20, 0x59, + 0x74, 0x3d, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, + 0x2c, 0x6e, 0x2c, 0x65, 0x2c, 0x69, 0x29, 0x7b, 0x76, 0x61, 0x72, 0x20, + 0x5f, 0x3b, 0x6e, 0x5b, 0x30, 0x5d, 0x3d, 0x30, 0x3b, 0x66, 0x6f, 0x72, + 0x28, 0x76, 0x61, 0x72, 0x20, 0x6f, 0x3d, 0x31, 0x3b, 0x6f, 0x3c, 0x6e, + 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x3b, 0x6f, 0x2b, 0x2b, 0x29, + 0x7b, 0x76, 0x61, 0x72, 0x20, 0x72, 0x3d, 0x6e, 0x5b, 0x6f, 0x2b, 0x2b, + 0x5d, 0x2c, 0x75, 0x3d, 0x6e, 0x5b, 0x6f, 0x5d, 0x3f, 0x28, 0x6e, 0x5b, + 0x30, 0x5d, 0x7c, 0x3d, 0x72, 0x3f, 0x31, 0x3a, 0x32, 0x2c, 0x65, 0x5b, + 0x6e, 0x5b, 0x6f, 0x2b, 0x2b, 0x5d, 0x5d, 0x29, 0x3a, 0x6e, 0x5b, 0x2b, + 0x2b, 0x6f, 0x5d, 0x3b, 0x33, 0x3d, 0x3d, 0x3d, 0x72, 0x3f, 0x69, 0x5b, + 0x30, 0x5d, 0x3d, 0x75, 0x3a, 0x34, 0x3d, 0x3d, 0x3d, 0x72, 0x3f, 0x69, + 0x5b, 0x31, 0x5d, 0x3d, 0x4f, 0x62, 0x6a, 0x65, 0x63, 0x74, 0x2e, 0x61, + 0x73, 0x73, 0x69, 0x67, 0x6e, 0x28, 0x69, 0x5b, 0x31, 0x5d, 0x7c, 0x7c, + 0x7b, 0x7d, 0x2c, 0x75, 0x29, 0x3a, 0x35, 0x3d, 0x3d, 0x3d, 0x72, 0x3f, + 0x28, 0x69, 0x5b, 0x31, 0x5d, 0x3d, 0x69, 0x5b, 0x31, 0x5d, 0x7c, 0x7c, + 0x7b, 0x7d, 0x29, 0x5b, 0x6e, 0x5b, 0x2b, 0x2b, 0x6f, 0x5d, 0x5d, 0x3d, + 0x75, 0x3a, 0x36, 0x3d, 0x3d, 0x3d, 0x72, 0x3f, 0x69, 0x5b, 0x31, 0x5d, + 0x5b, 0x6e, 0x5b, 0x2b, 0x2b, 0x6f, 0x5d, 0x5d, 0x2b, 0x3d, 0x75, 0x2b, + 0x22, 0x22, 0x3a, 0x72, 0x3f, 0x28, 0x5f, 0x3d, 0x74, 0x2e, 0x61, 0x70, + 0x70, 0x6c, 0x79, 0x28, 0x75, 0x2c, 0x59, 0x74, 0x28, 0x74, 0x2c, 0x75, + 0x2c, 0x65, 0x2c, 0x5b, 0x22, 0x22, 0x2c, 0x6e, 0x75, 0x6c, 0x6c, 0x5d, + 0x29, 0x29, 0x2c, 0x69, 0x2e, 0x70, 0x75, 0x73, 0x68, 0x28, 0x5f, 0x29, + 0x2c, 0x75, 0x5b, 0x30, 0x5d, 0x3f, 0x6e, 0x5b, 0x30, 0x5d, 0x7c, 0x3d, + 0x32, 0x3a, 0x28, 0x6e, 0x5b, 0x6f, 0x2d, 0x32, 0x5d, 0x3d, 0x30, 0x2c, + 0x6e, 0x5b, 0x6f, 0x5d, 0x3d, 0x5f, 0x29, 0x29, 0x3a, 0x69, 0x2e, 0x70, + 0x75, 0x73, 0x68, 0x28, 0x75, 0x29, 0x7d, 0x72, 0x65, 0x74, 0x75, 0x72, + 0x6e, 0x20, 0x69, 0x7d, 0x2c, 0x5a, 0x74, 0x3d, 0x6e, 0x65, 0x77, 0x20, + 0x4d, 0x61, 0x70, 0x3b, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x20, 0x74, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x76, 0x61, 0x72, 0x20, 0x6e, + 0x3d, 0x5a, 0x74, 0x2e, 0x67, 0x65, 0x74, 0x28, 0x74, 0x68, 0x69, 0x73, + 0x29, 0x3b, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x6e, 0x7c, 0x7c, + 0x28, 0x6e, 0x3d, 0x6e, 0x65, 0x77, 0x20, 0x4d, 0x61, 0x70, 0x2c, 0x5a, + 0x74, 0x2e, 0x73, 0x65, 0x74, 0x28, 0x74, 0x68, 0x69, 0x73, 0x2c, 0x6e, + 0x29, 0x29, 0x2c, 0x28, 0x6e, 0x3d, 0x59, 0x74, 0x28, 0x74, 0x68, 0x69, + 0x73, 0x2c, 0x6e, 0x2e, 0x67, 0x65, 0x74, 0x28, 0x74, 0x29, 0x7c, 0x7c, + 0x28, 0x6e, 0x2e, 0x73, 0x65, 0x74, 0x28, 0x74, 0x2c, 0x6e, 0x3d, 0x66, + 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x66, + 0x6f, 0x72, 0x28, 0x76, 0x61, 0x72, 0x20, 0x6e, 0x2c, 0x65, 0x2c, 0x69, + 0x3d, 0x31, 0x2c, 0x5f, 0x3d, 0x22, 0x22, 0x2c, 0x6f, 0x3d, 0x22, 0x22, + 0x2c, 0x72, 0x3d, 0x5b, 0x30, 0x5d, 0x2c, 0x75, 0x3d, 0x66, 0x75, 0x6e, + 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x28, 0x74, 0x29, 0x7b, 0x31, 0x3d, 0x3d, + 0x3d, 0x69, 0x26, 0x26, 0x28, 0x74, 0x7c, 0x7c, 0x28, 0x5f, 0x3d, 0x5f, + 0x2e, 0x72, 0x65, 0x70, 0x6c, 0x61, 0x63, 0x65, 0x28, 0x2f, 0x5e, 0x5c, + 0x73, 0x2a, 0x5c, 0x6e, 0x5c, 0x73, 0x2a, 0x7c, 0x5c, 0x73, 0x2a, 0x5c, + 0x6e, 0x5c, 0x73, 0x2a, 0x24, 0x2f, 0x67, 0x2c, 0x22, 0x22, 0x29, 0x29, + 0x29, 0x3f, 0x72, 0x2e, 0x70, 0x75, 0x73, 0x68, 0x28, 0x30, 0x2c, 0x74, + 0x2c, 0x5f, 0x29, 0x3a, 0x33, 0x3d, 0x3d, 0x3d, 0x69, 0x26, 0x26, 0x28, + 0x74, 0x7c, 0x7c, 0x5f, 0x29, 0x3f, 0x28, 0x72, 0x2e, 0x70, 0x75, 0x73, + 0x68, 0x28, 0x33, 0x2c, 0x74, 0x2c, 0x5f, 0x29, 0x2c, 0x69, 0x3d, 0x32, + 0x29, 0x3a, 0x32, 0x3d, 0x3d, 0x3d, 0x69, 0x26, 0x26, 0x22, 0x2e, 0x2e, + 0x2e, 0x22, 0x3d, 0x3d, 0x3d, 0x5f, 0x26, 0x26, 0x74, 0x3f, 0x72, 0x2e, + 0x70, 0x75, 0x73, 0x68, 0x28, 0x34, 0x2c, 0x74, 0x2c, 0x30, 0x29, 0x3a, + 0x32, 0x3d, 0x3d, 0x3d, 0x69, 0x26, 0x26, 0x5f, 0x26, 0x26, 0x21, 0x74, + 0x3f, 0x72, 0x2e, 0x70, 0x75, 0x73, 0x68, 0x28, 0x35, 0x2c, 0x30, 0x2c, + 0x21, 0x30, 0x2c, 0x5f, 0x29, 0x3a, 0x69, 0x3e, 0x3d, 0x35, 0x26, 0x26, + 0x28, 0x28, 0x5f, 0x7c, 0x7c, 0x21, 0x74, 0x26, 0x26, 0x35, 0x3d, 0x3d, + 0x3d, 0x69, 0x29, 0x26, 0x26, 0x28, 0x72, 0x2e, 0x70, 0x75, 0x73, 0x68, + 0x28, 0x69, 0x2c, 0x30, 0x2c, 0x5f, 0x2c, 0x65, 0x29, 0x2c, 0x69, 0x3d, + 0x36, 0x29, 0x2c, 0x74, 0x26, 0x26, 0x28, 0x72, 0x2e, 0x70, 0x75, 0x73, + 0x68, 0x28, 0x69, 0x2c, 0x74, 0x2c, 0x30, 0x2c, 0x65, 0x29, 0x2c, 0x69, + 0x3d, 0x36, 0x29, 0x29, 0x2c, 0x5f, 0x3d, 0x22, 0x22, 0x7d, 0x2c, 0x6c, + 0x3d, 0x30, 0x3b, 0x6c, 0x3c, 0x74, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, + 0x68, 0x3b, 0x6c, 0x2b, 0x2b, 0x29, 0x7b, 0x6c, 0x26, 0x26, 0x28, 0x31, + 0x3d, 0x3d, 0x3d, 0x69, 0x26, 0x26, 0x75, 0x28, 0x29, 0x2c, 0x75, 0x28, + 0x6c, 0x29, 0x29, 0x3b, 0x66, 0x6f, 0x72, 0x28, 0x76, 0x61, 0x72, 0x20, + 0x66, 0x3d, 0x30, 0x3b, 0x66, 0x3c, 0x74, 0x5b, 0x6c, 0x5d, 0x2e, 0x6c, + 0x65, 0x6e, 0x67, 0x74, 0x68, 0x3b, 0x66, 0x2b, 0x2b, 0x29, 0x6e, 0x3d, + 0x74, 0x5b, 0x6c, 0x5d, 0x5b, 0x66, 0x5d, 0x2c, 0x31, 0x3d, 0x3d, 0x3d, + 0x69, 0x3f, 0x22, 0x3c, 0x22, 0x3d, 0x3d, 0x3d, 0x6e, 0x3f, 0x28, 0x75, + 0x28, 0x29, 0x2c, 0x72, 0x3d, 0x5b, 0x72, 0x5d, 0x2c, 0x69, 0x3d, 0x33, + 0x29, 0x3a, 0x5f, 0x2b, 0x3d, 0x6e, 0x3a, 0x34, 0x3d, 0x3d, 0x3d, 0x69, + 0x3f, 0x22, 0x2d, 0x2d, 0x22, 0x3d, 0x3d, 0x3d, 0x5f, 0x26, 0x26, 0x22, + 0x3e, 0x22, 0x3d, 0x3d, 0x3d, 0x6e, 0x3f, 0x28, 0x69, 0x3d, 0x31, 0x2c, + 0x5f, 0x3d, 0x22, 0x22, 0x29, 0x3a, 0x5f, 0x3d, 0x6e, 0x2b, 0x5f, 0x5b, + 0x30, 0x5d, 0x3a, 0x6f, 0x3f, 0x6e, 0x3d, 0x3d, 0x3d, 0x6f, 0x3f, 0x6f, + 0x3d, 0x22, 0x22, 0x3a, 0x5f, 0x2b, 0x3d, 0x6e, 0x3a, 0x27, 0x22, 0x27, + 0x3d, 0x3d, 0x3d, 0x6e, 0x7c, 0x7c, 0x22, 0x27, 0x22, 0x3d, 0x3d, 0x3d, + 0x6e, 0x3f, 0x6f, 0x3d, 0x6e, 0x3a, 0x22, 0x3e, 0x22, 0x3d, 0x3d, 0x3d, + 0x6e, 0x3f, 0x28, 0x75, 0x28, 0x29, 0x2c, 0x69, 0x3d, 0x31, 0x29, 0x3a, + 0x69, 0x26, 0x26, 0x28, 0x22, 0x3d, 0x22, 0x3d, 0x3d, 0x3d, 0x6e, 0x3f, + 0x28, 0x69, 0x3d, 0x35, 0x2c, 0x65, 0x3d, 0x5f, 0x2c, 0x5f, 0x3d, 0x22, + 0x22, 0x29, 0x3a, 0x22, 0x2f, 0x22, 0x3d, 0x3d, 0x3d, 0x6e, 0x26, 0x26, + 0x28, 0x69, 0x3c, 0x35, 0x7c, 0x7c, 0x22, 0x3e, 0x22, 0x3d, 0x3d, 0x3d, + 0x74, 0x5b, 0x6c, 0x5d, 0x5b, 0x66, 0x2b, 0x31, 0x5d, 0x29, 0x3f, 0x28, + 0x75, 0x28, 0x29, 0x2c, 0x33, 0x3d, 0x3d, 0x3d, 0x69, 0x26, 0x26, 0x28, + 0x72, 0x3d, 0x72, 0x5b, 0x30, 0x5d, 0x29, 0x2c, 0x69, 0x3d, 0x72, 0x2c, + 0x28, 0x72, 0x3d, 0x72, 0x5b, 0x30, 0x5d, 0x29, 0x2e, 0x70, 0x75, 0x73, + 0x68, 0x28, 0x32, 0x2c, 0x30, 0x2c, 0x69, 0x29, 0x2c, 0x69, 0x3d, 0x30, + 0x29, 0x3a, 0x22, 0x20, 0x22, 0x3d, 0x3d, 0x3d, 0x6e, 0x7c, 0x7c, 0x22, + 0x5c, 0x74, 0x22, 0x3d, 0x3d, 0x3d, 0x6e, 0x7c, 0x7c, 0x22, 0x5c, 0x6e, + 0x22, 0x3d, 0x3d, 0x3d, 0x6e, 0x7c, 0x7c, 0x22, 0x5c, 0x72, 0x22, 0x3d, + 0x3d, 0x3d, 0x6e, 0x3f, 0x28, 0x75, 0x28, 0x29, 0x2c, 0x69, 0x3d, 0x32, + 0x29, 0x3a, 0x5f, 0x2b, 0x3d, 0x6e, 0x29, 0x2c, 0x33, 0x3d, 0x3d, 0x3d, + 0x69, 0x26, 0x26, 0x22, 0x21, 0x2d, 0x2d, 0x22, 0x3d, 0x3d, 0x3d, 0x5f, + 0x26, 0x26, 0x28, 0x69, 0x3d, 0x34, 0x2c, 0x72, 0x3d, 0x72, 0x5b, 0x30, + 0x5d, 0x29, 0x7d, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x75, 0x28, + 0x29, 0x2c, 0x72, 0x7d, 0x28, 0x74, 0x29, 0x29, 0x2c, 0x6e, 0x29, 0x2c, + 0x61, 0x72, 0x67, 0x75, 0x6d, 0x65, 0x6e, 0x74, 0x73, 0x2c, 0x5b, 0x5d, + 0x29, 0x29, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x3e, 0x31, 0x3f, + 0x6e, 0x3a, 0x6e, 0x5b, 0x30, 0x5d, 0x7d, 0x76, 0x61, 0x72, 0x20, 0x6e, + 0x6e, 0x3d, 0x74, 0x6e, 0x2e, 0x62, 0x69, 0x6e, 0x64, 0x28, 0x46, 0x29, + 0x3b, 0x65, 0x78, 0x70, 0x6f, 0x72, 0x74, 0x7b, 0x4c, 0x20, 0x61, 0x73, + 0x20, 0x43, 0x6f, 0x6d, 0x70, 0x6f, 0x6e, 0x65, 0x6e, 0x74, 0x2c, 0x4f, + 0x20, 0x61, 0x73, 0x20, 0x46, 0x72, 0x61, 0x67, 0x6d, 0x65, 0x6e, 0x74, + 0x2c, 0x66, 0x20, 0x61, 0x73, 0x20, 0x53, 0x69, 0x67, 0x6e, 0x61, 0x6c, + 0x2c, 0x65, 0x20, 0x61, 0x73, 0x20, 0x62, 0x61, 0x74, 0x63, 0x68, 0x2c, + 0x66, 0x74, 0x20, 0x61, 0x73, 0x20, 0x63, 0x6c, 0x6f, 0x6e, 0x65, 0x45, + 0x6c, 0x65, 0x6d, 0x65, 0x6e, 0x74, 0x2c, 0x64, 0x20, 0x61, 0x73, 0x20, + 0x63, 0x6f, 0x6d, 0x70, 0x75, 0x74, 0x65, 0x64, 0x2c, 0x73, 0x74, 0x20, + 0x61, 0x73, 0x20, 0x63, 0x72, 0x65, 0x61, 0x74, 0x65, 0x43, 0x6f, 0x6e, + 0x74, 0x65, 0x78, 0x74, 0x2c, 0x46, 0x20, 0x61, 0x73, 0x20, 0x63, 0x72, + 0x65, 0x61, 0x74, 0x65, 0x45, 0x6c, 0x65, 0x6d, 0x65, 0x6e, 0x74, 0x2c, + 0x57, 0x20, 0x61, 0x73, 0x20, 0x63, 0x72, 0x65, 0x61, 0x74, 0x65, 0x52, + 0x65, 0x66, 0x2c, 0x62, 0x20, 0x61, 0x73, 0x20, 0x65, 0x66, 0x66, 0x65, + 0x63, 0x74, 0x2c, 0x46, 0x20, 0x61, 0x73, 0x20, 0x68, 0x2c, 0x6e, 0x6e, + 0x20, 0x61, 0x73, 0x20, 0x68, 0x74, 0x6d, 0x6c, 0x2c, 0x6c, 0x74, 0x20, + 0x61, 0x73, 0x20, 0x68, 0x79, 0x64, 0x72, 0x61, 0x74, 0x65, 0x2c, 0x77, + 0x20, 0x61, 0x73, 0x20, 0x69, 0x73, 0x56, 0x61, 0x6c, 0x69, 0x64, 0x45, + 0x6c, 0x65, 0x6d, 0x65, 0x6e, 0x74, 0x2c, 0x53, 0x20, 0x61, 0x73, 0x20, + 0x6f, 0x70, 0x74, 0x69, 0x6f, 0x6e, 0x73, 0x2c, 0x75, 0x74, 0x20, 0x61, + 0x73, 0x20, 0x72, 0x65, 0x6e, 0x64, 0x65, 0x72, 0x2c, 0x73, 0x20, 0x61, + 0x73, 0x20, 0x73, 0x69, 0x67, 0x6e, 0x61, 0x6c, 0x2c, 0x7a, 0x20, 0x61, + 0x73, 0x20, 0x74, 0x6f, 0x43, 0x68, 0x69, 0x6c, 0x64, 0x41, 0x72, 0x72, + 0x61, 0x79, 0x2c, 0x44, 0x74, 0x20, 0x61, 0x73, 0x20, 0x75, 0x73, 0x65, + 0x43, 0x61, 0x6c, 0x6c, 0x62, 0x61, 0x63, 0x6b, 0x2c, 0x51, 0x74, 0x20, + 0x61, 0x73, 0x20, 0x75, 0x73, 0x65, 0x43, 0x6f, 0x6d, 0x70, 0x75, 0x74, + 0x65, 0x64, 0x2c, 0x24, 0x74, 0x20, 0x61, 0x73, 0x20, 0x75, 0x73, 0x65, + 0x43, 0x6f, 0x6e, 0x74, 0x65, 0x78, 0x74, 0x2c, 0x54, 0x74, 0x20, 0x61, + 0x73, 0x20, 0x75, 0x73, 0x65, 0x44, 0x65, 0x62, 0x75, 0x67, 0x56, 0x61, + 0x6c, 0x75, 0x65, 0x2c, 0x45, 0x74, 0x20, 0x61, 0x73, 0x20, 0x75, 0x73, + 0x65, 0x45, 0x66, 0x66, 0x65, 0x63, 0x74, 0x2c, 0x56, 0x74, 0x20, 0x61, + 0x73, 0x20, 0x75, 0x73, 0x65, 0x45, 0x72, 0x72, 0x6f, 0x72, 0x42, 0x6f, + 0x75, 0x6e, 0x64, 0x61, 0x72, 0x79, 0x2c, 0x41, 0x74, 0x20, 0x61, 0x73, + 0x20, 0x75, 0x73, 0x65, 0x49, 0x64, 0x2c, 0x4e, 0x74, 0x20, 0x61, 0x73, + 0x20, 0x75, 0x73, 0x65, 0x49, 0x6d, 0x70, 0x65, 0x72, 0x61, 0x74, 0x69, + 0x76, 0x65, 0x48, 0x61, 0x6e, 0x64, 0x6c, 0x65, 0x2c, 0x55, 0x74, 0x20, + 0x61, 0x73, 0x20, 0x75, 0x73, 0x65, 0x4c, 0x61, 0x79, 0x6f, 0x75, 0x74, + 0x45, 0x66, 0x66, 0x65, 0x63, 0x74, 0x2c, 0x50, 0x74, 0x20, 0x61, 0x73, + 0x20, 0x75, 0x73, 0x65, 0x4d, 0x65, 0x6d, 0x6f, 0x2c, 0x43, 0x74, 0x20, + 0x61, 0x73, 0x20, 0x75, 0x73, 0x65, 0x52, 0x65, 0x64, 0x75, 0x63, 0x65, + 0x72, 0x2c, 0x48, 0x74, 0x20, 0x61, 0x73, 0x20, 0x75, 0x73, 0x65, 0x52, + 0x65, 0x66, 0x2c, 0x4b, 0x74, 0x20, 0x61, 0x73, 0x20, 0x75, 0x73, 0x65, + 0x53, 0x69, 0x67, 0x6e, 0x61, 0x6c, 0x2c, 0x58, 0x74, 0x20, 0x61, 0x73, + 0x20, 0x75, 0x73, 0x65, 0x53, 0x69, 0x67, 0x6e, 0x61, 0x6c, 0x45, 0x66, + 0x66, 0x65, 0x63, 0x74, 0x2c, 0x77, 0x74, 0x20, 0x61, 0x73, 0x20, 0x75, + 0x73, 0x65, 0x53, 0x74, 0x61, 0x74, 0x65, 0x7d, 0x3b, 0x0a +}; +unsigned int index_js_len = 22174; diff --git a/examples/server/public/completion.js b/examples/server/public/completion.js new file mode 100644 index 00000000000000..a43d5a7d56753b --- /dev/null +++ b/examples/server/public/completion.js @@ -0,0 +1,168 @@ +const paramDefaults = { + stream: true, + n_predict: 500, + temperature: 0.2, + stop: [""] +}; + +let generation_settings = null; + + +// Completes the prompt as a generator. Recommended for most use cases. +// +// Example: +// +// import { llama } from '/completion.js' +// +// const request = llama("Tell me a joke", {n_predict: 800}) +// for await (const chunk of request) { +// document.write(chunk.data.content) +// } +// +export async function* llama(prompt, params = {}, config = {}) { + let controller = config.controller; + + if (!controller) { + controller = new AbortController(); + } + + const completionParams = { ...paramDefaults, ...params, prompt }; + + const response = await fetch("/completion", { + method: 'POST', + body: JSON.stringify(completionParams), + headers: { + 'Connection': 'keep-alive', + 'Content-Type': 'application/json', + 'Accept': 'text/event-stream' + }, + signal: controller.signal, + }); + + const reader = response.body.getReader(); + const decoder = new TextDecoder(); + + let content = ""; + + try { + let cont = true; + + while (cont) { + const result = await reader.read(); + if (result.done) { + break; + } + + // sse answers in the form multiple lines of: value\n with data always present as a key. in our case we + // mainly care about the data: key here, which we expect as json + const text = decoder.decode(result.value); + + // parse all sse events and add them to result + const regex = /^(\S+):\s(.*)$/gm; + for (const match of text.matchAll(regex)) { + result[match[1]] = match[2] + } + + // since we know this is llama.cpp, let's just decode the json in data + result.data = JSON.parse(result.data); + content += result.data.content; + + // yield + yield result; + + // if we got a stop token from server, we will break here + if (result.data.stop) { + if (result.data.generation_settings) { + generation_settings = result.data.generation_settings; + } + break; + } + } + } catch (e) { + if (e.name !== 'AbortError') { + console.error("llama error: ", e); + } + throw e; + } + finally { + controller.abort(); + } + + return content; +} + +// Call llama, return an event target that you can subcribe to +// +// Example: +// +// import { llamaEventTarget } from '/completion.js' +// +// const conn = llamaEventTarget(prompt) +// conn.addEventListener("message", (chunk) => { +// document.write(chunk.detail.content) +// }) +// +export const llamaEventTarget = (prompt, params = {}, config = {}) => { + const eventTarget = new EventTarget(); + (async () => { + let content = ""; + for await (const chunk of llama(prompt, params, config)) { + if (chunk.data) { + content += chunk.data.content; + eventTarget.dispatchEvent(new CustomEvent("message", { detail: chunk.data })); + } + if (chunk.data.generation_settings) { + eventTarget.dispatchEvent(new CustomEvent("generation_settings", { detail: chunk.data.generation_settings })); + } + if (chunk.data.timings) { + eventTarget.dispatchEvent(new CustomEvent("timings", { detail: chunk.data.timings })); + } + } + eventTarget.dispatchEvent(new CustomEvent("done", { detail: { content } })); + })(); + return eventTarget; +} + +// Call llama, return a promise that resolves to the completed text. This does not support streaming +// +// Example: +// +// llamaPromise(prompt).then((content) => { +// document.write(content) +// }) +// +// or +// +// const content = await llamaPromise(prompt) +// document.write(content) +// +export const llamaPromise = (prompt, params = {}, config = {}) => { + return new Promise(async (resolve, reject) => { + let content = ""; + try { + for await (const chunk of llama(prompt, params, config)) { + content += chunk.data.content; + } + resolve(content); + } catch (error) { + reject(error); + } + }); +}; + +/** + * (deprecated) + */ +export const llamaComplete = async (params, controller, callback) => { + for await (const chunk of llama(params.prompt, params, { controller })) { + callback(chunk); + } +} + +// Get the model info from the server. This is useful for getting the context window and so on. +export const llamaModelInfo = async () => { + if (!generation_settings) { + generation_settings = await fetch("/model.json").then(r => r.json()); + } + return generation_settings; +} diff --git a/examples/server/public/index.html b/examples/server/public/index.html new file mode 100644 index 00000000000000..8ace0b0affe588 --- /dev/null +++ b/examples/server/public/index.html @@ -0,0 +1,380 @@ + + + + + + llama.cpp - chat + + + + + + + + + + diff --git a/examples/server/public/index.js b/examples/server/public/index.js new file mode 100644 index 00000000000000..4fa725a90fac42 --- /dev/null +++ b/examples/server/public/index.js @@ -0,0 +1 @@ +function t(){throw new Error("Cycle detected")}function n(){if(o>1){o--;return}let t,n=!1;while(void 0!==_){let i=_;_=void 0;r++;while(void 0!==i){const _=i.o;i.o=void 0;i.f&=-3;if(!(8&i.f)&&c(i))try{i.c()}catch(e){if(!n){t=e;n=!0}}i=_}}r=0;o--;if(n)throw t}function e(t){if(o>0)return t();o++;try{return t()}finally{n()}}let i,_,o=0,r=0,u=0;function l(t){if(void 0===i)return;let n=t.n;if(void 0===n||n.t!==i){n={i:0,S:t,p:i.s,n:void 0,t:i,e:void 0,x:void 0,r:n};if(void 0!==i.s)i.s.n=n;i.s=n;t.n=n;if(32&i.f)t.S(n);return n}else if(-1===n.i){n.i=0;if(void 0!==n.n){n.n.p=n.p;if(void 0!==n.p)n.p.n=n.n;n.p=i.s;n.n=void 0;i.s.n=n;i.s=n}return n}}function f(t){this.v=t;this.i=0;this.n=void 0;this.t=void 0}f.prototype.h=function(){return!0};f.prototype.S=function(t){if(this.t!==t&&void 0===t.e){t.x=this.t;if(void 0!==this.t)this.t.e=t;this.t=t}};f.prototype.U=function(t){if(void 0!==this.t){const n=t.e,e=t.x;if(void 0!==n){n.x=e;t.e=void 0}if(void 0!==e){e.e=n;t.x=void 0}if(t===this.t)this.t=e}};f.prototype.subscribe=function(t){const n=this;return b((function(){const e=n.value,i=32&this.f;this.f&=-33;try{t(e)}finally{this.f|=i}}))};f.prototype.valueOf=function(){return this.value};f.prototype.toString=function(){return this.value+""};f.prototype.toJSON=function(){return this.value};f.prototype.peek=function(){return this.v};Object.defineProperty(f.prototype,"value",{get(){const t=l(this);if(void 0!==t)t.i=this.i;return this.v},set(e){if(i instanceof p)!function(){throw new Error("Computed cannot have side-effects")}();if(e!==this.v){if(r>100)t();this.v=e;this.i++;u++;o++;try{for(let t=this.t;void 0!==t;t=t.x)t.t.N()}finally{n()}}}});function s(t){return new f(t)}function c(t){for(let n=t.s;void 0!==n;n=n.n)if(n.S.i!==n.i||!n.S.h()||n.S.i!==n.i)return!0;return!1}function h(t){for(let n=t.s;void 0!==n;n=n.n){const e=n.S.n;if(void 0!==e)n.r=e;n.S.n=n;n.i=-1;if(void 0===n.n){t.s=n;break}}}function a(t){let n,e=t.s;while(void 0!==e){const t=e.p;if(-1===e.i){e.S.U(e);if(void 0!==t)t.n=e.n;if(void 0!==e.n)e.n.p=t}else n=e;e.S.n=e.r;if(void 0!==e.r)e.r=void 0;e=t}t.s=n}function p(t){f.call(this,void 0);this.x=t;this.s=void 0;this.g=u-1;this.f=4}(p.prototype=new f).h=function(){this.f&=-3;if(1&this.f)return!1;if(32==(36&this.f))return!0;this.f&=-5;if(this.g===u)return!0;this.g=u;this.f|=1;if(this.i>0&&!c(this)){this.f&=-2;return!0}const t=i;try{h(this);i=this;const t=this.x();if(16&this.f||this.v!==t||0===this.i){this.v=t;this.f&=-17;this.i++}}catch(t){this.v=t;this.f|=16;this.i++}i=t;a(this);this.f&=-2;return!0};p.prototype.S=function(t){if(void 0===this.t){this.f|=36;for(let t=this.s;void 0!==t;t=t.n)t.S.S(t)}f.prototype.S.call(this,t)};p.prototype.U=function(t){if(void 0!==this.t){f.prototype.U.call(this,t);if(void 0===this.t){this.f&=-33;for(let t=this.s;void 0!==t;t=t.n)t.S.U(t)}}};p.prototype.N=function(){if(!(2&this.f)){this.f|=6;for(let t=this.t;void 0!==t;t=t.x)t.t.N()}};p.prototype.peek=function(){if(!this.h())t();if(16&this.f)throw this.v;return this.v};Object.defineProperty(p.prototype,"value",{get(){if(1&this.f)t();const n=l(this);this.h();if(void 0!==n)n.i=this.i;if(16&this.f)throw this.v;return this.v}});function d(t){return new p(t)}function v(t){const e=t.u;t.u=void 0;if("function"==typeof e){o++;const _=i;i=void 0;try{e()}catch(n){t.f&=-2;t.f|=8;y(t);throw n}finally{i=_;n()}}}function y(t){for(let n=t.s;void 0!==n;n=n.n)n.S.U(n);t.x=void 0;t.s=void 0;v(t)}function m(t){if(i!==this)throw new Error("Out-of-order effect");a(this);i=t;this.f&=-2;if(8&this.f)y(this);n()}function g(t){this.x=t;this.u=void 0;this.s=void 0;this.o=void 0;this.f=32}g.prototype.c=function(){const t=this.S();try{if(8&this.f)return;if(void 0===this.x)return;const n=this.x();if("function"==typeof n)this.u=n}finally{t()}};g.prototype.S=function(){if(1&this.f)t();this.f|=1;this.f&=-9;v(this);h(this);o++;const n=i;i=this;return m.bind(this,n)};g.prototype.N=function(){if(!(2&this.f)){this.f|=2;this.o=_;_=this}};g.prototype.d=function(){this.f|=8;if(!(1&this.f))y(this)};function b(t){const n=new g(t);try{n.c()}catch(t){n.d();throw t}return n.d.bind(n)}var k,S,x,w,C,E,U,H,N,P={},D=[],$=/acit|ex(?:s|g|n|p|$)|rph|grid|ows|mnc|ntw|ine[ch]|zoo|^ord|itera/i,T=Array.isArray;function V(t,n){for(var e in n)t[e]=n[e];return t}function A(t){var n=t.parentNode;n&&n.removeChild(t)}function F(t,n,e){var i,_,o,r={};for(o in n)"key"==o?i=n[o]:"ref"==o?_=n[o]:r[o]=n[o];if(arguments.length>2&&(r.children=arguments.length>3?k.call(arguments,2):e),"function"==typeof t&&null!=t.defaultProps)for(o in t.defaultProps)void 0===r[o]&&(r[o]=t.defaultProps[o]);return M(t,r,i,_,null)}function M(t,n,e,i,_){var o={type:t,props:n,key:e,ref:i,__k:null,__:null,__b:0,__e:null,__d:void 0,__c:null,__h:null,constructor:void 0,__v:null==_?++x:_};return null==_&&null!=S.vnode&&S.vnode(o),o}function W(){return{current:null}}function O(t){return t.children}function L(t,n){this.props=t,this.context=n}function R(t,n){if(null==n)return t.__?R(t.__,t.__.__k.indexOf(t)+1):null;for(var e;nn&&C.sort(H));q.__r=0}function B(t,n,e,i,_,o,r,u,l,f){var s,c,h,a,p,d,v,y=i&&i.__k||D,m=y.length;for(e.__k=[],s=0;s0?M(a.type,a.props,a.key,a.ref?a.ref:null,a.__v):a)){if(a.__=e,a.__b=e.__b+1,null===(h=y[s])||h&&a.key==h.key&&a.type===h.type)y[s]=void 0;else for(c=0;c=0;n--)if((e=t.__k[n])&&(i=K(e)))return i;return null}function Q(t,n,e,i,_){var o;for(o in e)"children"===o||"key"===o||o in n||Y(t,o,null,e[o],i);for(o in n)_&&"function"!=typeof n[o]||"children"===o||"key"===o||"value"===o||"checked"===o||e[o]===n[o]||Y(t,o,n[o],e[o],i)}function X(t,n,e){"-"===n[0]?t.setProperty(n,null==e?"":e):t[n]=null==e?"":"number"!=typeof e||$.test(n)?e:e+"px"}function Y(t,n,e,i,_){var o;t:if("style"===n)if("string"==typeof e)t.style.cssText=e;else{if("string"==typeof i&&(t.style.cssText=i=""),i)for(n in i)e&&n in e||X(t.style,n,"");if(e)for(n in e)i&&e[n]===i[n]||X(t.style,n,e[n])}else if("o"===n[0]&&"n"===n[1])o=n!==(n=n.replace(/Capture$/,"")),n=n.toLowerCase()in t?n.toLowerCase().slice(2):n.slice(2),t.l||(t.l={}),t.l[n+o]=e,e?i||t.addEventListener(n,o?tt:Z,o):t.removeEventListener(n,o?tt:Z,o);else if("dangerouslySetInnerHTML"!==n){if(_)n=n.replace(/xlink(H|:h)/,"h").replace(/sName$/,"s");else if("width"!==n&&"height"!==n&&"href"!==n&&"list"!==n&&"form"!==n&&"tabIndex"!==n&&"download"!==n&&"rowSpan"!==n&&"colSpan"!==n&&n in t)try{t[n]=null==e?"":e;break t}catch(t){}"function"==typeof e||(null==e||!1===e&&"-"!==n[4]?t.removeAttribute(n):t.setAttribute(n,e))}}function Z(t){return this.l[t.type+!1](S.event?S.event(t):t)}function tt(t){return this.l[t.type+!0](S.event?S.event(t):t)}function nt(t,n,e,i,_,o,r,u,l){var f,s,c,h,a,p,d,v,y,m,g,b,k,x,w,C=n.type;if(void 0!==n.constructor)return null;null!=e.__h&&(l=e.__h,u=n.__e=e.__e,n.__h=null,o=[u]),(f=S.__b)&&f(n);try{t:if("function"==typeof C){if(v=n.props,y=(f=C.contextType)&&i[f.__c],m=f?y?y.props.value:f.__:i,e.__c?d=(s=n.__c=e.__c).__=s.__E:("prototype"in C&&C.prototype.render?n.__c=s=new C(v,m):(n.__c=s=new L(v,m),s.constructor=C,s.render=rt),y&&y.sub(s),s.props=v,s.state||(s.state={}),s.context=m,s.__n=i,c=s.__d=!0,s.__h=[],s._sb=[]),null==s.__s&&(s.__s=s.state),null!=C.getDerivedStateFromProps&&(s.__s==s.state&&(s.__s=V({},s.__s)),V(s.__s,C.getDerivedStateFromProps(v,s.__s))),h=s.props,a=s.state,s.__v=n,c)null==C.getDerivedStateFromProps&&null!=s.componentWillMount&&s.componentWillMount(),null!=s.componentDidMount&&s.__h.push(s.componentDidMount);else{if(null==C.getDerivedStateFromProps&&v!==h&&null!=s.componentWillReceiveProps&&s.componentWillReceiveProps(v,m),!s.__e&&null!=s.shouldComponentUpdate&&!1===s.shouldComponentUpdate(v,s.__s,m)||n.__v===e.__v){for(n.__v!==e.__v&&(s.props=v,s.state=s.__s,s.__d=!1),s.__e=!1,n.__e=e.__e,n.__k=e.__k,n.__k.forEach((function(t){t&&(t.__=n)})),g=0;g2&&(u.children=arguments.length>3?k.call(arguments,2):e),M(t.type,u,i||t.key,_||t.ref,null)}function st(t,n){var e={__c:n="__cC"+N++,__:t,Consumer:function(t,n){return t.children(n)},Provider:function(t){var e,i;return this.getChildContext||(e=[],(i={})[n]=this,this.getChildContext=function(){return i},this.shouldComponentUpdate=function(t){this.props.value!==t.value&&e.some((function(t){t.__e=!0,j(t)}))},this.sub=function(t){e.push(t);var n=t.componentWillUnmount;t.componentWillUnmount=function(){e.splice(e.indexOf(t),1),n&&n.call(t)}}),t.children}};return e.Provider.__=e.Consumer.contextType=e}k=D.slice,S={__e:function(t,n,e,i){for(var _,o,r;n=n.__;)if((_=n.__c)&&!_.__)try{if((o=_.constructor)&&null!=o.getDerivedStateFromError&&(_.setState(o.getDerivedStateFromError(t)),r=_.__d),null!=_.componentDidCatch&&(_.componentDidCatch(t,i||{}),r=_.__d),r)return _.__E=_}catch(n){t=n}throw t}},x=0,w=function(t){return null!=t&&void 0===t.constructor},L.prototype.setState=function(t,n){var e;e=null!=this.__s&&this.__s!==this.state?this.__s:this.__s=V({},this.state),"function"==typeof t&&(t=t(V({},e),this.props)),t&&V(e,t),null!=t&&this.__v&&(n&&this._sb.push(n),j(this))},L.prototype.forceUpdate=function(t){this.__v&&(this.__e=!0,t&&this.__h.push(t),j(this))},L.prototype.render=O,C=[],U="function"==typeof Promise?Promise.prototype.then.bind(Promise.resolve()):setTimeout,H=function(t,n){return t.__v.__b-n.__v.__b},q.__r=0,N=0;var ct,ht,at,pt,dt=0,vt=[],yt=[],mt=S.__b,gt=S.__r,bt=S.diffed,kt=S.__c,St=S.unmount;function xt(t,n){S.__h&&S.__h(ht,t,dt||n),dt=0;var e=ht.__H||(ht.__H={__:[],__h:[]});return t>=e.__.length&&e.__.push({__V:yt}),e.__[t]}function wt(t){return dt=1,Ct(It,t)}function Ct(t,n,e){var i=xt(ct++,2);if(i.t=t,!i.__c&&(i.__=[e?e(n):It(void 0,n),function(t){var n=i.__N?i.__N[0]:i.__[0],e=i.t(n,t);n!==e&&(i.__N=[e,i.__[1]],i.__c.setState({}))}],i.__c=ht,!ht.u)){var _=function(t,n,e){if(!i.__c.__H)return!0;var _=i.__c.__H.__.filter((function(t){return t.__c}));if(_.every((function(t){return!t.__N})))return!o||o.call(this,t,n,e);var r=!1;return _.forEach((function(t){if(t.__N){var n=t.__[0];t.__=t.__N,t.__N=void 0,n!==t.__[0]&&(r=!0)}})),!(!r&&i.__c.props===t)&&(!o||o.call(this,t,n,e))};ht.u=!0;var o=ht.shouldComponentUpdate,r=ht.componentWillUpdate;ht.componentWillUpdate=function(t,n,e){if(this.__e){var i=o;o=void 0,_(t,n,e),o=i}r&&r.call(this,t,n,e)},ht.shouldComponentUpdate=_}return i.__N||i.__}function Et(t,n){var e=xt(ct++,3);!S.__s&&Rt(e.__H,n)&&(e.__=t,e.i=n,ht.__H.__h.push(e))}function Ut(t,n){var e=xt(ct++,4);!S.__s&&Rt(e.__H,n)&&(e.__=t,e.i=n,ht.__h.push(e))}function Ht(t){return dt=5,Pt((function(){return{current:t}}),[])}function Nt(t,n,e){dt=6,Ut((function(){return"function"==typeof t?(t(n()),function(){return t(null)}):t?(t.current=n(),function(){return t.current=null}):void 0}),null==e?e:e.concat(t))}function Pt(t,n){var e=xt(ct++,7);return Rt(e.__H,n)?(e.__V=t(),e.i=n,e.__h=t,e.__V):e.__}function Dt(t,n){return dt=8,Pt((function(){return t}),n)}function $t(t){var n=ht.context[t.__c],e=xt(ct++,9);return e.c=t,n?(null==e.__&&(e.__=!0,n.sub(ht)),n.props.value):t.__}function Tt(t,n){S.useDebugValue&&S.useDebugValue(n?n(t):t)}function Vt(t){var n=xt(ct++,10),e=wt();return n.__=t,ht.componentDidCatch||(ht.componentDidCatch=function(t,i){n.__&&n.__(t,i),e[1](t)}),[e[0],function(){e[1](void 0)}]}function At(){var t=xt(ct++,11);if(!t.__){for(var n=ht.__v;null!==n&&!n.__m&&null!==n.__;)n=n.__;var e=n.__m||(n.__m=[0,0]);t.__="P"+e[0]+"-"+e[1]++}return t.__}function Ft(){for(var t;t=vt.shift();)if(t.__P&&t.__H)try{t.__H.__h.forEach(Ot),t.__H.__h.forEach(Lt),t.__H.__h=[]}catch(u){t.__H.__h=[],S.__e(u,t.__v)}}S.__b=function(t){ht=null,mt&&mt(t)},S.__r=function(t){gt&>(t),ct=0;var n=(ht=t.__c).__H;n&&(at===ht?(n.__h=[],ht.__h=[],n.__.forEach((function(t){t.__N&&(t.__=t.__N),t.__V=yt,t.__N=t.i=void 0}))):(n.__h.forEach(Ot),n.__h.forEach(Lt),n.__h=[],ct=0)),at=ht},S.diffed=function(t){bt&&bt(t);var n=t.__c;n&&n.__H&&(n.__H.__h.length&&(1!==vt.push(n)&&pt===S.requestAnimationFrame||((pt=S.requestAnimationFrame)||Wt)(Ft)),n.__H.__.forEach((function(t){t.i&&(t.__H=t.i),t.__V!==yt&&(t.__=t.__V),t.i=void 0,t.__V=yt}))),at=ht=null},S.__c=function(t,n){n.some((function(t){try{t.__h.forEach(Ot),t.__h=t.__h.filter((function(t){return!t.__||Lt(t)}))}catch(s){n.some((function(t){t.__h&&(t.__h=[])})),n=[],S.__e(s,t.__v)}})),kt&&kt(t,n)},S.unmount=function(t){St&&St(t);var n,e=t.__c;e&&e.__H&&(e.__H.__.forEach((function(t){try{Ot(t)}catch(t){n=t}})),e.__H=void 0,n&&S.__e(n,e.__v))};var Mt="function"==typeof requestAnimationFrame;function Wt(t){var n,e=function(){clearTimeout(i),Mt&&cancelAnimationFrame(n),setTimeout(t)},i=setTimeout(e,100);Mt&&(n=requestAnimationFrame(e))}function Ot(t){var n=ht,e=t.__c;"function"==typeof e&&(t.__c=void 0,e()),ht=n}function Lt(t){var n=ht;t.__c=t.__(),ht=n}function Rt(t,n){return!t||t.length!==n.length||n.some((function(n,e){return n!==t[e]}))}function It(t,n){return"function"==typeof n?n(t):n}function jt(t,n){S[t]=n.bind(null,S[t]||(()=>{}))}let qt,Bt;function Gt(t){if(Bt)Bt();Bt=t&&t.S()}function zt({data:t}){const n=Kt(t);n.value=t;const e=Pt(()=>{let t=this.__v;while(t=t.__)if(t.__c){t.__c.__$f|=4;break}this.__$u.c=()=>{this.base.data=e.peek()};return d(()=>{let t=n.value.value;return 0===t?0:!0===t?"":t||""})},[]);return e.value}zt.displayName="_st";Object.defineProperties(f.prototype,{constructor:{configurable:!0,value:void 0},type:{configurable:!0,value:zt},props:{configurable:!0,get(){return{data:this}}},__b:{configurable:!0,value:1}});jt("__b",(t,n)=>{if("string"==typeof n.type){let t,e=n.props;for(let i in e){if("children"===i)continue;let _=e[i];if(_ instanceof f){if(!t)n.__np=t={};t[i]=_;e[i]=_.peek()}}}t(n)});jt("__r",(t,n)=>{Gt();let e,i=n.__c;if(i){i.__$f&=-2;e=i.__$u;if(void 0===e)i.__$u=e=function(t){let n;b((function(){n=this}));n.c=()=>{i.__$f|=1;i.setState({})};return n}()}qt=i;Gt(e);t(n)});jt("__e",(t,n,e,i)=>{Gt();qt=void 0;t(n,e,i)});jt("diffed",(t,n)=>{Gt();qt=void 0;let e;if("string"==typeof n.type&&(e=n.__e)){let t=n.__np,i=n.props;if(t){let n=e.U;if(n)for(let e in n){let i=n[e];if(void 0!==i&&!(e in t)){i.d();n[e]=void 0}}else{n={};e.U=n}for(let _ in t){let o=n[_],r=t[_];if(void 0===o){o=Jt(e,_,r,i);n[_]=o}else o.o(r,i)}}}t(n)});function Jt(t,n,e,i){const _=n in t&&void 0===t.ownerSVGElement,o=s(e);return{o:(t,n)=>{o.value=t;i=n},d:b(()=>{const e=o.value.value;if(i[n]!==e){i[n]=e;if(_)t[n]=e;else if(e)t.setAttribute(n,e);else t.removeAttribute(n)}})}}jt("unmount",(t,n)=>{if("string"==typeof n.type){let t=n.__e;if(t){const n=t.U;if(n){t.U=void 0;for(let t in n){let e=n[t];if(e)e.d()}}}}else{let t=n.__c;if(t){const n=t.__$u;if(n){t.__$u=void 0;n.d()}}}t(n)});jt("__h",(t,n,e,i)=>{if(i<3)n.__$f|=2;t(n,e,i)});L.prototype.shouldComponentUpdate=function(t,n){const e=this.__$u;if(!(e&&void 0!==e.s||4&this.__$f))return!0;if(3&this.__$f)return!0;for(let i in n)return!0;for(let i in t)if("__source"!==i&&t[i]!==this.props[i])return!0;for(let i in this.props)if(!(i in t))return!0;return!1};function Kt(t){return Pt(()=>s(t),[])}function Qt(t){const n=Ht(t);n.current=t;qt.__$f|=4;return Pt(()=>d(()=>n.current()),[])}function Xt(t){const n=Ht(t);n.current=t;Et(()=>b(()=>n.current()),[])}var Yt=function(t,n,e,i){var _;n[0]=0;for(var o=1;o=5&&((_||!t&&5===i)&&(r.push(i,0,_,e),i=6),t&&(r.push(i,t,0,e),i=6)),_=""},l=0;l"===n?(i=1,_=""):_=n+_[0]:o?n===o?o="":_+=n:'"'===n||"'"===n?o=n:">"===n?(u(),i=1):i&&("="===n?(i=5,e=_,_=""):"/"===n&&(i<5||">"===t[l][f+1])?(u(),3===i&&(r=r[0]),i=r,(r=r[0]).push(2,0,i),i=0):" "===n||"\t"===n||"\n"===n||"\r"===n?(u(),i=2):_+=n),3===i&&"!--"===_&&(i=4,r=r[0])}return u(),r}(t)),n),arguments,[])).length>1?n:n[0]}var nn=tn.bind(F);export{L as Component,O as Fragment,f as Signal,e as batch,ft as cloneElement,d as computed,st as createContext,F as createElement,W as createRef,b as effect,F as h,nn as html,lt as hydrate,w as isValidElement,S as options,ut as render,s as signal,z as toChildArray,Dt as useCallback,Qt as useComputed,$t as useContext,Tt as useDebugValue,Et as useEffect,Vt as useErrorBoundary,At as useId,Nt as useImperativeHandle,Ut as useLayoutEffect,Pt as useMemo,Ct as useReducer,Ht as useRef,Kt as useSignal,Xt as useSignalEffect,wt as useState}; diff --git a/examples/server/server.cpp b/examples/server/server.cpp index 998d55eacff793..2cbfc0018de3af 100644 --- a/examples/server/server.cpp +++ b/examples/server/server.cpp @@ -2,8 +2,6 @@ #include "llama.h" #include "build-info.h" -// single thread -#define CPPHTTPLIB_THREAD_POOL_COUNT 1 #ifndef NDEBUG // crash the server in debug mode, otherwise send an http 500 error #define CPPHTTPLIB_NO_EXCEPTIONS 1 @@ -12,6 +10,11 @@ #include "httplib.h" #include "json.hpp" +// auto generated files (update with ./deps.sh) +#include "index.html.hpp" +#include "index.js.hpp" +#include "completion.js.hpp" + #ifndef SERVER_VERBOSE #define SERVER_VERBOSE 1 #endif @@ -19,37 +22,62 @@ using namespace httplib; using json = nlohmann::json; -struct server_params { +struct server_params +{ std::string hostname = "127.0.0.1"; + std::string public_path = "examples/server/public"; int32_t port = 8080; int32_t read_timeout = 600; int32_t write_timeout = 600; }; -static size_t common_part(const std::vector & a, const std::vector & b) { +// completion token output with probabilities +struct completion_token_output +{ + struct token_prob + { + llama_token tok; + float prob; + }; + + std::vector probs; + llama_token tok; +}; + +static size_t common_part(const std::vector &a, const std::vector &b) +{ size_t i; - for (i = 0; i < a.size() && i < b.size() && a[i] == b[i]; i++) {} + for (i = 0; i < a.size() && i < b.size() && a[i] == b[i]; i++) + { + } return i; } -enum stop_type { +enum stop_type +{ STOP_FULL, STOP_PARTIAL, }; -static bool ends_with(const std::string & str, const std::string & suffix) { +static bool ends_with(const std::string &str, const std::string &suffix) +{ return str.size() >= suffix.size() && - 0 == str.compare(str.size() - suffix.size(), suffix.size(), suffix); + 0 == str.compare(str.size() - suffix.size(), suffix.size(), suffix); } -static size_t find_partial_stop_string(const std::string & stop, - const std::string & text) { - if (!text.empty() && !stop.empty()) { +static size_t find_partial_stop_string(const std::string &stop, + const std::string &text) +{ + if (!text.empty() && !stop.empty()) + { const char text_last_char = text.back(); - for (int64_t char_index = stop.size() - 1; char_index >= 0; char_index--) { - if (stop[char_index] == text_last_char) { + for (int64_t char_index = stop.size() - 1; char_index >= 0; char_index--) + { + if (stop[char_index] == text_last_char) + { const std::string current_partial = stop.substr(0, char_index + 1); - if (ends_with(text, current_partial)) { + if (ends_with(text, current_partial)) + { return text.size() - char_index - 1; } } @@ -58,26 +86,30 @@ static size_t find_partial_stop_string(const std::string & stop, return std::string::npos; } -template -static std::string tokens_to_str(llama_context * ctx, Iter begin, Iter end) { +template +static std::string tokens_to_str(llama_context *ctx, Iter begin, Iter end) +{ std::string ret; - for (; begin != end; ++begin) { + for (; begin != end; ++begin) + { ret += llama_token_to_str(ctx, *begin); } return ret; } -static void server_log(const char * level, const char * function, int line, - const char * message, const nlohmann::ordered_json & extra) { - nlohmann::ordered_json log { - { "timestamp", time(nullptr) }, - { "level", level }, - { "function", function }, - { "line", line }, - { "message", message }, +static void server_log(const char *level, const char *function, int line, + const char *message, const nlohmann::ordered_json &extra) +{ + nlohmann::ordered_json log{ + {"timestamp", time(nullptr)}, + {"level", level}, + {"function", function}, + {"line", line}, + {"message", message}, }; - if (!extra.empty()) { + if (!extra.empty()) + { log.merge_patch(extra); } @@ -86,28 +118,72 @@ static void server_log(const char * level, const char * function, int line, fflush(stdout); } +// format incomplete utf-8 multibyte character for output +static std::string tokens_to_output_formatted_string(const llama_context *ctx, const llama_token token) +{ + std::string out = token == -1 ? "" : llama_token_to_str(ctx, token); + // if first bit is 1, meaning it's a partial character + if (out.size() > 0 && (out[0] & 0x80) == 0x80) + { + std::stringstream ss; + ss << std::hex << (out[0] & 0xff); + std::string res(ss.str()); + out = "byte: \\x" + res; + } + return out; +} + +// convert a vector of completion_token_output to json +static json probs_vector_to_json(const llama_context *ctx, const std::vector probs) +{ + json out = json::array(); + for (const auto &prob : probs) + { + json probs_for_token = json::array(); + for (const auto &p : prob.probs) + { + std::string tok_str = tokens_to_output_formatted_string(ctx, p.tok); + probs_for_token.push_back(json{ + {"tok_str", tok_str}, + {"prob", p.prob}, + }); + } + std::string tok_str = tokens_to_output_formatted_string(ctx, prob.tok); + out.push_back(json{ + {"content", tok_str}, + {"probs", probs_for_token}, + }); + } + return out; +} + static bool server_verbose = false; #if SERVER_VERBOSE != 1 -# define LOG_VERBOSE(MSG, ...) +#define LOG_VERBOSE(MSG, ...) #else -# define LOG_VERBOSE(MSG, ...) \ - do { \ - if (server_verbose) { \ +#define LOG_VERBOSE(MSG, ...) \ + do \ + { \ + if (server_verbose) \ + { \ server_log("VERBOSE", __func__, __LINE__, MSG, __VA_ARGS__); \ } \ - } while(0) + } while (0) #endif #define LOG_ERROR(MSG, ...) server_log("ERROR", __func__, __LINE__, MSG, __VA_ARGS__) #define LOG_WARNING(MSG, ...) server_log("WARNING", __func__, __LINE__, MSG, __VA_ARGS__) #define LOG_INFO(MSG, ...) server_log("INFO", __func__, __LINE__, MSG, __VA_ARGS__) -struct llama_server_context { +struct llama_server_context +{ bool stream = false; bool has_next_token = false; std::string generated_text; + std::vector generated_token_probs; + size_t num_prompt_tokens = 0; size_t num_tokens_predicted = 0; size_t n_past = 0; size_t n_remain = 0; @@ -115,8 +191,8 @@ struct llama_server_context { std::vector embd; std::vector last_n_tokens; - llama_model * model = nullptr; - llama_context * ctx = nullptr; + llama_model *model = nullptr; + llama_context *ctx = nullptr; gpt_params params; bool truncated = false; @@ -126,22 +202,35 @@ struct llama_server_context { std::string stopping_word; int32_t multibyte_pending = 0; - ~llama_server_context() { - if (ctx) { + std::mutex mutex; + + std::unique_lock lock() + { + return std::unique_lock(mutex); + } + + ~llama_server_context() + { + if (ctx) + { llama_free(ctx); ctx = nullptr; } - if (model) { + if (model) + { llama_free_model(model); model = nullptr; } } - void rewind() { + void rewind() + { params.antiprompt.clear(); + num_prompt_tokens = 0; num_tokens_predicted = 0; generated_text = ""; generated_text.reserve(params.n_ctx); + generated_token_probs.clear(); truncated = false; stopped_eos = false; stopped_word = false; @@ -153,11 +242,13 @@ struct llama_server_context { n_past = 0; } - bool loadModel(const gpt_params & params_) { + bool loadModel(const gpt_params ¶ms_) + { params = params_; std::tie(model, ctx) = llama_init_from_gpt_params(params); - if (model == nullptr) { - LOG_ERROR("unable to load model", { { "model", params_.model } }); + if (model == nullptr) + { + LOG_ERROR("unable to load model", {{"model", params_.model}}); return false; } @@ -166,34 +257,40 @@ struct llama_server_context { return true; } - void loadPrompt() { + void loadPrompt() + { params.prompt.insert(0, 1, ' '); // always add a first space std::vector prompt_tokens = ::llama_tokenize(ctx, params.prompt, true); + num_prompt_tokens = prompt_tokens.size(); - if (params.n_keep < 0) { - params.n_keep = (int)prompt_tokens.size(); + if (params.n_keep < 0) + { + params.n_keep = (int)num_prompt_tokens; } params.n_keep = std::min(params.n_ctx - 4, params.n_keep); // if input prompt is too big, truncate like normal - if (prompt_tokens.size() >= (size_t)params.n_ctx) { + if (num_prompt_tokens >= (size_t)params.n_ctx) + { const int n_left = (params.n_ctx - params.n_keep) / 2; std::vector new_tokens(prompt_tokens.begin(), prompt_tokens.begin() + params.n_keep); - const int erased_blocks = (prompt_tokens.size() - params.n_keep - n_left - 1) / n_left; + const int erased_blocks = (num_prompt_tokens - params.n_keep - n_left - 1) / n_left; new_tokens.insert(new_tokens.end(), prompt_tokens.begin() + params.n_keep + erased_blocks * n_left, prompt_tokens.end()); std::copy(prompt_tokens.end() - params.n_ctx, prompt_tokens.end(), last_n_tokens.begin()); LOG_VERBOSE("input truncated", { - { "n_ctx", params.n_ctx }, - { "n_keep", params.n_keep }, - { "n_left", n_left }, - { "new_tokens", tokens_to_str(ctx, new_tokens.cbegin(), new_tokens.cend()) }, - }); + {"n_ctx", params.n_ctx}, + {"n_keep", params.n_keep}, + {"n_left", n_left}, + {"new_tokens", tokens_to_str(ctx, new_tokens.cbegin(), new_tokens.cend())}, + }); truncated = true; prompt_tokens = new_tokens; - } else { - const size_t ps = prompt_tokens.size(); + } + else + { + const size_t ps = num_prompt_tokens; std::fill(last_n_tokens.begin(), last_n_tokens.end() - ps, 0); std::copy(prompt_tokens.begin(), prompt_tokens.end(), last_n_tokens.end() - ps); } @@ -201,30 +298,35 @@ struct llama_server_context { // compare the evaluated prompt with the new prompt n_past = common_part(embd, prompt_tokens); embd = prompt_tokens; - if (n_past == prompt_tokens.size()) { + if (n_past == num_prompt_tokens) + { // we have to evaluate at least 1 token to generate logits. n_past--; } LOG_VERBOSE("prompt ingested", { - { "n_past", n_past }, - { "cached", tokens_to_str(ctx, embd.cbegin(), embd.cbegin() + n_past) }, - { "to_eval", tokens_to_str(ctx, embd.cbegin() + n_past, embd.cend()) }, - }); + {"n_past", n_past}, + {"cached", tokens_to_str(ctx, embd.cbegin(), embd.cbegin() + n_past)}, + {"to_eval", tokens_to_str(ctx, embd.cbegin() + n_past, embd.cend())}, + }); has_next_token = true; } - void beginCompletion() { + void beginCompletion() + { // number of tokens to keep when resetting context n_remain = params.n_predict; llama_set_rng_seed(ctx, params.seed); } - llama_token nextToken() { - llama_token result = -1; + completion_token_output nextToken() + { + completion_token_output result; + result.tok = -1; - if (embd.size() >= (size_t)params.n_ctx) { + if (embd.size() >= (size_t)params.n_ctx) + { // Reset context const int n_left = (params.n_ctx - params.n_keep) / 2; @@ -234,34 +336,39 @@ struct llama_server_context { n_past = params.n_keep; truncated = true; LOG_VERBOSE("input truncated", { - { "n_ctx", params.n_ctx }, - { "n_keep", params.n_keep }, - { "n_left", n_left }, - { "new_tokens", tokens_to_str(ctx, new_tokens.cbegin(), new_tokens.cend()) }, - }); + {"n_ctx", params.n_ctx}, + {"n_keep", params.n_keep}, + {"n_left", n_left}, + {"new_tokens", tokens_to_str(ctx, new_tokens.cbegin(), new_tokens.cend())}, + }); } - while (n_past < embd.size()) { + while (n_past < embd.size()) + { int n_eval = (int)embd.size() - n_past; - if (n_eval > params.n_batch) { + if (n_eval > params.n_batch) + { n_eval = params.n_batch; } - if (llama_eval(ctx, &embd[n_past], n_eval, n_past, params.n_threads)) { + if (llama_eval(ctx, &embd[n_past], n_eval, n_past, params.n_threads)) + { LOG_ERROR("failed to eval", { - { "n_eval", n_eval }, - { "n_past", n_past }, - { "n_threads", params.n_threads }, - { "embd", tokens_to_str(ctx, embd.cbegin() + n_past, embd.cend()) }, - }); + {"n_eval", n_eval}, + {"n_past", n_past}, + {"n_threads", params.n_threads}, + {"embd", tokens_to_str(ctx, embd.cbegin() + n_past, embd.cend())}, + }); has_next_token = false; return result; } n_past += n_eval; } - if (params.n_predict == 0) { + if (params.n_predict == 0) + { has_next_token = false; - return llama_token_eos(); + result.tok = llama_token_eos(); + return result; } // out of user input, sample next token @@ -278,74 +385,95 @@ struct llama_server_context { const float mirostat_tau = params.mirostat_tau; const float mirostat_eta = params.mirostat_eta; const bool penalize_nl = params.penalize_nl; - llama_token id = 0; + const int32_t n_probs = params.n_probs; { - auto * logits = llama_get_logits(ctx); + auto *logits = llama_get_logits(ctx); auto n_vocab = llama_n_vocab(ctx); // Apply params.logit_bias map - for (const auto & it : params.logit_bias) { + for (const auto &it : params.logit_bias) + { logits[it.first] += it.second; } std::vector candidates; candidates.reserve(n_vocab); - for (llama_token token_id = 0; token_id < n_vocab; token_id++) { - candidates.emplace_back(llama_token_data{ token_id, logits[token_id], 0.0f }); + for (llama_token token_id = 0; token_id < n_vocab; token_id++) + { + candidates.emplace_back(llama_token_data{token_id, logits[token_id], 0.0f}); } - llama_token_data_array candidates_p = { candidates.data(), candidates.size(), false }; + llama_token_data_array candidates_p = {candidates.data(), candidates.size(), false}; // Apply penalties float nl_logit = logits[llama_token_nl()]; auto last_n_repeat = std::min(std::min((int)last_n_tokens.size(), repeat_last_n), params.n_ctx); llama_sample_repetition_penalty(ctx, &candidates_p, - last_n_tokens.data() + last_n_tokens.size() - last_n_repeat, - last_n_repeat, repeat_penalty); + last_n_tokens.data() + last_n_tokens.size() - last_n_repeat, + last_n_repeat, repeat_penalty); llama_sample_frequency_and_presence_penalties(ctx, &candidates_p, - last_n_tokens.data() + last_n_tokens.size() - last_n_repeat, - last_n_repeat, alpha_frequency, alpha_presence); - if (!penalize_nl) { + last_n_tokens.data() + last_n_tokens.size() - last_n_repeat, + last_n_repeat, alpha_frequency, alpha_presence); + if (!penalize_nl) + { logits[llama_token_nl()] = nl_logit; } - if (temp <= 0) { + if (temp <= 0) + { // Greedy sampling - id = llama_sample_token_greedy(ctx, &candidates_p); - } else { - if (mirostat == 1) { + result.tok = llama_sample_token_greedy(ctx, &candidates_p); + if (n_probs > 0) + { + llama_sample_softmax(ctx, &candidates_p); + } + } + else + { + if (mirostat == 1) + { static float mirostat_mu = 2.0f * mirostat_tau; const int mirostat_m = 100; llama_sample_temperature(ctx, &candidates_p, temp); - id = llama_sample_token_mirostat(ctx, &candidates_p, mirostat_tau, mirostat_eta, mirostat_m, &mirostat_mu); - } else if (mirostat == 2) { + result.tok = llama_sample_token_mirostat(ctx, &candidates_p, mirostat_tau, mirostat_eta, mirostat_m, &mirostat_mu); + } + else if (mirostat == 2) + { static float mirostat_mu = 2.0f * mirostat_tau; llama_sample_temperature(ctx, &candidates_p, temp); - id = llama_sample_token_mirostat_v2(ctx, &candidates_p, mirostat_tau, mirostat_eta, &mirostat_mu); - } else { + result.tok = llama_sample_token_mirostat_v2(ctx, &candidates_p, mirostat_tau, mirostat_eta, &mirostat_mu); + } + else + { // Temperature sampling - llama_sample_top_k(ctx, &candidates_p, top_k, 1); - llama_sample_tail_free(ctx, &candidates_p, tfs_z, 1); - llama_sample_typical(ctx, &candidates_p, typical_p, 1); - llama_sample_top_p(ctx, &candidates_p, top_p, 1); + size_t min_keep = std::max(1, n_probs); + llama_sample_top_k(ctx, &candidates_p, top_k, min_keep); + llama_sample_tail_free(ctx, &candidates_p, tfs_z, min_keep); + llama_sample_typical(ctx, &candidates_p, typical_p, min_keep); + llama_sample_top_p(ctx, &candidates_p, top_p, min_keep); llama_sample_temperature(ctx, &candidates_p, temp); - id = llama_sample_token(ctx, &candidates_p); + result.tok = llama_sample_token(ctx, &candidates_p); } } + + for (size_t i = 0; i < std::min(candidates_p.size, (size_t)n_probs); ++i) + { + result.probs.push_back({candidates_p.data[i].id, candidates_p.data[i].p}); + } last_n_tokens.erase(last_n_tokens.begin()); - last_n_tokens.push_back(id); + last_n_tokens.push_back(result.tok); num_tokens_predicted++; } // add it to the context - embd.push_back(id); - result = id; + embd.push_back(result.tok); // decrement remaining sampling budget --n_remain; - if (!embd.empty() && embd.back() == llama_token_eos()) { - //stopping_word = llama_token_to_str(ctx, embd.back()); + if (!embd.empty() && embd.back() == llama_token_eos()) + { + // stopping_word = llama_token_to_str(ctx, embd.back()); has_next_token = false; stopped_eos = true; LOG_VERBOSE("eos token found", {}); @@ -356,22 +484,28 @@ struct llama_server_context { return result; } - size_t findStoppingStrings(const std::string & text, const size_t last_token_size, - const stop_type type) { + size_t findStoppingStrings(const std::string &text, const size_t last_token_size, + const stop_type type) + { size_t stop_pos = std::string::npos; - for (const std::string & word : params.antiprompt) { + for (const std::string &word : params.antiprompt) + { size_t pos; - if (type == STOP_FULL) { + if (type == STOP_FULL) + { const size_t tmp = word.size() + last_token_size; const size_t from_pos = text.size() > tmp ? text.size() - tmp : 0; pos = text.find(word, from_pos); } - else { + else + { pos = find_partial_stop_string(word, text); } if (pos != std::string::npos && - (stop_pos == std::string::npos || pos < stop_pos)) { - if (type == STOP_FULL) { + (stop_pos == std::string::npos || pos < stop_pos)) + { + if (type == STOP_FULL) + { stopping_word = word; stopped_word = true; has_next_token = false; @@ -382,70 +516,91 @@ struct llama_server_context { return stop_pos; } - std::string doCompletion() { - const llama_token token = nextToken(); + completion_token_output doCompletion() + { + const completion_token_output token_with_probs = nextToken(); - const std::string token_text = token == -1 ? "" : llama_token_to_str(ctx, token); + const std::string token_text = token_with_probs.tok == -1 ? "" : llama_token_to_str(ctx, token_with_probs.tok); generated_text += token_text; - if (multibyte_pending > 0) { + if (params.n_probs > 0) + { + generated_token_probs.push_back(token_with_probs); + } + + if (multibyte_pending > 0) + { multibyte_pending -= token_text.size(); - } else if (token_text.size() == 1) { + } + else if (token_text.size() == 1) + { const char c = token_text[0]; // 2-byte characters: 110xxxxx 10xxxxxx - if ((c & 0xE0) == 0xC0) { + if ((c & 0xE0) == 0xC0) + { multibyte_pending = 1; - // 3-byte characters: 1110xxxx 10xxxxxx 10xxxxxx - } else if ((c & 0xF0) == 0xE0) { + // 3-byte characters: 1110xxxx 10xxxxxx 10xxxxxx + } + else if ((c & 0xF0) == 0xE0) + { multibyte_pending = 2; - // 4-byte characters: 11110xxx 10xxxxxx 10xxxxxx 10xxxxxx - } else if ((c & 0xF8) == 0xF0) { + // 4-byte characters: 11110xxx 10xxxxxx 10xxxxxx 10xxxxxx + } + else if ((c & 0xF8) == 0xF0) + { multibyte_pending = 3; - } else { + } + else + { multibyte_pending = 0; } } - if (multibyte_pending > 0 && !has_next_token) { + if (multibyte_pending > 0 && !has_next_token) + { has_next_token = true; n_remain++; } - if (!has_next_token && n_remain == 0) { + if (!has_next_token && n_remain == 0) + { stopped_limit = true; } LOG_VERBOSE("next token", { - { "token", token }, - { "token_text", llama_token_to_str(ctx, token) }, - { "has_next_token", has_next_token }, - { "n_remain", n_remain }, - { "num_tokens_predicted", num_tokens_predicted }, - { "stopped_eos", stopped_eos }, - { "stopped_word", stopped_word }, - { "stopped_limit", stopped_limit }, - { "stopping_word", stopping_word }, - }); - - return token_text; + {"token", token_with_probs.tok}, + {"token_text", tokens_to_output_formatted_string(ctx, token_with_probs.tok)}, + {"has_next_token", has_next_token}, + {"n_remain", n_remain}, + {"num_tokens_predicted", num_tokens_predicted}, + {"stopped_eos", stopped_eos}, + {"stopped_word", stopped_word}, + {"stopped_limit", stopped_limit}, + {"stopping_word", stopping_word}, + }); + + return token_with_probs; } - std::vector getEmbedding() { + std::vector getEmbedding() + { static const int n_embd = llama_n_embd(ctx); - if (!params.embedding) { + if (!params.embedding) + { LOG_WARNING("embedding disabled", { - { "params.embedding", params.embedding }, - }); + {"params.embedding", params.embedding}, + }); return std::vector(n_embd, 0.0f); } - const float * data = llama_get_embeddings(ctx); + const float *data = llama_get_embeddings(ctx); std::vector embedding(data, data + n_embd); return embedding; } }; -static void server_print_usage(const char * argv0, const gpt_params & params, - const server_params & sparams) { +static void server_print_usage(const char *argv0, const gpt_params ¶ms, + const server_params &sparams) +{ fprintf(stderr, "usage: %s [options]\n", argv0); fprintf(stderr, "\n"); fprintf(stderr, "options:\n"); @@ -456,10 +611,12 @@ static void server_print_usage(const char * argv0, const gpt_params & params, fprintf(stderr, " -b N, --batch-size N batch size for prompt processing (default: %d)\n", params.n_batch); fprintf(stderr, " --memory-f32 use f32 instead of f16 for memory key+value (default: disabled)\n"); fprintf(stderr, " not recommended: doubles context memory required and no measurable increase in quality\n"); - if (llama_mlock_supported()) { + if (llama_mlock_supported()) + { fprintf(stderr, " --mlock force system to keep model in RAM rather than swapping or compressing\n"); } - if (llama_mmap_supported()) { + if (llama_mmap_supported()) + { fprintf(stderr, " --no-mmap do not memory-map model (slower load but may reduce pageouts if not using mlock)\n"); } #ifdef LLAMA_SUPPORTS_GPU_OFFLOAD @@ -479,77 +636,119 @@ static void server_print_usage(const char * argv0, const gpt_params & params, fprintf(stderr, " --lora-base FNAME optional model to use as a base for the layers modified by the LoRA adapter\n"); fprintf(stderr, " --host ip address to listen (default (default: %s)\n", sparams.hostname.c_str()); fprintf(stderr, " --port PORT port to listen (default (default: %d)\n", sparams.port); + fprintf(stderr, " --path PUBLIC_PATH path from which to serve static files (default %s)\n", sparams.public_path.c_str()); fprintf(stderr, " -to N, --timeout N server read/write timeout in seconds (default: %d)\n", sparams.read_timeout); fprintf(stderr, " --embedding enable embedding vector output (default: %s)\n", params.embedding ? "enabled" : "disabled"); fprintf(stderr, "\n"); } -static void server_params_parse(int argc, char ** argv, server_params & sparams, - gpt_params & params) { +static void server_params_parse(int argc, char **argv, server_params &sparams, + gpt_params ¶ms) +{ gpt_params default_params; server_params default_sparams; std::string arg; bool invalid_param = false; - for (int i = 1; i < argc; i++) { + for (int i = 1; i < argc; i++) + { arg = argv[i]; - if (arg == "--port") { - if (++i >= argc) { + if (arg == "--port") + { + if (++i >= argc) + { invalid_param = true; break; } sparams.port = std::stoi(argv[i]); - } else if (arg == "--host") { - if (++i >= argc) { + } + else if (arg == "--host") + { + if (++i >= argc) + { invalid_param = true; break; } sparams.hostname = argv[i]; - } else if (arg == "--timeout" || arg == "-to") { - if (++i >= argc) { + } + else if (arg == "--path") + { + if (++i >= argc) + { + invalid_param = true; + break; + } + sparams.public_path = argv[i]; + } + else if (arg == "--timeout" || arg == "-to") + { + if (++i >= argc) + { invalid_param = true; break; } sparams.read_timeout = std::stoi(argv[i]); sparams.write_timeout = std::stoi(argv[i]); - } else if (arg == "-m" || arg == "--model") { - if (++i >= argc) { + } + else if (arg == "-m" || arg == "--model") + { + if (++i >= argc) + { invalid_param = true; break; } params.model = argv[i]; - } else if (arg == "-a" || arg == "--alias") { - if (++i >= argc) { + } + else if (arg == "-a" || arg == "--alias") + { + if (++i >= argc) + { invalid_param = true; break; } params.model_alias = argv[i]; - } else if (arg == "-h" || arg == "--help") { + } + else if (arg == "-h" || arg == "--help") + { server_print_usage(argv[0], default_params, default_sparams); exit(0); - } else if (arg == "-c" || arg == "--ctx-size" || arg == "--ctx_size") { - if (++i >= argc) { + } + else if (arg == "-c" || arg == "--ctx-size" || arg == "--ctx_size") + { + if (++i >= argc) + { invalid_param = true; break; } params.n_ctx = std::stoi(argv[i]); - } else if (arg == "--memory-f32" || arg == "--memory_f32") { + } + else if (arg == "--memory-f32" || arg == "--memory_f32") + { params.memory_f16 = false; - } else if (arg == "--threads" || arg == "-t") { - if (++i >= argc) { + } + else if (arg == "--threads" || arg == "-t") + { + if (++i >= argc) + { invalid_param = true; break; } params.n_threads = std::stoi(argv[i]); - } else if (arg == "-b" || arg == "--batch-size") { - if (++i >= argc) { + } + else if (arg == "-b" || arg == "--batch-size") + { + if (++i >= argc) + { invalid_param = true; break; } params.n_batch = std::stoi(argv[i]); params.n_batch = std::min(512, params.n_batch); - } else if (arg == "--gpu-layers" || arg == "-ngl" || arg == "--n-gpu-layers") { - if (++i >= argc) { + } + else if (arg == "--gpu-layers" || arg == "-ngl" || arg == "--n-gpu-layers") + { + if (++i >= argc) + { invalid_param = true; break; } @@ -557,11 +756,14 @@ static void server_params_parse(int argc, char ** argv, server_params & sparams, params.n_gpu_layers = std::stoi(argv[i]); #else LOG_WARNING("Not compiled with GPU offload support, --n-gpu-layers option will be ignored. " - "See main README.md for information on enabling GPU BLAS support", { { "n_gpu_layers", params.n_gpu_layers } }); + "See main README.md for information on enabling GPU BLAS support", + {{"n_gpu_layers", params.n_gpu_layers}}); #endif } - else if (arg == "--tensor-split" || arg == "-ts") { - if (++i >= argc) { + else if (arg == "--tensor-split" || arg == "-ts") + { + if (++i >= argc) + { invalid_param = true; break; } @@ -569,16 +771,19 @@ static void server_params_parse(int argc, char ** argv, server_params & sparams, std::string arg_next = argv[i]; // split string by , and / - const std::regex regex{ R"([,/]+)" }; - std::sregex_token_iterator it{ arg_next.begin(), arg_next.end(), regex, -1 }; - std::vector split_arg{ it, {} }; + const std::regex regex{R"([,/]+)"}; + std::sregex_token_iterator it{arg_next.begin(), arg_next.end(), regex, -1}; + std::vector split_arg{it, {}}; GGML_ASSERT(split_arg.size() <= LLAMA_MAX_DEVICES); - for (size_t i_device = 0; i_device < LLAMA_MAX_DEVICES; ++i_device) { - if (i_device < split_arg.size()) { + for (size_t i_device = 0; i_device < LLAMA_MAX_DEVICES; ++i_device) + { + if (i_device < split_arg.size()) + { params.tensor_split[i_device] = std::stof(split_arg[i_device]); } - else { + else + { params.tensor_split[i_device] = 0.0f; } } @@ -594,8 +799,10 @@ static void server_params_parse(int argc, char ** argv, server_params & sparams, fprintf(stderr, "warning: llama.cpp was compiled without cuBLAS. It is not possible to set lower vram usage.\n"); #endif // GGML_USE_CUBLAS } - else if (arg == "--main-gpu" || arg == "-mg") { - if (++i >= argc) { + else if (arg == "--main-gpu" || arg == "-mg") + { + if (++i >= argc) + { invalid_param = true; break; } @@ -604,110 +811,173 @@ static void server_params_parse(int argc, char ** argv, server_params & sparams, #else LOG_WARNING("llama.cpp was compiled without cuBLAS. It is not possible to set a main GPU.", {}); #endif - } else if (arg == "--lora") { - if (++i >= argc) { + } + else if (arg == "--lora") + { + if (++i >= argc) + { invalid_param = true; break; } params.lora_adapter = argv[i]; params.use_mmap = false; - } else if (arg == "--lora-base") { - if (++i >= argc) { + } + else if (arg == "--lora-base") + { + if (++i >= argc) + { invalid_param = true; break; } params.lora_base = argv[i]; - } else if (arg == "-v" || arg == "--verbose") { + } + else if (arg == "-v" || arg == "--verbose") + { #if SERVER_VERBOSE != 1 LOG_WARNING("server.cpp is not built with verbose logging.", {}); #else server_verbose = true; #endif - } else if (arg == "--mlock") { + } + else if (arg == "--mlock") + { params.use_mlock = true; - } else if (arg == "--no-mmap") { + } + else if (arg == "--no-mmap") + { params.use_mmap = false; - } else if (arg == "--embedding") { + } + else if (arg == "--embedding") + { params.embedding = true; - } else { + } + else + { fprintf(stderr, "error: unknown argument: %s\n", arg.c_str()); server_print_usage(argv[0], default_params, default_sparams); exit(1); } } - if (invalid_param) { + if (invalid_param) + { fprintf(stderr, "error: invalid parameter for argument: %s\n", arg.c_str()); server_print_usage(argv[0], default_params, default_sparams); exit(1); } } -static json format_generation_settings(llama_server_context & llama) { +static json format_generation_settings(llama_server_context &llama) +{ const auto eos_bias = llama.params.logit_bias.find(llama_token_eos()); const bool ignore_eos = eos_bias != llama.params.logit_bias.end() && - eos_bias->second < 0.0f && std::isinf(eos_bias->second); - - return json { - { "seed", llama.params.seed }, - { "temp", llama.params.temp }, - { "top_k", llama.params.top_k }, - { "top_p", llama.params.top_p }, - { "tfs_z", llama.params.tfs_z }, - { "typical_p", llama.params.typical_p }, - { "repeat_last_n", llama.params.repeat_last_n }, - { "repeat_penalty", llama.params.repeat_penalty }, - { "presence_penalty", llama.params.presence_penalty }, - { "frequency_penalty", llama.params.frequency_penalty }, - { "mirostat", llama.params.mirostat }, - { "mirostat_tau", llama.params.mirostat_tau }, - { "mirostat_eta", llama.params.mirostat_eta }, - { "penalize_nl", llama.params.penalize_nl }, - { "stop", llama.params.antiprompt }, - { "n_predict", llama.params.n_predict }, - { "n_keep", llama.params.n_keep }, - { "ignore_eos", ignore_eos }, - { "stream", llama.stream }, - { "logit_bias", llama.params.logit_bias }, + eos_bias->second < 0.0f && std::isinf(eos_bias->second); + + return json{ + {"n_ctx", llama.params.n_ctx}, + {"model", llama.params.model_alias}, + {"seed", llama.params.seed}, + {"temp", llama.params.temp}, + {"top_k", llama.params.top_k}, + {"top_p", llama.params.top_p}, + {"tfs_z", llama.params.tfs_z}, + {"typical_p", llama.params.typical_p}, + {"repeat_last_n", llama.params.repeat_last_n}, + {"repeat_penalty", llama.params.repeat_penalty}, + {"presence_penalty", llama.params.presence_penalty}, + {"frequency_penalty", llama.params.frequency_penalty}, + {"mirostat", llama.params.mirostat}, + {"mirostat_tau", llama.params.mirostat_tau}, + {"mirostat_eta", llama.params.mirostat_eta}, + {"penalize_nl", llama.params.penalize_nl}, + {"stop", llama.params.antiprompt}, + {"n_predict", llama.params.n_predict}, + {"n_keep", llama.params.n_keep}, + {"ignore_eos", ignore_eos}, + {"stream", llama.stream}, + {"logit_bias", llama.params.logit_bias}, + {"n_probs", llama.params.n_probs}, }; } -static json format_embedding_response(llama_server_context & llama) { - return json { - { "embedding", llama.getEmbedding() }, +static json format_embedding_response(llama_server_context &llama) +{ + return json{ + {"embedding", llama.getEmbedding()}, }; } -static json format_final_response(llama_server_context & llama, const std::string & content) { - return json { - { "content", content }, - { "stop", true }, - { "model", llama.params.model_alias }, - { "tokens_predicted", llama.num_tokens_predicted }, - { "generation_settings", format_generation_settings(llama) }, - { "prompt", llama.params.prompt }, - { "truncated", llama.truncated }, - { "stopped_eos", llama.stopped_eos }, - { "stopped_word", llama.stopped_word }, - { "stopped_limit", llama.stopped_limit }, - { "stopping_word", llama.stopping_word }, +static json format_timings(llama_server_context &llama) +{ + const auto timings = llama_get_timings(llama.ctx); + + assert(timings.n_eval == llama.num_tokens_predicted); + + return json{ + {"prompt_n", timings.n_eval}, + {"prompt_ms", timings.t_p_eval_ms}, + {"prompt_per_token_ms", timings.t_p_eval_ms / timings.n_p_eval}, + {"prompt_per_second", 1e3 / timings.t_p_eval_ms * timings.n_p_eval}, + + {"predicted_n", timings.n_eval}, + {"predicted_ms", timings.t_eval_ms}, + {"predicted_per_token_ms", timings.t_eval_ms / timings.n_eval}, + {"predicted_per_second", 1e3 / timings.t_eval_ms * timings.n_eval}, }; } -static json format_partial_response(const std::string & content) { - return json { - { "content", content }, - { "stop", false }, +static json format_final_response(llama_server_context &llama, const std::string &content, const std::vector &probs) +{ + + json res = json{ + {"content", content}, + {"stop", true}, + {"model", llama.params.model_alias}, + {"tokens_predicted", llama.num_tokens_predicted}, + {"tokens_evaluated", llama.num_prompt_tokens}, + {"generation_settings", format_generation_settings(llama)}, + {"prompt", llama.params.prompt}, + {"truncated", llama.truncated}, + {"stopped_eos", llama.stopped_eos}, + {"stopped_word", llama.stopped_word}, + {"stopped_limit", llama.stopped_limit}, + {"stopping_word", llama.stopping_word}, + {"tokens_cached", llama.n_past}, + {"tokens_predicted", llama.num_tokens_predicted}, + {"timings", format_timings(llama)}, }; + + if (llama.params.n_probs > 0) + { + res["completion_probabilities"] = probs_vector_to_json(llama.ctx, probs); + } + + return res; } -static json format_tokenizer_response(const std::vector & tokens) { - return json { - { "tokens", tokens } +static json format_partial_response(llama_server_context &llama, const std::string &content, const std::vector &probs) +{ + json res = json{ + {"content", content}, + {"stop", false}, }; + + if (llama.params.n_probs > 0) + { + res["completion_probabilities"] = probs_vector_to_json(llama.ctx, probs); + } + + return res; } -static void parse_options_completion(const json & body, llama_server_context & llama) { +static json format_tokenizer_response(const std::vector &tokens) +{ + return json{ + {"tokens", tokens}}; +} + +static void parse_options_completion(const json &body, llama_server_context &llama) +{ gpt_params default_params; llama.stream = body.value("stream", false); @@ -728,22 +998,31 @@ static void parse_options_completion(const json & body, llama_server_context & l llama.params.n_keep = body.value("n_keep", default_params.n_keep); llama.params.seed = body.value("seed", default_params.seed); llama.params.prompt = body.value("prompt", default_params.prompt); + llama.params.n_probs = body.value("n_probs", default_params.n_probs); llama.params.logit_bias.clear(); - if (body.value("ignore_eos", false)) { + if (body.value("ignore_eos", false)) + { llama.params.logit_bias[llama_token_eos()] = -INFINITY; } - const auto & logit_bias = body.find("logit_bias"); - if (logit_bias != body.end() && logit_bias->is_array()) { + const auto &logit_bias = body.find("logit_bias"); + if (logit_bias != body.end() && logit_bias->is_array()) + { const int n_vocab = llama_n_vocab(llama.ctx); - for (const auto & el : *logit_bias) { - if (el.is_array() && el.size() == 2 && el[0].is_number_integer()) { + for (const auto &el : *logit_bias) + { + if (el.is_array() && el.size() == 2 && el[0].is_number_integer()) + { llama_token tok = el[0].get(); - if (tok >= 0 && tok < n_vocab) { - if (el[1].is_number()) { + if (tok >= 0 && tok < n_vocab) + { + if (el[1].is_number()) + { llama.params.logit_bias[tok] = el[1].get(); - } else if (el[1].is_boolean() && !el[1].get()) { + } + else if (el[1].is_boolean() && !el[1].get()) + { llama.params.logit_bias[tok] = -INFINITY; } } @@ -752,10 +1031,13 @@ static void parse_options_completion(const json & body, llama_server_context & l } llama.params.antiprompt.clear(); - const auto & stop = body.find("stop"); - if (stop != body.end() && stop->is_array()) { - for (const auto & word : *stop) { - if (!word.empty()) { + const auto &stop = body.find("stop"); + if (stop != body.end() && stop->is_array()) + { + for (const auto &word : *stop) + { + if (!word.empty()) + { llama.params.antiprompt.push_back(word); } } @@ -764,18 +1046,25 @@ static void parse_options_completion(const json & body, llama_server_context & l LOG_VERBOSE("completion parameters parsed", format_generation_settings(llama)); } -static void log_server_request(const Request & req, const Response & res) { +static void log_server_request(const Request &req, const Response &res) +{ LOG_INFO("request", { - { "remote_addr", req.remote_addr }, - { "remote_port", req.remote_port }, - { "status", res.status }, - { "path", req.path }, - { "request", req.body }, - { "response", res.body }, - }); + {"remote_addr", req.remote_addr}, + {"remote_port", req.remote_port}, + {"status", res.status}, + {"method", req.method}, + {"path", req.path}, + {"params", req.params}, + }); + + LOG_VERBOSE("request", { + {"request", req.body}, + {"response", res.body}, + }); } -int main(int argc, char ** argv) { +int main(int argc, char **argv) +{ // own arguments required by this example gpt_params params; server_params sparams; @@ -785,40 +1074,57 @@ int main(int argc, char ** argv) { server_params_parse(argc, argv, sparams, params); - if (params.model_alias == "unknown") { + if (params.model_alias == "unknown") + { params.model_alias = params.model; } llama_init_backend(params.numa); - LOG_INFO("build info", { - { "build", BUILD_NUMBER }, - { "commit", BUILD_COMMIT } - }); + LOG_INFO("build info", {{"build", BUILD_NUMBER}, + {"commit", BUILD_COMMIT}}); LOG_INFO("system info", { - { "n_threads", params.n_threads }, - { "total_threads", std::thread::hardware_concurrency() }, - { "system_info", llama_print_system_info() }, - }); + {"n_threads", params.n_threads}, + {"total_threads", std::thread::hardware_concurrency()}, + {"system_info", llama_print_system_info()}, + }); // load the model - if (!llama.loadModel(params)) { + if (!llama.loadModel(params)) + { return 1; } Server svr; - svr.set_default_headers({ - { "Access-Control-Allow-Origin", "*" }, - { "Access-Control-Allow-Headers", "content-type" } - }); + svr.set_default_headers({{"Server", "llama.cpp"}, + {"Access-Control-Allow-Origin", "*"}, + {"Access-Control-Allow-Headers", "content-type"}}); + + // this is only called if no index.html is found in the public --path + svr.Get("/", [](const Request &, Response &res) + { + res.set_content(reinterpret_cast(&index_html), index_html_len, "text/html"); + return false; }); + + // this is only called if no index.js is found in the public --path + svr.Get("/index.js", [](const Request &, Response &res) + { + res.set_content(reinterpret_cast(&index_js), index_js_len, "text/javascript"); + return false; }); + + // this is only called if no index.html is found in the public --path + svr.Get("/completion.js", [](const Request &, Response &res) + { + res.set_content(reinterpret_cast(&completion_js), completion_js_len, "application/javascript"); + return false; }); - svr.Get("/", [](const Request &, Response & res) { - res.set_content("

llama.cpp server works

", "text/html"); - }); + svr.Post("/completion", [&llama](const Request &req, Response &res) + { + auto lock = llama.lock(); - svr.Post("/completion", [&llama](const Request & req, Response & res) { llama.rewind(); + llama_reset_timings(llama.ctx); parse_options_completion(json::parse(req.body), llama); @@ -830,7 +1136,8 @@ int main(int argc, char ** argv) { size_t stop_pos = std::string::npos; while (llama.has_next_token) { - const std::string token_text = llama.doCompletion(); + const completion_token_output token_with_probs = llama.doCompletion(); + const std::string token_text = token_with_probs.tok == -1 ? "" : llama_token_to_str(llama.ctx, token_with_probs.tok); stop_pos = llama.findStoppingStrings(llama.generated_text, token_text.size(), STOP_FULL); @@ -844,7 +1151,7 @@ int main(int argc, char ** argv) { llama.generated_text.end()); } - const json data = format_final_response(llama, llama.generated_text); + const json data = format_final_response(llama, llama.generated_text, llama.generated_token_probs); llama_print_timings(llama.ctx); @@ -853,9 +1160,11 @@ int main(int argc, char ** argv) { } else { const auto chunked_content_provider = [&](size_t, DataSink & sink) { size_t sent_count = 0; + size_t sent_token_probs_index = 0; while (llama.has_next_token) { - const std::string token_text = llama.doCompletion(); + const completion_token_output token_with_probs = llama.doCompletion(); + const std::string token_text = token_with_probs.tok == -1 ? "" : llama_token_to_str(llama.ctx, token_with_probs.tok); if (llama.multibyte_pending > 0) { continue; } @@ -878,10 +1187,22 @@ int main(int argc, char ** argv) { const std::string to_send = llama.generated_text.substr(pos, stop_pos); sent_count += to_send.size(); + std::vector probs_output = {}; + + if (llama.params.n_probs > 0) { + const std::vector to_send_toks = llama_tokenize(llama.ctx, to_send, false); + size_t probs_pos = std::min(sent_token_probs_index, llama.generated_token_probs.size()); + size_t probs_stop_pos = std::min(sent_token_probs_index + to_send_toks.size(), llama.generated_token_probs.size()); + if (probs_pos < probs_stop_pos) { + probs_output = std::vector(llama.generated_token_probs.begin() + probs_pos, llama.generated_token_probs.begin() + probs_stop_pos); + } + sent_token_probs_index = probs_stop_pos; + } + const json data = llama.has_next_token - ? format_partial_response(to_send) + ? format_partial_response(llama, to_send, probs_output) // Generation is done, send extra information. - : format_final_response(llama, to_send); + : format_final_response(llama, to_send, llama.generated_token_probs); const std::string str = "data: " + @@ -904,22 +1225,30 @@ int main(int argc, char ** argv) { return true; }; res.set_chunked_content_provider("text/event-stream", chunked_content_provider); - } - }); + } }); + + svr.Get("/model.json", [&llama](const Request &, Response &res) + { + const json data = format_generation_settings(llama); + return res.set_content(data.dump(), "application/json"); }); - svr.Options(R"(/.*)", [](const Request &, Response & res) { - return res.set_content("", "application/json"); - }); + svr.Options(R"(/.*)", [](const Request &, Response &res) + { return res.set_content("", "application/json"); }); + + svr.Post("/tokenize", [&llama](const Request &req, Response &res) + { + auto lock = llama.lock(); - svr.Post("/tokenize", [&llama](const Request & req, Response & res) { const json body = json::parse(req.body); const std::string content = body.value("content", ""); const std::vector tokens = llama_tokenize(llama.ctx, content, false); const json data = format_tokenizer_response(tokens); - return res.set_content(data.dump(), "application/json"); - }); + return res.set_content(data.dump(), "application/json"); }); + + svr.Post("/embedding", [&llama](const Request &req, Response &res) + { + auto lock = llama.lock(); - svr.Post("/embedding", [&llama](const Request & req, Response & res) { const json body = json::parse(req.body); llama.rewind(); @@ -931,12 +1260,12 @@ int main(int argc, char ** argv) { llama.doCompletion(); const json data = format_embedding_response(llama); - return res.set_content(data.dump(), "application/json"); - }); + return res.set_content(data.dump(), "application/json"); }); svr.set_logger(log_server_request); - svr.set_exception_handler([](const Request &, Response & res, std::exception_ptr ep) { + svr.set_exception_handler([](const Request &, Response &res, std::exception_ptr ep) + { const auto * fmt = "500 Internal Server Error\n%s"; char buf[BUFSIZ]; try { @@ -947,27 +1276,36 @@ int main(int argc, char ** argv) { snprintf(buf, sizeof(buf), fmt, "Unknown Exception"); } res.set_content(buf, "text/plain"); - res.status = 500; - }); + res.status = 500; }); + + svr.set_error_handler([](const Request &, Response &res) + { + res.set_content("File Not Found", "text/plain"); + res.status = 404; }); // set timeouts and change hostname and port svr.set_read_timeout(sparams.read_timeout); svr.set_write_timeout(sparams.write_timeout); - if (!svr.bind_to_port(sparams.hostname, sparams.port)) { - LOG_ERROR("couldn't bind to server socket", { - { "hostname", sparams.hostname }, - { "port", sparams.port }, - }); + if (!svr.bind_to_port(sparams.hostname, sparams.port)) + { + fprintf(stderr, "\ncouldn't bind to server socket: hostname=%s port=%d\n\n", sparams.hostname.c_str(), sparams.port); return 1; } + // Set the base directory for serving static files + svr.set_base_dir(sparams.public_path); + + // to make it ctrl+clickable: + fprintf(stdout, "\nllama server listening at http://%s:%d\n\n", sparams.hostname.c_str(), sparams.port); + LOG_INFO("HTTP server listening", { - { "hostname", sparams.hostname }, - { "port", sparams.port }, - }); + {"hostname", sparams.hostname}, + {"port", sparams.port}, + }); - if (!svr.listen_after_bind()) { + if (!svr.listen_after_bind()) + { return 1; } diff --git a/examples/train-text-from-scratch/train-text-from-scratch.cpp b/examples/train-text-from-scratch/train-text-from-scratch.cpp index 05bfa801679686..c50eeb343bcef2 100644 --- a/examples/train-text-from-scratch/train-text-from-scratch.cpp +++ b/examples/train-text-from-scratch/train-text-from-scratch.cpp @@ -2671,7 +2671,8 @@ struct train_params { const char * fn_checkpoint_out; const char * fn_model_out; - int seed; + uint32_t seed; + int n_ctx; int n_embd; int n_mult; diff --git a/expose.cpp b/expose.cpp index 67d634d5639bb4..1c634e8cc77844 100644 --- a/expose.cpp +++ b/expose.cpp @@ -47,14 +47,14 @@ extern "C" } //first digit is whether configured, second is platform, third is devices - int parseinfo = inputs.clblast_info; + int cl_parseinfo = inputs.clblast_info; - std::string usingclblast = "GGML_OPENCL_CONFIGURED="+std::to_string(parseinfo>0?1:0); + std::string usingclblast = "GGML_OPENCL_CONFIGURED="+std::to_string(cl_parseinfo>0?1:0); putenv((char*)usingclblast.c_str()); - parseinfo = parseinfo%100; //keep last 2 digits - int platform = parseinfo/10; - int devices = parseinfo%10; + cl_parseinfo = cl_parseinfo%100; //keep last 2 digits + int platform = cl_parseinfo/10; + int devices = cl_parseinfo%10; platformenv = "GGML_OPENCL_PLATFORM="+std::to_string(platform); deviceenv = "GGML_OPENCL_DEVICE="+std::to_string(devices); putenv((char*)platformenv.c_str()); diff --git a/expose.h b/expose.h index b74718eb98918f..2c8cc98a2440a2 100644 --- a/expose.h +++ b/expose.h @@ -1,6 +1,19 @@ #pragma once const int stop_token_max = 10; +const int ban_token_max = 10; +// match kobold's sampler list and order +enum samplers +{ + KCPP_SAMPLER_TOP_K=0, + KCPP_SAMPLER_TOP_A=1, + KCPP_SAMPLER_TOP_P=2, + KCPP_SAMPLER_TFS=3, + KCPP_SAMPLER_TYP=4, + KCPP_SAMPLER_TEMP=5, + KCPP_SAMPLER_REP_PEN=6, + KCPP_SAMPLER_MAX +}; struct load_model_inputs { const int threads; @@ -18,10 +31,12 @@ struct load_model_inputs const bool use_smartcontext; const bool unban_tokens; const int clblast_info = 0; + const int cublas_info = 0; const int blasbatchsize = 512; const int debugmode = 0; const int forceversion = 0; const int gpulayers = 0; + const char * banned_tokens[ban_token_max]; }; struct generation_inputs { @@ -40,6 +55,8 @@ struct generation_inputs const int mirostat = 0; const float mirostat_eta; const float mirostat_tau; + const samplers sampler_order[KCPP_SAMPLER_MAX]; + const int sampler_len; const char * stop_sequence[stop_token_max]; const bool stream_sse; }; diff --git a/ggml-cuda.cu b/ggml-cuda.cu index 68a499c7cc1819..d356f013185730 100644 --- a/ggml-cuda.cu +++ b/ggml-cuda.cu @@ -5,8 +5,61 @@ #include #include #include - -#ifndef GGML_USE_HIPBLAS +#if defined(GGML_USE_HIPBLAS) +#include +#include +#include +#define CUBLAS_COMPUTE_32F HIPBLAS_R_32F +#define CUBLAS_COMPUTE_32F_FAST_16F HIPBLAS_R_32F +#define CUBLAS_GEMM_DEFAULT HIPBLAS_GEMM_DEFAULT +#define CUBLAS_OP_N HIPBLAS_OP_N +#define CUBLAS_OP_T HIPBLAS_OP_T +#define CUBLAS_STATUS_SUCCESS HIPBLAS_STATUS_SUCCESS +#define CUBLAS_TF32_TENSOR_OP_MATH 0 +#define CUDA_R_16F HIPBLAS_R_16F +#define CUDA_R_32F HIPBLAS_R_32F +#define __shfl_xor_sync(mask, var, laneMask, width) __shfl_xor(var, laneMask, width) +#define cublasCreate hipblasCreate +#define cublasGemmEx hipblasGemmEx +#define cublasHandle_t hipblasHandle_t +#define cublasSetMathMode(handle, mode) CUBLAS_STATUS_SUCCESS +#define cublasSetStream hipblasSetStream +#define cublasSgemm hipblasSgemm +#define cublasStatus_t hipblasStatus_t +#define cudaDeviceProp hipDeviceProp_t +#define cudaDeviceSynchronize hipDeviceSynchronize +#define cudaError_t hipError_t +#define cudaEventCreateWithFlags hipEventCreateWithFlags +#define cudaEventDisableTiming hipEventDisableTiming +#define cudaEventRecord hipEventRecord +#define cudaEvent_t hipEvent_t +#define cudaEventDestroy hipEventDestroy +#define cudaFree hipFree +#define cudaFreeHost hipHostFree +#define cudaGetDevice hipGetDevice +#define cudaGetDeviceCount hipGetDeviceCount +#define cudaGetDeviceProperties hipGetDeviceProperties +#define cudaGetErrorString hipGetErrorString +#define cudaGetLastError hipGetLastError +#define cudaMalloc hipMalloc +#define cudaMallocHost(ptr, size) hipHostMalloc(ptr, size, hipHostMallocDefault) +#define cudaMemcpy hipMemcpy +#define cudaMemcpy2DAsync hipMemcpy2DAsync +#define cudaMemcpyAsync hipMemcpyAsync +#define cudaMemcpyDeviceToDevice hipMemcpyDeviceToDevice +#define cudaMemcpyDeviceToHost hipMemcpyDeviceToHost +#define cudaMemcpyHostToDevice hipMemcpyHostToDevice +#define cudaMemcpyKind hipMemcpyKind +#define cudaMemset hipMemset +#define cudaOccupancyMaxPotentialBlockSize hipOccupancyMaxPotentialBlockSize +#define cudaSetDevice hipSetDevice +#define cudaStreamCreateWithFlags hipStreamCreateWithFlags +#define cudaStreamNonBlocking hipStreamNonBlocking +#define cudaStreamSynchronize hipStreamSynchronize +#define cudaStreamWaitEvent(stream, event) hipStreamWaitEvent(stream, event, 0) +#define cudaStream_t hipStream_t +#define cudaSuccess hipSuccess +#else #include #include #include @@ -60,8 +113,8 @@ typedef float2 dfloat2; #endif //GGML_CUDA_DMMV_F16 typedef void (*dequantize_kernel_t)(const void * vx, const int ib, const int iqs, dfloat2 & v); -typedef void (*to_fp32_cuda_t)(const void * x, float * y, int k, cudaStream_t stream); -typedef void (*dot_kernel_k_t)(const void * vx, const int ib, const int iqs, const float * y, float & v); +typedef void (*to_fp32_cuda_t)(const void * __restrict__ x, float * __restrict__ y, int k, cudaStream_t stream); +typedef void (*dot_kernel_k_t)(const void * __restrict__ vx, const int ib, const int iqs, const float * __restrict__ y, float & v); typedef void (*cpy_kernel_t)(const char * cx, char * cdst); typedef void (*ggml_cuda_func_t)(const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst); typedef void (*ggml_cuda_op_t)( @@ -71,9 +124,11 @@ typedef void (*ggml_cuda_op_t)( // QK = number of values after dequantization // QR = QK / number of values before dequantization +// QI = number of 32 bit integers before dequantization #define QK4_0 32 #define QR4_0 2 +#define QI4_0 4 typedef struct { half d; // delta uint8_t qs[QK4_0 / 2]; // nibbles / quants @@ -82,6 +137,7 @@ static_assert(sizeof(block_q4_0) == sizeof(ggml_fp16_t) + QK4_0 / 2, "wrong q4_0 #define QK4_1 32 #define QR4_1 2 +#define QI4_1 4 typedef struct { half d; // delta half m; // min @@ -91,6 +147,7 @@ static_assert(sizeof(block_q4_1) == sizeof(ggml_fp16_t) * 2 + QK4_1 / 2, "wrong #define QK5_0 32 #define QR5_0 2 +#define QI5_0 4 typedef struct { half d; // delta uint8_t qh[4]; // 5-th bit of quants @@ -100,6 +157,7 @@ static_assert(sizeof(block_q5_0) == sizeof(ggml_fp16_t) + sizeof(uint32_t) + QK5 #define QK5_1 32 #define QR5_1 2 +#define QI5_1 4 typedef struct { half d; // delta half m; // min @@ -110,12 +168,25 @@ static_assert(sizeof(block_q5_1) == 2 * sizeof(ggml_fp16_t) + sizeof(uint32_t) + #define QK8_0 32 #define QR8_0 1 +#define QI8_0 8 typedef struct { half d; // delta int8_t qs[QK8_0]; // quants } block_q8_0; static_assert(sizeof(block_q8_0) == sizeof(ggml_fp16_t) + QK8_0, "wrong q8_0 block size/padding"); +#define QK8_1 32 +#define QR8_1 1 +#define QI8_1 8 +typedef struct { + half d; // delta + half s; // unquantized sum + int8_t qs[QK8_0]; // quants +} block_q8_1; +static_assert(sizeof(block_q8_1) == 2*sizeof(ggml_fp16_t) + QK8_0, "wrong q8_1 block size/padding"); + +typedef float (*vec_dot_q_cuda_t)(const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int iqs); + //================================= k-quants #ifdef GGML_QKK_64 @@ -199,14 +270,15 @@ static_assert(sizeof(block_q6_K) == sizeof(ggml_fp16_t) + 13*QK_K/16, "wrong q6_ #define CUDA_SCALE_BLOCK_SIZE 256 #define CUDA_ROPE_BLOCK_SIZE 256 #define CUDA_DIAG_MASK_INF_BLOCK_SIZE 32 +#define CUDA_QUANTIZE_BLOCK_SIZE 256 #define CUDA_DEQUANTIZE_BLOCK_SIZE 256 // dmmv = dequantize_mul_mat_vec #ifndef GGML_CUDA_DMMV_X #define GGML_CUDA_DMMV_X 32 #endif -#ifndef GGML_CUDA_DMMV_Y -#define GGML_CUDA_DMMV_Y 1 +#ifndef GGML_CUDA_MMV_Y +#define GGML_CUDA_MMV_Y 1 #endif #ifndef K_QUANTS_PER_ITERATION @@ -215,6 +287,11 @@ static_assert(sizeof(block_q6_K) == sizeof(ggml_fp16_t) + 13*QK_K/16, "wrong q6_ static_assert(K_QUANTS_PER_ITERATION == 1 || K_QUANTS_PER_ITERATION == 2, "K_QUANTS_PER_ITERATION must be 1 or 2"); #endif +struct ggml_tensor_extra_gpu { + void * data_device[GGML_CUDA_MAX_DEVICES]; // 1 pointer for each device for split tensors + cudaEvent_t events[GGML_CUDA_MAX_DEVICES]; // events for synchronizing multiple GPUs +}; + static __global__ void add_f32(const float * x, const float * y, float * dst, const int k) { const int i = blockDim.x*blockIdx.x + threadIdx.x; @@ -266,7 +343,6 @@ static __global__ void rms_norm_f32(const float * x, float * dst, const int ncol } // sum up partial sums - __syncthreads(); #pragma unroll for (int mask = 16; mask > 0; mask >>= 1) { tmp += __shfl_xor_sync(0xffffffff, tmp, mask, 32); @@ -385,7 +461,7 @@ static __device__ __forceinline__ void dequantize_q8_0(const void * vx, const in //================================== k-quants -static __global__ void dequantize_block_q2_K(const void * vx, float * yy) { +static __global__ void dequantize_block_q2_K(const void * __restrict__ vx, float * __restrict__ yy) { const int i = blockIdx.x; const block_q2_K * x = (const block_q2_K *) vx; @@ -418,7 +494,7 @@ static __global__ void dequantize_block_q2_K(const void * vx, float * yy) { } -static __global__ void dequantize_block_q3_K(const void * vx, float * yy) { +static __global__ void dequantize_block_q3_K(const void * __restrict__ vx, float * __restrict__ yy) { const int i = blockIdx.x; const block_q3_K * x = (const block_q3_K *) vx; @@ -482,7 +558,7 @@ static inline __device__ void get_scale_min_k4(int j, const uint8_t * q, uint8_t } #endif -static __global__ void dequantize_block_q4_K(const void * vx, float * yy) { +static __global__ void dequantize_block_q4_K(const void * __restrict__ vx, float * __restrict__ yy) { const block_q4_K * x = (const block_q4_K *) vx; const int i = blockIdx.x; @@ -522,7 +598,7 @@ static __global__ void dequantize_block_q4_K(const void * vx, float * yy) { #endif } -static __global__ void dequantize_block_q5_K(const void * vx, float * yy) { +static __global__ void dequantize_block_q5_K(const void * __restrict__ vx, float * __restrict__ yy) { const block_q5_K * x = (const block_q5_K *) vx; const int i = blockIdx.x; @@ -568,7 +644,7 @@ static __global__ void dequantize_block_q5_K(const void * vx, float * yy) { #endif } -static __global__ void dequantize_block_q6_K(const void * vx, float * yy) { +static __global__ void dequantize_block_q6_K(const void * __restrict__ vx, float * __restrict__ yy) { const block_q6_K * x = (const block_q6_K *) vx; const int i = blockIdx.x; @@ -612,7 +688,7 @@ static __global__ void dequantize_block_q6_K(const void * vx, float * yy) { #endif } -static __global__ void dequantize_mul_mat_vec_q2_k(const void * vx, const float * yy, float * dst, const int ncols, int nrows) { +static __global__ void dequantize_mul_mat_vec_q2_k(const void * __restrict__ vx, const float * __restrict__ yy, float * __restrict__ dst, const int ncols, int nrows) { static_assert(16%K_QUANTS_PER_ITERATION == 0, "16 must be divisible by K_QUANTS_PER_ITERATION"); @@ -710,7 +786,6 @@ static __global__ void dequantize_mul_mat_vec_q2_k(const void * vx, const float #endif // sum up partial sums and write back result - __syncthreads(); #pragma unroll for (int mask = 16; mask > 0; mask >>= 1) { tmp += __shfl_xor_sync(0xffffffff, tmp, mask, 32); @@ -721,7 +796,7 @@ static __global__ void dequantize_mul_mat_vec_q2_k(const void * vx, const float } } -static __global__ void dequantize_mul_mat_vec_q3_k(const void * vx, const float * yy, float * dst, const int ncols, int nrows) { +static __global__ void dequantize_mul_mat_vec_q3_k(const void * __restrict__ vx, const float * __restrict__ yy, float * __restrict__ dst, const int ncols, int nrows) { const int row = blockIdx.y*blockDim.y + threadIdx.y; if (row > nrows) return; @@ -815,7 +890,6 @@ static __global__ void dequantize_mul_mat_vec_q3_k(const void * vx, const float #endif // sum up partial sums and write back result - __syncthreads(); #pragma unroll for (int mask = 16; mask > 0; mask >>= 1) { tmp += __shfl_xor_sync(0xffffffff, tmp, mask, 32); @@ -826,7 +900,7 @@ static __global__ void dequantize_mul_mat_vec_q3_k(const void * vx, const float } } -static __global__ void dequantize_mul_mat_vec_q4_k(const void * vx, const float * yy, float * dst, const int ncols, int nrows) { +static __global__ void dequantize_mul_mat_vec_q4_k(const void * __restrict__ vx, const float * __restrict__ yy, float * __restrict__ dst, const int ncols, int nrows) { const int row = blockIdx.y*blockDim.y + threadIdx.y; if (row > nrows) return; @@ -919,7 +993,6 @@ static __global__ void dequantize_mul_mat_vec_q4_k(const void * vx, const float #endif // sum up partial sums and write back result - __syncthreads(); #pragma unroll for (int mask = 16; mask > 0; mask >>= 1) { tmp += __shfl_xor_sync(0xffffffff, tmp, mask, 32); @@ -930,7 +1003,7 @@ static __global__ void dequantize_mul_mat_vec_q4_k(const void * vx, const float } } -static __global__ void dequantize_mul_mat_vec_q5_k(const void * vx, const float * yy, float * dst, const int ncols) { +static __global__ void dequantize_mul_mat_vec_q5_k(const void * __restrict__ vx, const float * __restrict__ yy, float * __restrict__ dst, const int ncols) { const int row = blockIdx.x; const int num_blocks_per_row = ncols / QK_K; @@ -1024,7 +1097,6 @@ static __global__ void dequantize_mul_mat_vec_q5_k(const void * vx, const float #endif // sum up partial sums and write back result - __syncthreads(); #pragma unroll for (int mask = 16; mask > 0; mask >>= 1) { tmp += __shfl_xor_sync(0xffffffff, tmp, mask, 32); @@ -1035,7 +1107,7 @@ static __global__ void dequantize_mul_mat_vec_q5_k(const void * vx, const float } } -static __global__ void dequantize_mul_mat_vec_q6_k(const void * vx, const float * yy, float * dst, const int ncols, int nrows) { +static __global__ void dequantize_mul_mat_vec_q6_k(const void * __restrict__ vx, const float * __restrict__ yy, float * __restrict__ dst, const int ncols, int nrows) { static_assert(16%K_QUANTS_PER_ITERATION == 0, "16 must be divisible by K_QUANTS_PER_ITERATION"); @@ -1135,7 +1207,6 @@ static __global__ void dequantize_mul_mat_vec_q6_k(const void * vx, const float #endif // sum up partial sums and write back result - __syncthreads(); #pragma unroll for (int mask = 16; mask > 0; mask >>= 1) { tmp += __shfl_xor_sync(0xffffffff, tmp, mask, 32); @@ -1154,8 +1225,43 @@ static __device__ void convert_f16(const void * vx, const int ib, const int iqs, v.y = x[ib + iqs + 1]; } +static __global__ void quantize_q8_1(const float * __restrict__ x, void * __restrict__ vy, const int k) { + const int i = blockDim.x*blockIdx.x + threadIdx.x; + + if (i >= k) { + return; + } + + block_q8_1 * y = (block_q8_1 *) vy; + + const int ib = i / QK8_0; // block index + const int iqs = i % QK8_0; // quant index + + const float xi = x[i]; + float amax = fabsf(xi); + float sum = xi; + +#pragma unroll + for (int mask = 16; mask > 0; mask >>= 1) { + amax = fmaxf(amax, __shfl_xor_sync(0xffffffff, amax, mask, 32)); + sum += __shfl_xor_sync(0xffffffff, sum, mask, 32); + } + + const float d = amax / 127; + const int8_t q = amax == 0.0f ? 0 : roundf(xi / d); + + y[ib].qs[iqs] = q; + + if (iqs > 0) { + return; + } + + y[ib].d = d; + y[ib].s = sum; +} + template -static __global__ void dequantize_block(const void * vx, float * y, const int k) { +static __global__ void dequantize_block(const void * __restrict__ vx, float * __restrict__ y, const int k) { const int i = blockDim.x*blockIdx.x + 2*threadIdx.x; if (i >= k) { @@ -1175,8 +1281,184 @@ static __global__ void dequantize_block(const void * vx, float * y, const int k) y[iybs + iqs + y_offset] = v.y; } +static __device__ __forceinline__ float vec_dot_q4_0_q8_1(const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int iqs) { +#if __CUDA_ARCH__ >= 600 // lowest compute capability for integer intrinsics + const block_q4_0 * bq4_0 = (const block_q4_0 *) vbq; + + int vi; + memcpy(&vi, &bq4_0->qs[sizeof(int) * (iqs + 0)], sizeof(int)); + const int ui0 = *((int *) &bq8_1->qs[sizeof(int) * (iqs + 0)]); + const int ui1 = *((int *) &bq8_1->qs[sizeof(int) * (iqs + QI4_0)]); + + const float d = __half2float(bq4_0->d) * __half2float(bq8_1->d); + + // subtract 8 from each quantized value + const int vi0 = __vsub4((vi >> 0) & 0x0F0F0F0F, 0x08080808); + const int vi1 = __vsub4((vi >> 4) & 0x0F0F0F0F, 0x08080808); + + // SIMD dot product of quantized values + int sumi = __dp4a(vi0, ui0, 0); + sumi = __dp4a(vi1, ui1, sumi); + + return sumi*d; +#else + return 0.0f; // only to satisfy the compiler +#endif // __CUDA_ARCH__ >= 600 +} + +static __device__ __forceinline__ float vec_dot_q4_1_q8_1(const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int iqs) { +#if __CUDA_ARCH__ >= 600 // lowest compute capability for integer intrinsics + const block_q4_1 * bq4_1 = (const block_q4_1 *) vbq; + + const int vi = *((int *) &bq4_1->qs[sizeof(int) * (iqs + 0)]); + const int ui0 = *((int *) &bq8_1->qs[sizeof(int) * (iqs + 0)]); + const int ui1 = *((int *) &bq8_1->qs[sizeof(int) * (iqs + QI4_1)]); + + const float d = __half2float(bq4_1->d) * __half2float(bq8_1->d); + const float m = bq4_1->m; + const float s = bq8_1->s; + + const int vi0 = (vi >> 0) & 0x0F0F0F0F; + const int vi1 = (vi >> 4) & 0x0F0F0F0F; + + // SIMD dot product of quantized values + int sumi = __dp4a(vi0, ui0, 0); + sumi = __dp4a(vi1, ui1, sumi); + + return sumi*d + m*s / QI4_1; // scale sum by QI4_1 because there are QI4_1 threads working on this block +#else + return 0.0f; // only to satisfy the compiler +#endif // __CUDA_ARCH__ >= 600 +} + +static __device__ __forceinline__ float vec_dot_q5_0_q8_1(const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int iqs) { +#if __CUDA_ARCH__ >= 600 // lowest compute capability for integer intrinsics + const block_q5_0 * bq5_0 = (const block_q5_0 *) vbq; + + int qs; + memcpy(&qs, &bq5_0->qs[sizeof(int) * (iqs + 0)], sizeof(int)); + const int qh0 = bq5_0->qh[iqs/2 + 0] >> 4*(iqs%2); + const int qh1 = bq5_0->qh[iqs/2 + 2] >> 4*(iqs%2); + const int ui0 = *((int *) &bq8_1->qs[sizeof(int) * (iqs + 0)]); + const int ui1 = *((int *) &bq8_1->qs[sizeof(int) * (iqs + QI5_0)]); + + const float d = __half2float(bq5_0->d) * __half2float(bq8_1->d); + + int vi0 = (qs >> 0) & 0x0F0F0F0F; // lower 4 qs bits, still need qh0 as 5th bits + vi0 |= (qh0 << 4) & 0x00000010; // 1 -> 5 + vi0 |= (qh0 << 11) & 0x00001000; // 2 -> 13 + vi0 |= (qh0 << 18) & 0x00100000; // 3 -> 21 + vi0 |= (qh0 << 25) & 0x10000000; // 4 -> 29 + vi0 = __vsub4(vi0, 0x10101010); // subtract 16 from quantized values + int sumi = __dp4a(vi0, ui0, 0); // SIMD dot product of quantized values + + int vi1 = (qs >> 4) & 0x0F0F0F0F; // upper 4 qs bits, still need qh1 as 5th bits + vi1 |= (qh1 << 4) & 0x00000010; // 1 -> 5 + vi1 |= (qh1 << 11) & 0x00001000; // 2 -> 13 + vi1 |= (qh1 << 18) & 0x00100000; // 3 -> 21 + vi1 |= (qh1 << 25) & 0x10000000; // 4 -> 29 + vi1 = __vsub4(vi1, 0x10101010); // subtract 16 from quantized values + sumi = __dp4a(vi1, ui1, sumi); // SIMD dot product of quantized values + + return sumi*d; +#else + return 0.0f; // only to satisfy the compiler +#endif // __CUDA_ARCH__ >= 600 +} + +static __device__ __forceinline__ float vec_dot_q5_1_q8_1(const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int iqs) { +#if __CUDA_ARCH__ >= 600 // lowest compute capability for integer intrinsics + const block_q5_1 * bq5_1 = (const block_q5_1 *) vbq; + + const int qs = *((int *) &bq5_1->qs[sizeof(int) * (iqs + 0)]); + const int qh0 = bq5_1->qh[iqs/2 + 0] >> 4*(iqs%2); + const int qh1 = bq5_1->qh[iqs/2 + 2] >> 4*(iqs%2); + const int ui0 = *((int *) &bq8_1->qs[sizeof(int) * (iqs + 0)]); + const int ui1 = *((int *) &bq8_1->qs[sizeof(int) * (iqs + QI5_1)]); + + const float d = __half2float(bq5_1->d) * __half2float(bq8_1->d); + const float m = bq5_1->m; + const float s = bq8_1->s; + + int vi0 = (qs >> 0) & 0x0F0F0F0F; // lower 4 qs bits, still need qh0 as 5th bits + vi0 |= (qh0 << 4) & 0x00000010; // 1 -> 5 + vi0 |= (qh0 << 11) & 0x00001000; // 2 -> 13 + vi0 |= (qh0 << 18) & 0x00100000; // 3 -> 21 + vi0 |= (qh0 << 25) & 0x10000000; // 4 -> 29 + int sumi = __dp4a(vi0, ui0, 0); // SIMD dot product of quantized values + + int vi1 = (qs >> 4) & 0x0F0F0F0F; // upper 4 qs bits, still need qh1 as 5th bits + vi1 |= (qh1 << 4) & 0x00000010; // 1 -> 5 + vi1 |= (qh1 << 11) & 0x00001000; // 2 -> 13 + vi1 |= (qh1 << 18) & 0x00100000; // 3 -> 21 + vi1 |= (qh1 << 25) & 0x10000000; // 4 -> 29 + sumi = __dp4a(vi1, ui1, sumi); // SIMD dot product of quantized values + + return sumi*d + m*s / QI5_1; // scale sum by QI5_1 because there are QI5_1 threads working on this block +#else + return 0.0f; // only to satisfy the compiler +#endif // __CUDA_ARCH__ >= 600 +} + +static __device__ __forceinline__ float vec_dot_q8_0_q8_1(const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int iqs) { +#if __CUDA_ARCH__ >= 600 // lowest compute capability for integer intrinsics + const block_q8_0 * bq8_0 = (const block_q8_0 *) vbq; + + int vi; + memcpy(&vi, &bq8_0->qs[sizeof(int) * (iqs + 0)], sizeof(int)); + const int ui = *((int *) &bq8_1->qs[sizeof(int) * (iqs + 0)]); + + const float d = __half2float(bq8_0->d) * __half2float(bq8_1->d); + + // SIMD dot product of quantized values + int sumi = __dp4a(vi, ui, 0); + + return sumi*d; +#else + return 0.0f; // only to satisfy the compiler +#endif // __CUDA_ARCH__ >= 600 +} + +template +static __global__ void mul_mat_vec_q(const void * __restrict__ vx, const void * __restrict__ vy, float * __restrict__ dst, const int ncols, const int nrows) { + const int row = blockIdx.y*blockDim.y + threadIdx.y; + + if (row >= nrows) { + return; + } + + const int blocks_per_row = ncols / qk; + const int blocks_per_warp = WARP_SIZE / qi; + +// partial sum for each thread + float tmp = 0.0f; + + const block_q_t * x = (const block_q_t *) vx; + const block_q8_1 * y = (const block_q8_1 *) vy; + + for (int i = 0; i < blocks_per_row; i += blocks_per_warp) { + const int ibx = row*blocks_per_row + i + threadIdx.x / qi; // x block index + + const int iby = i + threadIdx.x / qi; // y block index + + const int iqs = threadIdx.x % qi; // x block quant index when casting the quants to int + + tmp += vec_dot_q_cuda(&x[ibx], &y[iby], iqs); + } + + // sum up partial sums and write back result +#pragma unroll + for (int mask = 16; mask > 0; mask >>= 1) { + tmp += __shfl_xor_sync(0xffffffff, tmp, mask, 32); + } + + if (threadIdx.x == 0) { + dst[row] = tmp; + } +} + template -static __global__ void dequantize_mul_mat_vec(const void * vx, const dfloat * y, float * dst, const int ncols, const int nrows) { +static __global__ void dequantize_mul_mat_vec(const void * __restrict__ vx, const dfloat * __restrict__ y, float * __restrict__ dst, const int ncols, const int nrows) { // qk = quantized weights per x block // qr = number of quantized weights per data value in x block const int row = blockIdx.y*blockDim.y + threadIdx.y; @@ -1229,7 +1511,6 @@ static __global__ void dequantize_mul_mat_vec(const void * vx, const dfloat * y, } // sum up partial sums and write back result - __syncthreads(); #pragma unroll for (int mask = 16; mask > 0; mask >>= 1) { tmp += __shfl_xor_sync(0xffffffff, tmp, mask, 32); @@ -1244,7 +1525,7 @@ static __global__ void dequantize_mul_mat_vec(const void * vx, const dfloat * y, } } -static __global__ void mul_mat_p021_f16_f32(const void * vx, const float * y, float * dst, const int ncols_x, const int nrows_x, const int nchannels_x) { +static __global__ void mul_mat_p021_f16_f32(const void * __restrict__ vx, const float * __restrict__ y, float * __restrict__ dst, const int ncols_x, const int nrows_x, const int nchannels_x) { const half * x = (const half *) vx; const int row_x = blockDim.y*blockIdx.y + threadIdx.y; @@ -1280,7 +1561,6 @@ static __global__ void mul_mat_p021_f16_f32(const void * vx, const float * y, fl const int idst = channel*nrows_dst + row_dst; // sum up partial sums and write back result - __syncthreads(); #pragma unroll for (int mask = 16; mask > 0; mask >>= 1) { tmp += __shfl_xor_sync(0xffffffff, tmp, mask, 32); @@ -1292,7 +1572,7 @@ static __global__ void mul_mat_p021_f16_f32(const void * vx, const float * y, fl } static __global__ void mul_mat_vec_nc_f16_f32( // nc == non-contiguous - const void * vx, const float * y, float * dst, const int ncols_x, const int nrows_x, + const void * __restrict__ vx, const float * __restrict__ y, float * __restrict__ dst, const int ncols_x, const int nrows_x, const int row_stride_x, const int channel_stride_x) { const half * x = (const half *) vx; @@ -1326,7 +1606,6 @@ static __global__ void mul_mat_vec_nc_f16_f32( // nc == non-contiguous } // sum up partial sums and write back result - __syncthreads(); #pragma unroll for (int mask = 16; mask > 0; mask >>= 1) { tmp += __shfl_xor_sync(0xffffffff, tmp, mask, 32); @@ -1436,7 +1715,6 @@ static __global__ void soft_max_f32(const float * x, float * dst, const int ncol } // sum up partial sums - __syncthreads(); #pragma unroll for (int mask = 16; mask > 0; mask >>= 1) { tmp += __shfl_xor_sync(0xffffffff, tmp, mask, 32); @@ -1490,6 +1768,11 @@ static void rms_norm_f32_cuda(const float * x, float * dst, const int ncols, con rms_norm_f32<<>>(x, dst, ncols); } +static void quantize_row_q8_1_cuda(const float * x, void * vy, const int k, cudaStream_t stream) { + const int num_blocks = (k + CUDA_QUANTIZE_BLOCK_SIZE - 1) / CUDA_QUANTIZE_BLOCK_SIZE; + quantize_q8_1<<>>(x, vy, k); +} + static void dequantize_row_q4_0_cuda(const void * vx, float * y, const int k, cudaStream_t stream) { const int num_blocks = (k + CUDA_DEQUANTIZE_BLOCK_SIZE - 1) / CUDA_DEQUANTIZE_BLOCK_SIZE; dequantize_block<<>>(vx, y, k); @@ -1558,45 +1841,45 @@ static void dequantize_row_q6_K_cuda(const void * vx, float * y, const int k, cu static void dequantize_mul_mat_vec_q4_0_cuda(const void * vx, const dfloat * y, float * dst, const int ncols, const int nrows, cudaStream_t stream) { GGML_ASSERT(ncols % GGML_CUDA_DMMV_X == 0); - const int block_num_y = (nrows + GGML_CUDA_DMMV_Y - 1) / GGML_CUDA_DMMV_Y; + const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y; const dim3 block_nums(1, block_num_y, 1); - const dim3 block_dims(WARP_SIZE, GGML_CUDA_DMMV_Y, 1); + const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1); dequantize_mul_mat_vec <<>>(vx, y, dst, ncols, nrows); } static void dequantize_mul_mat_vec_q4_1_cuda(const void * vx, const dfloat * y, float * dst, const int ncols, const int nrows, cudaStream_t stream) { GGML_ASSERT(ncols % GGML_CUDA_DMMV_X == 0); - const int block_num_y = (nrows + GGML_CUDA_DMMV_Y - 1) / GGML_CUDA_DMMV_Y; + const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y; const dim3 block_nums(1, block_num_y, 1); - const dim3 block_dims(WARP_SIZE, GGML_CUDA_DMMV_Y, 1); + const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1); dequantize_mul_mat_vec <<>>(vx, y, dst, ncols, nrows); } static void dequantize_mul_mat_vec_q5_0_cuda(const void * vx, const dfloat * y, float * dst, const int ncols, const int nrows, cudaStream_t stream) { GGML_ASSERT(ncols % GGML_CUDA_DMMV_X == 0); - const int block_num_y = (nrows + GGML_CUDA_DMMV_Y - 1) / GGML_CUDA_DMMV_Y; + const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y; const dim3 block_nums(1, block_num_y, 1); - const dim3 block_dims(WARP_SIZE, GGML_CUDA_DMMV_Y, 1); + const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1); dequantize_mul_mat_vec <<>>(vx, y, dst, ncols, nrows); } static void dequantize_mul_mat_vec_q5_1_cuda(const void * vx, const dfloat * y, float * dst, const int ncols, const int nrows, cudaStream_t stream) { GGML_ASSERT(ncols % GGML_CUDA_DMMV_X == 0); - const int block_num_y = (nrows + GGML_CUDA_DMMV_Y - 1) / GGML_CUDA_DMMV_Y; + const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y; const dim3 block_nums(1, block_num_y, 1); - const dim3 block_dims(WARP_SIZE, GGML_CUDA_DMMV_Y, 1); + const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1); dequantize_mul_mat_vec <<>>(vx, y, dst, ncols, nrows); } static void dequantize_mul_mat_vec_q8_0_cuda(const void * vx, const dfloat * y, float * dst, const int ncols, const int nrows, cudaStream_t stream) { GGML_ASSERT(ncols % GGML_CUDA_DMMV_X == 0); - const int block_num_y = (nrows + GGML_CUDA_DMMV_Y - 1) / GGML_CUDA_DMMV_Y; + const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y; const dim3 block_nums(1, block_num_y, 1); - const dim3 block_dims(WARP_SIZE, GGML_CUDA_DMMV_Y, 1); + const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1); dequantize_mul_mat_vec <<>>(vx, y, dst, ncols, nrows); } @@ -1643,6 +1926,51 @@ static void dequantize_mul_mat_vec_q6_K_cuda(const void * vx, const float * y, f dequantize_mul_mat_vec_q6_k<<>>(vx, y, dst, ncols, nrows); } +static void mul_mat_vec_q4_0_q8_1_cuda(const void * vx, const void * vy, float * dst, const int ncols, const int nrows, cudaStream_t stream) { + GGML_ASSERT(ncols % GGML_CUDA_DMMV_X == 0); + const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y; + const dim3 block_nums(1, block_num_y, 1); + const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1); + mul_mat_vec_q + <<>>(vx, vy, dst, ncols, nrows); +} + +static void mul_mat_vec_q4_1_q8_1_cuda(const void * vx, const void * vy, float * dst, const int ncols, const int nrows, cudaStream_t stream) { + GGML_ASSERT(ncols % GGML_CUDA_DMMV_X == 0); + const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y; + const dim3 block_nums(1, block_num_y, 1); + const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1); + mul_mat_vec_q + <<>>(vx, vy, dst, ncols, nrows); +} + +static void mul_mat_vec_q5_0_q8_1_cuda(const void * vx, const void * vy, float * dst, const int ncols, const int nrows, cudaStream_t stream) { + GGML_ASSERT(ncols % GGML_CUDA_DMMV_X == 0); + const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y; + const dim3 block_nums(1, block_num_y, 1); + const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1); + mul_mat_vec_q + <<>>(vx, vy, dst, ncols, nrows); +} + +static void mul_mat_vec_q5_1_q8_1_cuda(const void * vx, const void * vy, float * dst, const int ncols, const int nrows, cudaStream_t stream) { + GGML_ASSERT(ncols % GGML_CUDA_DMMV_X == 0); + const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y; + const dim3 block_nums(1, block_num_y, 1); + const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1); + mul_mat_vec_q + <<>>(vx, vy, dst, ncols, nrows); +} + +static void mul_mat_vec_q8_0_q8_1_cuda(const void * vx, const void * vy, float * dst, const int ncols, const int nrows, cudaStream_t stream) { + GGML_ASSERT(ncols % GGML_CUDA_DMMV_X == 0); + const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y; + const dim3 block_nums(1, block_num_y, 1); + const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1); + mul_mat_vec_q + <<>>(vx, vy, dst, ncols, nrows); +} + static void convert_fp16_to_fp32_cuda(const void * vx, float * y, const int k, cudaStream_t stream) { const int num_blocks = (k + CUDA_DEQUANTIZE_BLOCK_SIZE - 1) / CUDA_DEQUANTIZE_BLOCK_SIZE; dequantize_block<1, 1, convert_f16><<>>(vx, y, k); @@ -1650,9 +1978,9 @@ static void convert_fp16_to_fp32_cuda(const void * vx, float * y, const int k, c static void convert_mul_mat_vec_f16_cuda(const void * vx, const dfloat * y, float * dst, const int ncols, const int nrows, cudaStream_t stream) { GGML_ASSERT(ncols % GGML_CUDA_DMMV_X == 0); - const int block_num_y = (nrows + GGML_CUDA_DMMV_Y - 1) / GGML_CUDA_DMMV_Y; + const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y; const dim3 block_nums(1, block_num_y, 1); - const dim3 block_dims(WARP_SIZE, GGML_CUDA_DMMV_Y, 1); + const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1); dequantize_mul_mat_vec<1, 1, convert_f16> <<>>(vx, y, dst, ncols, nrows); } @@ -1843,6 +2171,7 @@ static size_t g_scratch_offset = 0; static int g_device_count = -1; static int g_main_device = 0; +static int g_compute_capabilities[GGML_CUDA_MAX_DEVICES]; static float g_tensor_split[GGML_CUDA_MAX_DEVICES] = {0}; static cublasHandle_t g_cublas_handles[GGML_CUDA_MAX_DEVICES] = {nullptr}; @@ -1860,9 +2189,12 @@ void ggml_init_cublas() { for (int id = 0; id < g_device_count; ++id) { cudaDeviceProp prop; CUDA_CHECK(cudaGetDeviceProperties(&prop, id)); - fprintf(stderr, " Device %d: %s\n", id, prop.name); + fprintf(stderr, " Device %d: %s, compute capability %d.%d\n", id, prop.name, prop.major, prop.minor); + g_tensor_split[id] = total_vram; total_vram += prop.totalGlobalMem; + + g_compute_capabilities[id] = 100*prop.major + 10*prop.minor; } for (int id = 0; id < g_device_count; ++id) { g_tensor_split[id] /= total_vram; @@ -1996,7 +2328,6 @@ inline void ggml_cuda_op_add( } else { GGML_ASSERT(false); } - CUDA_CHECK(cudaGetLastError()); (void) src1; (void) dst; @@ -2028,7 +2359,6 @@ inline void ggml_cuda_op_mul( // compute mul_f32_cuda(src0_ddf_i01, src1_ddf_i01, dst_ddf_i01, ne00, ne10, cudaStream_main); - CUDA_CHECK(cudaGetLastError()); } (void) dst; @@ -2049,7 +2379,6 @@ inline void ggml_cuda_op_silu( // compute silu_f32_cuda(src0_ddf_i, dst_ddf_i, ne00*i01_diff, cudaStream_main); - CUDA_CHECK(cudaGetLastError()); (void) src1; (void) dst; @@ -2072,7 +2401,6 @@ inline void ggml_cuda_op_rms_norm( // compute rms_norm_f32_cuda(src0_ddf_i, dst_ddf_i, ne00, i01_diff, cudaStream_main); - CUDA_CHECK(cudaGetLastError()); (void) src1; (void) dst; @@ -2082,7 +2410,7 @@ inline void ggml_cuda_op_rms_norm( (void) i1; } -inline void ggml_cuda_op_dequantize_mul_mat_vec( +inline void ggml_cuda_op_mul_mat_vec( const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst, char * src0_ddq_i, float * src0_ddf_i, float * src1_ddf_i, float * dst_ddf_i, int64_t i02, int64_t i01_low, int64_t i01_high, int i1, cudaStream_t & cudaStream_main){ @@ -2094,70 +2422,113 @@ inline void ggml_cuda_op_dequantize_mul_mat_vec( const int64_t ne00 = src0->ne[0]; const int64_t nrows = i01_high - i01_low; -// on some GPUs it is faster to convert src1 to half and to use half precision intrinsics -#ifdef GGML_CUDA_DMMV_F16 - size_t ash; - dfloat * src1_dfloat = nullptr; // dfloat == half +#ifdef GGML_CUDA_FORCE_DMMV + const bool use_mul_mat_vec_q = false; +#else + int id; + CUDA_CHECK(cudaGetDevice(&id)); - bool src1_convert_f16 = src0->type == GGML_TYPE_Q4_0 || src0->type == GGML_TYPE_Q4_1 || - src0->type == GGML_TYPE_Q5_0 || src0->type == GGML_TYPE_Q5_1 || - src0->type == GGML_TYPE_Q8_0 || src0->type == GGML_TYPE_F16; + const bool mul_mat_vec_q_implemented = src0->type == GGML_TYPE_Q4_0 || + src0->type == GGML_TYPE_Q4_1 || + src0->type == GGML_TYPE_Q5_0 || + src0->type == GGML_TYPE_Q5_1 || + src0->type == GGML_TYPE_Q8_0; - if (src1_convert_f16) { - src1_dfloat = (half *) ggml_cuda_pool_malloc(ne00*sizeof(half), &ash); - ggml_cpy_f32_f16_cuda((char *) src1_ddf_i, (char *) src1_dfloat, ne00, - ne00, 1, sizeof(float), 0, 0, - ne00, 1, sizeof(half), 0, 0, cudaStream_main); - } + const bool use_mul_mat_vec_q = g_compute_capabilities[id] >= 600 && mul_mat_vec_q_implemented; +#endif + + if (use_mul_mat_vec_q) { + size_t as; + void * src1_q8_1 = ggml_cuda_pool_malloc(ne00*sizeof(block_q8_1)/QK8_1, &as); + quantize_row_q8_1_cuda(src1_ddf_i, src1_q8_1, ne00, cudaStream_main); + + switch (src0->type) { + case GGML_TYPE_Q4_0: + mul_mat_vec_q4_0_q8_1_cuda(src0_ddq_i, src1_q8_1, dst_ddf_i, ne00, nrows, cudaStream_main); + break; + case GGML_TYPE_Q4_1: + mul_mat_vec_q4_1_q8_1_cuda(src0_ddq_i, src1_q8_1, dst_ddf_i, ne00, nrows, cudaStream_main); + break; + case GGML_TYPE_Q5_0: + mul_mat_vec_q5_0_q8_1_cuda(src0_ddq_i, src1_q8_1, dst_ddf_i, ne00, nrows, cudaStream_main); + break; + case GGML_TYPE_Q5_1: + mul_mat_vec_q5_1_q8_1_cuda(src0_ddq_i, src1_q8_1, dst_ddf_i, ne00, nrows, cudaStream_main); + break; + case GGML_TYPE_Q8_0: + mul_mat_vec_q8_0_q8_1_cuda(src0_ddq_i, src1_q8_1, dst_ddf_i, ne00, nrows, cudaStream_main); + break; + default: + GGML_ASSERT(false); + break; + } + + ggml_cuda_pool_free(src1_q8_1, as); + } else { + // on some GPUs it is faster to convert src1 to half and to use half precision intrinsics +#ifdef GGML_CUDA_DMMV_F16 + size_t ash; + dfloat * src1_dfloat = nullptr; // dfloat == half + + bool src1_convert_f16 = src0->type == GGML_TYPE_Q4_0 || src0->type == GGML_TYPE_Q4_1 || + src0->type == GGML_TYPE_Q5_0 || src0->type == GGML_TYPE_Q5_1 || + src0->type == GGML_TYPE_Q8_0 || src0->type == GGML_TYPE_F16; + + if (src1_convert_f16) { + src1_dfloat = (half *) ggml_cuda_pool_malloc(ne00*sizeof(half), &ash); + ggml_cpy_f32_f16_cuda((char *) src1_ddf_i, (char *) src1_dfloat, ne00, + ne00, 1, sizeof(float), 0, 0, + ne00, 1, sizeof(half), 0, 0, cudaStream_main); + } #else - dfloat * src1_dfloat = src1_ddf_i; // dfloat == float, no conversion + dfloat * src1_dfloat = src1_ddf_i; // dfloat == float, no conversion #endif // GGML_CUDA_DMMV_F16 - switch (src0->type) { - case GGML_TYPE_Q4_0: - dequantize_mul_mat_vec_q4_0_cuda(src0_ddq_i, src1_dfloat, dst_ddf_i, ne00, nrows, cudaStream_main); - break; - case GGML_TYPE_Q4_1: - dequantize_mul_mat_vec_q4_1_cuda(src0_ddq_i, src1_dfloat, dst_ddf_i, ne00, nrows, cudaStream_main); - break; - case GGML_TYPE_Q5_0: - dequantize_mul_mat_vec_q5_0_cuda(src0_ddq_i, src1_dfloat, dst_ddf_i, ne00, nrows, cudaStream_main); - break; - case GGML_TYPE_Q5_1: - dequantize_mul_mat_vec_q5_1_cuda(src0_ddq_i, src1_dfloat, dst_ddf_i, ne00, nrows, cudaStream_main); - break; - case GGML_TYPE_Q8_0: - dequantize_mul_mat_vec_q8_0_cuda(src0_ddq_i, src1_dfloat, dst_ddf_i, ne00, nrows, cudaStream_main); - break; - case GGML_TYPE_Q2_K: - dequantize_mul_mat_vec_q2_K_cuda(src0_ddq_i, src1_ddf_i, dst_ddf_i, ne00, nrows, cudaStream_main); - break; - case GGML_TYPE_Q3_K: - dequantize_mul_mat_vec_q3_K_cuda(src0_ddq_i, src1_ddf_i, dst_ddf_i, ne00, nrows, cudaStream_main); - break; - case GGML_TYPE_Q4_K: - dequantize_mul_mat_vec_q4_K_cuda(src0_ddq_i, src1_ddf_i, dst_ddf_i, ne00, nrows, cudaStream_main); - break; - case GGML_TYPE_Q5_K: - dequantize_mul_mat_vec_q5_K_cuda(src0_ddq_i, src1_ddf_i, dst_ddf_i, ne00, nrows, cudaStream_main); - break; - case GGML_TYPE_Q6_K: - dequantize_mul_mat_vec_q6_K_cuda(src0_ddq_i, src1_ddf_i, dst_ddf_i, ne00, nrows, cudaStream_main); - break; - case GGML_TYPE_F16: - convert_mul_mat_vec_f16_cuda(src0_ddq_i, src1_dfloat, dst_ddf_i, ne00, nrows, cudaStream_main); - break; - default: - GGML_ASSERT(false); - break; - } - CUDA_CHECK(cudaGetLastError()); + switch (src0->type) { + case GGML_TYPE_Q4_0: + dequantize_mul_mat_vec_q4_0_cuda(src0_ddq_i, src1_dfloat, dst_ddf_i, ne00, nrows, cudaStream_main); + break; + case GGML_TYPE_Q4_1: + dequantize_mul_mat_vec_q4_1_cuda(src0_ddq_i, src1_dfloat, dst_ddf_i, ne00, nrows, cudaStream_main); + break; + case GGML_TYPE_Q5_0: + dequantize_mul_mat_vec_q5_0_cuda(src0_ddq_i, src1_dfloat, dst_ddf_i, ne00, nrows, cudaStream_main); + break; + case GGML_TYPE_Q5_1: + dequantize_mul_mat_vec_q5_1_cuda(src0_ddq_i, src1_dfloat, dst_ddf_i, ne00, nrows, cudaStream_main); + break; + case GGML_TYPE_Q8_0: + dequantize_mul_mat_vec_q8_0_cuda(src0_ddq_i, src1_dfloat, dst_ddf_i, ne00, nrows, cudaStream_main); + break; + case GGML_TYPE_Q2_K: + dequantize_mul_mat_vec_q2_K_cuda(src0_ddq_i, src1_ddf_i, dst_ddf_i, ne00, nrows, cudaStream_main); + break; + case GGML_TYPE_Q3_K: + dequantize_mul_mat_vec_q3_K_cuda(src0_ddq_i, src1_ddf_i, dst_ddf_i, ne00, nrows, cudaStream_main); + break; + case GGML_TYPE_Q4_K: + dequantize_mul_mat_vec_q4_K_cuda(src0_ddq_i, src1_ddf_i, dst_ddf_i, ne00, nrows, cudaStream_main); + break; + case GGML_TYPE_Q5_K: + dequantize_mul_mat_vec_q5_K_cuda(src0_ddq_i, src1_ddf_i, dst_ddf_i, ne00, nrows, cudaStream_main); + break; + case GGML_TYPE_Q6_K: + dequantize_mul_mat_vec_q6_K_cuda(src0_ddq_i, src1_ddf_i, dst_ddf_i, ne00, nrows, cudaStream_main); + break; + case GGML_TYPE_F16: + convert_mul_mat_vec_f16_cuda(src0_ddq_i, src1_dfloat, dst_ddf_i, ne00, nrows, cudaStream_main); + break; + default: + GGML_ASSERT(false); + break; + } #ifdef GGML_CUDA_DMMV_F16 - if (src1_convert_f16) { - ggml_cuda_pool_free(src1_dfloat, ash); - } + if (src1_convert_f16) { + ggml_cuda_pool_free(src1_dfloat, ash); + } #endif // GGML_CUDA_DMMV_F16 + } (void) src1; (void) dst; @@ -2224,14 +2595,13 @@ inline void ggml_cuda_op_rope( const int n_ctx = ((int32_t *) src1->data)[3]; GGML_ASSERT(mode == 0); - const float theta_scale = powf(10000.0, -2.0f/n_dims); + const float theta_scale = get_theta_scale(n_dims,n_past,n_ctx); const float p0 = ((mode & 1) == 0 ? n_past + i02 : i02); - const float p = n_ctx <= GGML_TRAINING_CTX ? p0 : p0 * GGML_TRAINING_CTX / n_ctx; + const float p = p0; // compute rope_f32_cuda(src0_ddf_i, dst_ddf_i, ne00, i01_diff, p, theta_scale, cudaStream_main); - CUDA_CHECK(cudaGetLastError()); (void) dst; (void) src0_ddq_i; @@ -2255,7 +2625,6 @@ inline void ggml_cuda_op_diag_mask_inf( // compute diag_mask_inf_f32_cuda(src0_ddf_i, dst_ddf_i, ne00, i01_diff, ne01, n_past, cudaStream_main); - CUDA_CHECK(cudaGetLastError()); (void) dst; (void) src0_ddq_i; @@ -2277,7 +2646,6 @@ inline void ggml_cuda_op_soft_max( // compute soft_max_f32_cuda(src0_ddf_i, dst_ddf_i, ne00, i01_diff, cudaStream_main); - CUDA_CHECK(cudaGetLastError()); (void) src1; (void) dst; @@ -2373,10 +2741,11 @@ static void ggml_cuda_op(const ggml_tensor * src0, const ggml_tensor * src1, ggm size_t src1_asf[GGML_CUDA_MAX_DEVICES] = {0}; size_t dst_asf[GGML_CUDA_MAX_DEVICES] = {0}; - // if multiple GPUs are used they need to wait for the main GPU to finish + // if multiple devices are used they need to wait for the main device + // here an event is recorded that signifies that the main device has finished calculating the input data if (split && g_device_count > 1) { CUDA_CHECK(cudaSetDevice(g_main_device)); - CUDA_CHECK(cudaDeviceSynchronize()); + CUDA_CHECK(cudaEventRecord(src0_extra->events[g_main_device], g_cudaStreams_main[g_main_device])); } for (int id = 0; id < g_device_count; ++id) { @@ -2402,6 +2771,12 @@ static void ggml_cuda_op(const ggml_tensor * src0, const ggml_tensor * src1, ggm int64_t row_diff = row_high - row_low; cudaSetDevice(id); + cudaStream_t cudaStream_main = g_cudaStreams_main[id]; + + // wait for main GPU data if necessary + if (split && id != g_main_device) { + CUDA_CHECK(cudaStreamWaitEvent(cudaStream_main, src0_extra->events[g_main_device])); + } if (src0_on_device && src0_is_contiguous) { if (src0_is_f32) { @@ -2477,8 +2852,6 @@ static void ggml_cuda_op(const ggml_tensor * src0, const ggml_tensor * src1, ggm } const int64_t i11 = i13*ne12 + i12; - cudaStream_t cudaStream_main = g_cudaStreams_main[id]; - // for split tensors the data begins at i0 == i0_offset_low char * src0_ddq_i = src0_ddq[id] + (i0 - i0_offset_low)*src0_stride*src0_ts/src0_bs; float * src0_ddf_i = src0_ddf[id] + (i0 - i0_offset_low)*src0_stride; @@ -2538,6 +2911,7 @@ static void ggml_cuda_op(const ggml_tensor * src0, const ggml_tensor * src1, ggm // do the computation op(src0, src1, dst, src0_ddq_i, src0_ddf_i, src1_ddf_i, dst_ddf_i, i02, i01_low, i01_high, i11, cudaStream_main); + CUDA_CHECK(cudaGetLastError()); // copy dst to host or other device if necessary if (!dst_on_device) { @@ -2567,6 +2941,11 @@ static void ggml_cuda_op(const ggml_tensor * src0, const ggml_tensor * src1, ggm CUDA_CHECK(cudaMemcpyAsync(dhf_dst_i, dst_ddf_i, dst_stride*sizeof(float), kind, cudaStream_main)); } } + + // signify to main device that other device is done + if (split && g_device_count > 1 && id != g_main_device) { + CUDA_CHECK(cudaEventRecord(src0_extra->events[id], cudaStream_main)); + } } } } @@ -2578,7 +2957,6 @@ static void ggml_cuda_op(const ggml_tensor * src0, const ggml_tensor * src1, ggm } CUDA_CHECK(cudaSetDevice(id)); - CUDA_CHECK(cudaDeviceSynchronize()); if (src0_asq[id] > 0) { ggml_cuda_pool_free(src0_ddq[id], src0_asq[id]); @@ -2593,6 +2971,21 @@ static void ggml_cuda_op(const ggml_tensor * src0, const ggml_tensor * src1, ggm ggml_cuda_pool_free(dst_ddf[id], dst_asf[id]); } } + + // main device waits for all other devices to be finished + if (split && g_device_count > 1) { + CUDA_CHECK(cudaSetDevice(g_main_device)); + for (int id = 0; id < g_device_count; ++id) { + if (id != g_main_device) { + CUDA_CHECK(cudaStreamWaitEvent(g_cudaStreams_main[g_main_device], src0_extra->events[id])); + } + } + } + + if (dst->backend == GGML_BACKEND_CPU) { + CUDA_CHECK(cudaSetDevice(g_main_device)); + CUDA_CHECK(cudaDeviceSynchronize()); + } } void ggml_cuda_add(const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { @@ -2708,8 +3101,8 @@ void ggml_cuda_mul_mat(const ggml_tensor * src0, const ggml_tensor * src1, ggml_ }else if (src0->type == GGML_TYPE_F32) { ggml_cuda_op(src0, src1, dst, ggml_cuda_op_mul_mat_cublas, true, false); } else if (ggml_is_quantized(src0->type) || src0->type == GGML_TYPE_F16) { - if (src1->ne[1] == 1 && src0->ne[0] % GGML_CUDA_DMMV_X == 0 && src0->ne[1] % GGML_CUDA_DMMV_Y == 0) { - ggml_cuda_op(src0, src1, dst, ggml_cuda_op_dequantize_mul_mat_vec, false, false); + if (src1->ne[1] == 1 && src0->ne[0] % GGML_CUDA_DMMV_X == 0) { + ggml_cuda_op(src0, src1, dst, ggml_cuda_op_mul_mat_vec, false, false); } else { ggml_cuda_op(src0, src1, dst, ggml_cuda_op_mul_mat_cublas, true, false); } @@ -2832,25 +3225,32 @@ void ggml_cuda_transform_tensor(void * data, struct ggml_tensor * tensor) { cudaMemcpy(buf, buf_host, size, cudaMemcpyHostToDevice); extra->data_device[id] = buf; + + if (backend == GGML_BACKEND_GPU_SPLIT) { + CUDA_CHECK(cudaEventCreateWithFlags(&extra->events[id], cudaEventDisableTiming)); + } } tensor->extra = extra; } void ggml_cuda_free_data(struct ggml_tensor * tensor) { - if (tensor->backend != GGML_BACKEND_GPU && tensor->backend != GGML_BACKEND_GPU_SPLIT) { + if (!tensor || (tensor->backend != GGML_BACKEND_GPU && tensor->backend != GGML_BACKEND_GPU_SPLIT) ) { return; } ggml_tensor_extra_gpu * extra = (ggml_tensor_extra_gpu *) tensor->extra; for (int id = 0; id < g_device_count; ++id) { - if (extra->data_device[id] == nullptr) { - continue; + if (extra->data_device[id] != nullptr) { + CUDA_CHECK(cudaSetDevice(id)); + CUDA_CHECK(cudaFree(extra->data_device[id])); } - CUDA_CHECK(cudaSetDevice(id)); - CUDA_CHECK(cudaFree(extra->data_device[id])); + if (extra->events[id] != nullptr) { + CUDA_CHECK(cudaSetDevice(id)); + CUDA_CHECK(cudaEventDestroy(extra->events[id])); + } } delete extra; diff --git a/ggml-cuda.h b/ggml-cuda.h index b97c1190a219db..e43ed2848a5ef2 100644 --- a/ggml-cuda.h +++ b/ggml-cuda.h @@ -63,10 +63,6 @@ extern "C" { #define GGML_CUDA_MAX_DEVICES 16 -struct ggml_tensor_extra_gpu { - void * data_device[GGML_CUDA_MAX_DEVICES]; // 1 pointer for each device for split tensors -}; - void ggml_init_cublas(void); void ggml_cuda_set_tensor_split(const float * tensor_split); diff --git a/ggml-metal.m b/ggml-metal.m index 7551231b9cf32c..fd69c41fe357d6 100644 --- a/ggml-metal.m +++ b/ggml-metal.m @@ -202,7 +202,9 @@ @implementation GGMLMetalClass void ggml_metal_free(struct ggml_metal_context * ctx) { fprintf(stderr, "%s: deallocating\n", __func__); - + for (int i = 0; i < ctx->n_buffers; ++i) { + [ctx->buffers[i].metal release]; + } free(ctx); } diff --git a/ggml-opencl.cpp b/ggml-opencl.cpp index 71d34fbdc20aa9..7f642a11f88e98 100644 --- a/ggml-opencl.cpp +++ b/ggml-opencl.cpp @@ -654,13 +654,17 @@ __kernel void dequantize_mul_mat_vec_q6_K(__global const struct block_q6_K * xx, const int im = tid/step; // 0 or 1. 0 computes 0..., 1 computes 128... const int in = tid - step*im; // 0...15 or 0...7 -#if K_QUANTS_PER_ITERATION == 1 +\n#if K_QUANTS_PER_ITERATION == 1\n const int l0 = K_QUANTS_PER_ITERATION*in; // 0...15 const int is = 0; -#else + +\n#else\n + const int l0 = 4 * in; // 0, 4, 8, ..., 28 const int is = in / 4; -#endif + +\n#endif\n + const int ql_offset = 64*im + l0; const int qh_offset = 32*im + l0; const int s_offset = 8*im + is; @@ -677,7 +681,7 @@ __kernel void dequantize_mul_mat_vec_q6_K(__global const struct block_q6_K * xx, const float d = vload_half(0, &x[i].d); -#if K_QUANTS_PER_ITERATION == 1 +\n#if K_QUANTS_PER_ITERATION == 1\n float sum = y[ 0] * s[0] * d * ((int8_t)((ql[ 0] & 0xF) | ((qh[ 0] & 0x03) << 4)) - 32) + y[16] * s[1] * d * ((int8_t)((ql[16] & 0xF) | ((qh[16] & 0x03) << 4)) - 32) + y[32] * s[2] * d * ((int8_t)((ql[32] & 0xF) | ((qh[ 0] & 0x0c) << 2)) - 32) @@ -687,7 +691,7 @@ __kernel void dequantize_mul_mat_vec_q6_K(__global const struct block_q6_K * xx, + y[96] * s[6] * d * ((int8_t)((ql[32] >> 4) | ((qh[ 0] & 0xc0) >> 2)) - 32) +y[112] * s[7] * d * ((int8_t)((ql[48] >> 4) | ((qh[16] & 0xc0) >> 2)) - 32); tmp[16 * ix + tid] += sum; -#else +\n#else\n float sum = 0; for (int l = 0; l < 4; ++l) { sum += y[l+ 0] * s[0] * d * ((int8_t)((ql[l+ 0] & 0xF) | (((qh[l] >> 0) & 3) << 4)) - 32) @@ -696,7 +700,7 @@ __kernel void dequantize_mul_mat_vec_q6_K(__global const struct block_q6_K * xx, + y[l+96] * s[6] * d * ((int8_t)((ql[l+32] >> 4) | (((qh[l] >> 6) & 3) << 4)) - 32); } tmp[16 * ix + tid] += sum; -#endif +\n#endif\n } @@ -1384,7 +1388,7 @@ static void ggml_cl_mul_f32(const ggml_tensor * src0, const ggml_tensor * src1, const int64_t ne00 = src0->ne[0]; const int64_t ne01 = src0->ne[1]; const int64_t ne02 = src0->ne[2]; - const int64_t ne03 = src0->ne[2]; + const int64_t ne03 = src0->ne[3]; const int64_t ne0 = ne00 * ne01 * ne02 * ne03; const int64_t ne10 = src1->ne[0]; const int64_t ne11 = src1->ne[1]; diff --git a/ggml.c b/ggml.c index ce85ff4ec618cc..8f8d4b45ec88ee 100644 --- a/ggml.c +++ b/ggml.c @@ -220,9 +220,27 @@ inline static void* ggml_aligned_malloc(size_t size) { #define GGML_ALIGNED_FREE(ptr) free(ptr) #endif -#define UNUSED(x) (void)(x) +#define UNUSED GGML_UNUSED #define SWAP(x, y, T) do { T SWAP = x; x = y; y = SWAP; } while (0) +// +// tensor access macros +// + +#define GGML_TENSOR_UNARY_OP_LOCALS \ + GGML_TENSOR_LOCALS(int64_t, ne0, src0, ne); \ + GGML_TENSOR_LOCALS(size_t, nb0, src0, nb); \ + GGML_TENSOR_LOCALS(int64_t, ne, dst, ne); \ + GGML_TENSOR_LOCALS(size_t, nb, dst, nb); + +#define GGML_TENSOR_BINARY_OP_LOCALS \ + GGML_TENSOR_LOCALS(int64_t, ne0, src0, ne); \ + GGML_TENSOR_LOCALS(size_t, nb0, src0, nb); \ + GGML_TENSOR_LOCALS(int64_t, ne1, src1, ne); \ + GGML_TENSOR_LOCALS(size_t, nb1, src1, nb); \ + GGML_TENSOR_LOCALS(int64_t, ne, dst, ne); \ + GGML_TENSOR_LOCALS(size_t, nb, dst, nb); + #if defined(GGML_USE_ACCELERATE) #include #if defined(GGML_USE_CLBLAST) // allow usage of CLBlast alongside Accelerate functions @@ -465,14 +483,14 @@ ggml_fp16_t ggml_fp32_to_fp16(float x) { return GGML_FP32_TO_FP16(x); } -void ggml_fp16_to_fp32_row(const ggml_fp16_t * x, float * y, size_t n) { - for (size_t i = 0; i < n; i++) { +void ggml_fp16_to_fp32_row(const ggml_fp16_t * x, float * y, int n) { + for (int i = 0; i < n; i++) { y[i] = GGML_FP16_TO_FP32(x[i]); } } -void ggml_fp32_to_fp16_row(const float * x, ggml_fp16_t * y, size_t n) { - size_t i = 0; +void ggml_fp32_to_fp16_row(const float * x, ggml_fp16_t * y, int n) { + int i = 0; #if defined(__F16C__) for (; i + 7 < n; i += 8) { __m256 x_vec = _mm256_loadu_ps(x + i); @@ -572,8 +590,9 @@ static const size_t CACHE_LINE_SIZE_F32 = CACHE_LINE_SIZE/sizeof(float); // // quantization // - +#ifndef MM256_SET_M128I #define MM256_SET_M128I(a, b) _mm256_insertf128_si256(_mm256_castsi128_si256(b), (a), 1) +#endif #if defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__) || defined(__SSSE3__) // multiply int8_t, add results pairwise twice @@ -1611,109 +1630,112 @@ static void dequantize_row_q8_0(const void * restrict vx, float * restrict y, in } } +static void ggml_vec_dot_f32(const int n, float * restrict s, const float * restrict x, const float * restrict y); +static void ggml_vec_dot_f16(const int n, float * restrict s, ggml_fp16_t * restrict x, ggml_fp16_t * restrict y); static void ggml_vec_dot_q4_0_q8_0(const int n, float * restrict s, const void * restrict vx, const void * restrict vy); static void ggml_vec_dot_q4_1_q8_1(const int n, float * restrict s, const void * restrict vx, const void * restrict vy); static void ggml_vec_dot_q5_0_q8_0(const int n, float * restrict s, const void * restrict vx, const void * restrict vy); static void ggml_vec_dot_q5_1_q8_1(const int n, float * restrict s, const void * restrict vx, const void * restrict vy); static void ggml_vec_dot_q8_0_q8_0(const int n, float * restrict s, const void * restrict vx, const void * restrict vy); -static const quantize_fns_t quantize_fns[GGML_TYPE_COUNT] = { +static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { + [GGML_TYPE_F32] = { + .vec_dot = (ggml_vec_dot_t) ggml_vec_dot_f32, + .vec_dot_type = GGML_TYPE_F32, + }, + [GGML_TYPE_F16] = { + .to_float = (ggml_to_float_t) ggml_fp16_to_fp32_row, + .from_float = (ggml_from_float_t) ggml_fp32_to_fp16_row, + .from_float_reference = (ggml_from_float_t) ggml_fp32_to_fp16_row, + .vec_dot = (ggml_vec_dot_t) ggml_vec_dot_f16, + .vec_dot_type = GGML_TYPE_F16, + }, [GGML_TYPE_Q4_0] = { - .dequantize_row_q = (dequantize_row_q_t) dequantize_row_q4_0, - .quantize_row_q = quantize_row_q4_0, - .quantize_row_q_reference = (quantize_row_q_t) quantize_row_q4_0_reference, - .quantize_row_q_dot = quantize_row_q8_0, - .vec_dot_q = ggml_vec_dot_q4_0_q8_0, + .to_float = (ggml_to_float_t) dequantize_row_q4_0, + .from_float = quantize_row_q4_0, + .from_float_reference = (ggml_from_float_t) quantize_row_q4_0_reference, + .vec_dot = ggml_vec_dot_q4_0_q8_0, .vec_dot_type = GGML_TYPE_Q8_0, }, [GGML_TYPE_Q4_1] = { - .dequantize_row_q = (dequantize_row_q_t)dequantize_row_q4_1, - .quantize_row_q = quantize_row_q4_1, - .quantize_row_q_reference = (quantize_row_q_t) quantize_row_q4_1_reference, - .quantize_row_q_dot = quantize_row_q8_1, - .vec_dot_q = ggml_vec_dot_q4_1_q8_1, + .to_float = (ggml_to_float_t) dequantize_row_q4_1, + .from_float = quantize_row_q4_1, + .from_float_reference = (ggml_from_float_t) quantize_row_q4_1_reference, + .vec_dot = ggml_vec_dot_q4_1_q8_1, .vec_dot_type = GGML_TYPE_Q8_1, }, [GGML_TYPE_Q5_0] = { - .dequantize_row_q = (dequantize_row_q_t) dequantize_row_q5_0, - .quantize_row_q = quantize_row_q5_0, - .quantize_row_q_reference = (quantize_row_q_t) quantize_row_q5_0_reference, - .quantize_row_q_dot = quantize_row_q8_0, - .vec_dot_q = ggml_vec_dot_q5_0_q8_0, + .to_float = (ggml_to_float_t) dequantize_row_q5_0, + .from_float = quantize_row_q5_0, + .from_float_reference = (ggml_from_float_t) quantize_row_q5_0_reference, + .vec_dot = ggml_vec_dot_q5_0_q8_0, .vec_dot_type = GGML_TYPE_Q8_0, }, [GGML_TYPE_Q5_1] = { - .dequantize_row_q = (dequantize_row_q_t) dequantize_row_q5_1, - .quantize_row_q = quantize_row_q5_1, - .quantize_row_q_reference = (quantize_row_q_t) quantize_row_q5_1_reference, - .quantize_row_q_dot = quantize_row_q8_1, - .vec_dot_q = ggml_vec_dot_q5_1_q8_1, + .to_float = (ggml_to_float_t) dequantize_row_q5_1, + .from_float = quantize_row_q5_1, + .from_float_reference = (ggml_from_float_t) quantize_row_q5_1_reference, + .vec_dot = ggml_vec_dot_q5_1_q8_1, .vec_dot_type = GGML_TYPE_Q8_1, }, [GGML_TYPE_Q8_0] = { - .dequantize_row_q = dequantize_row_q8_0, - .quantize_row_q = quantize_row_q8_0, - .quantize_row_q_reference = (quantize_row_q_t) quantize_row_q8_0_reference, - .quantize_row_q_dot = quantize_row_q8_0, - .vec_dot_q = ggml_vec_dot_q8_0_q8_0, + .to_float = dequantize_row_q8_0, + .from_float = quantize_row_q8_0, + .from_float_reference = (ggml_from_float_t) quantize_row_q8_0_reference, + .vec_dot = ggml_vec_dot_q8_0_q8_0, .vec_dot_type = GGML_TYPE_Q8_0, }, [GGML_TYPE_Q8_1] = { - .dequantize_row_q = NULL, // TODO - .quantize_row_q = quantize_row_q8_1, - .quantize_row_q_reference = (quantize_row_q_t) quantize_row_q8_1_reference, - .quantize_row_q_dot = quantize_row_q8_1, - .vec_dot_q = NULL, // TODO + .from_float = quantize_row_q8_1, + .from_float_reference = (ggml_from_float_t) quantize_row_q8_1_reference, .vec_dot_type = GGML_TYPE_Q8_1, }, #ifdef GGML_USE_K_QUANTS [GGML_TYPE_Q2_K] = { - .dequantize_row_q = (dequantize_row_q_t) dequantize_row_q2_K, - .quantize_row_q = quantize_row_q2_K, - .quantize_row_q_reference = (quantize_row_q_t) quantize_row_q2_K_reference, - .quantize_row_q_dot = quantize_row_q8_K, - .vec_dot_q = ggml_vec_dot_q2_K_q8_K, + .to_float = (ggml_to_float_t) dequantize_row_q2_K, + .from_float = quantize_row_q2_K, + .from_float_reference = (ggml_from_float_t) quantize_row_q2_K_reference, + .vec_dot = ggml_vec_dot_q2_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, }, [GGML_TYPE_Q3_K] = { - .dequantize_row_q = (dequantize_row_q_t) dequantize_row_q3_K, - .quantize_row_q = quantize_row_q3_K, - .quantize_row_q_reference = (quantize_row_q_t) quantize_row_q3_K_reference, - .quantize_row_q_dot = quantize_row_q8_K, - .vec_dot_q = ggml_vec_dot_q3_K_q8_K, + .to_float = (ggml_to_float_t) dequantize_row_q3_K, + .from_float = quantize_row_q3_K, + .from_float_reference = (ggml_from_float_t) quantize_row_q3_K_reference, + .vec_dot = ggml_vec_dot_q3_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, }, [GGML_TYPE_Q4_K] = { - .dequantize_row_q = (dequantize_row_q_t) dequantize_row_q4_K, - .quantize_row_q = quantize_row_q4_K, - .quantize_row_q_reference = (quantize_row_q_t) quantize_row_q4_K_reference, - .quantize_row_q_dot = quantize_row_q8_K, - .vec_dot_q = ggml_vec_dot_q4_K_q8_K, + .to_float = (ggml_to_float_t) dequantize_row_q4_K, + .from_float = quantize_row_q4_K, + .from_float_reference = (ggml_from_float_t) quantize_row_q4_K_reference, + .vec_dot = ggml_vec_dot_q4_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, }, [GGML_TYPE_Q5_K] = { - .dequantize_row_q = (dequantize_row_q_t) dequantize_row_q5_K, - .quantize_row_q = quantize_row_q5_K, - .quantize_row_q_reference = (quantize_row_q_t) quantize_row_q5_K_reference, - .quantize_row_q_dot = quantize_row_q8_K, - .vec_dot_q = ggml_vec_dot_q5_K_q8_K, + .to_float = (ggml_to_float_t) dequantize_row_q5_K, + .from_float = quantize_row_q5_K, + .from_float_reference = (ggml_from_float_t) quantize_row_q5_K_reference, + .vec_dot = ggml_vec_dot_q5_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, }, [GGML_TYPE_Q6_K] = { - .dequantize_row_q = (dequantize_row_q_t) dequantize_row_q6_K, - .quantize_row_q = quantize_row_q6_K, - .quantize_row_q_reference = (quantize_row_q_t) quantize_row_q6_K_reference, - .quantize_row_q_dot = quantize_row_q8_K, - .vec_dot_q = ggml_vec_dot_q6_K_q8_K, + .to_float = (ggml_to_float_t) dequantize_row_q6_K, + .from_float = quantize_row_q6_K, + .from_float_reference = (ggml_from_float_t) quantize_row_q6_K_reference, + .vec_dot = ggml_vec_dot_q6_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, }, + [GGML_TYPE_Q8_K] = { + .from_float = quantize_row_q8_K, + } #endif }; // For internal test use -quantize_fns_t ggml_internal_get_quantize_fn(size_t i) { +ggml_type_traits_t ggml_internal_get_type_traits(enum ggml_type i) { GGML_ASSERT(i < GGML_TYPE_COUNT); - return quantize_fns[i]; + return type_traits[i]; } @@ -2259,7 +2281,7 @@ inline static void ggml_vec_neg_f32 (const int n, float * y, const float * x) inline static void ggml_vec_mul_f32 (const int n, float * z, const float * x, const float * y) { for (int i = 0; i < n; ++i) z[i] = x[i]*y[i]; } inline static void ggml_vec_div_f32 (const int n, float * z, const float * x, const float * y) { for (int i = 0; i < n; ++i) z[i] = x[i]/y[i]; } -inline static void ggml_vec_dot_f32(const int n, float * restrict s, const float * restrict x, const float * restrict y) { +static void ggml_vec_dot_f32(const int n, float * restrict s, const float * restrict x, const float * restrict y) { #ifdef GGML_SIMD float sumf = 0.0f; const int np = (n & ~(GGML_F32_STEP - 1)); @@ -2296,7 +2318,7 @@ inline static void ggml_vec_dot_f32(const int n, float * restrict s, const float *s = sumf; } -inline static void ggml_vec_dot_f16(const int n, float * restrict s, ggml_fp16_t * restrict x, ggml_fp16_t * restrict y) { +static void ggml_vec_dot_f16(const int n, float * restrict s, ggml_fp16_t * restrict x, ggml_fp16_t * restrict y) { ggml_float sumf = 0.0; #if defined(GGML_SIMD) @@ -3449,6 +3471,8 @@ inline static void ggml_vec_log_f32 (const int n, float * y, const float * x) { inline static void ggml_vec_abs_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = fabsf(x[i]); } inline static void ggml_vec_sgn_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = (x[i] > 0.f) ? 1.f : ((x[i] < 0.f) ? -1.f : 0.f); } inline static void ggml_vec_step_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = (x[i] > 0.f) ? 1.f : 0.f; } +inline static void ggml_vec_tanh_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = tanhf(x[i]); } +inline static void ggml_vec_elu_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = (x[i] > 0.f) ? x[i] : expf(x[i])-1; } inline static void ggml_vec_relu_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = (x[i] > 0.f) ? x[i] : 0.f; } static const float GELU_COEF_A = 0.044715f; @@ -3600,6 +3624,16 @@ inline static void ggml_vec_norm_inv_f32(const int n, float * s, const float * x *s = 1.f/(*s); } +inline static void ggml_vec_argmax_f32(const int n, int * s, const float * x) { + float max = -INFINITY; + int idx = 0; + for (int i = 0; i < n; ++i) { + max = MAX(max, x[i]); + if (max == x[i]) { idx = i; } + } + *s = idx; +} + // // data types // @@ -3709,12 +3743,15 @@ static const char * GGML_OP_NAME[GGML_OP_COUNT] = { "SUM", "SUM_ROWS", "MEAN", + "ARGMAX", "REPEAT", "REPEAT_BACK", "ABS", "SGN", "NEG", "STEP", + "TANH", + "ELU", "RELU", "GELU", "GELU_QUICK", @@ -3746,9 +3783,8 @@ static const char * GGML_OP_NAME[GGML_OP_COUNT] = { "ROPE_BACK", "ALIBI", "CLAMP", - "CONV_1D_S1_PH", - "CONV_1D_S2_PH", - "CONV_2D_SK_P0", + "CONV_1D", + "CONV_2D", "FLASH_ATTN", "FLASH_FF", @@ -3767,7 +3803,7 @@ static const char * GGML_OP_NAME[GGML_OP_COUNT] = { "CROSS_ENTROPY_LOSS_BACK", }; -static_assert(GGML_OP_COUNT == 64, "GGML_OP_COUNT != 64"); +static_assert(GGML_OP_COUNT == 66, "GGML_OP_COUNT != 66"); static const char * GGML_OP_SYMBOL[GGML_OP_COUNT] = { "none", @@ -3785,12 +3821,15 @@ static const char * GGML_OP_SYMBOL[GGML_OP_COUNT] = { "Σx", "Σx_k", "Σx/n", + "argmax(x)", "repeat(x)", "repeat_back(x)", "abs(x)", "sgn(x)", "-x", "step(x)", + "tanh(x)", + "elu(x)", "relu(x)", "gelu(x)", "gelu_quick(x)", @@ -3822,9 +3861,8 @@ static const char * GGML_OP_SYMBOL[GGML_OP_COUNT] = { "rope_back(x)", "alibi(x)", "clamp(x)", - "conv_1d_s1_ph(x)", - "conv_1d_s2_ph(x)", - "conv_2d_sk_p0(x)", + "conv_1d(x)", + "conv_2d(x)", "flash_attn(x)", "flash_ff(x)", @@ -3843,11 +3881,45 @@ static const char * GGML_OP_SYMBOL[GGML_OP_COUNT] = { "cross_entropy_loss_back(x,y)", }; -static_assert(GGML_OP_COUNT == 64, "GGML_OP_COUNT != 64"); +static_assert(GGML_OP_COUNT == 66, "GGML_OP_COUNT != 66"); static_assert(sizeof(struct ggml_object)%GGML_MEM_ALIGN == 0, "ggml_object size must be a multiple of GGML_MEM_ALIGN"); static_assert(sizeof(struct ggml_tensor)%GGML_MEM_ALIGN == 0, "ggml_tensor size must be a multiple of GGML_MEM_ALIGN"); +// WARN: +// Mis-confguration can lead to problem that's hard to reason about: +// * At best it crash or talks nosense. +// * At worst it talks slightly difference but hard to perceive. +// +// An op has to enable INIT or FINALIZE when any of it's branch needs that pass. +// Take care about compile options (e.g., GGML_USE_xxx). +static bool GGML_OP_HAS_INIT [GGML_OP_COUNT] = { 0 }; +static bool GGML_OP_HAS_FINALIZE[GGML_OP_COUNT] = { 0 }; + +static void ggml_setup_op_has_task_pass(void) { + { // INIT + bool * p = GGML_OP_HAS_INIT; + + p[GGML_OP_ACC ] = true; + p[GGML_OP_MUL_MAT ] = true; + p[GGML_OP_OUT_PROD ] = true; + p[GGML_OP_SET ] = true; + p[GGML_OP_GET_ROWS_BACK ] = true; + p[GGML_OP_DIAG_MASK_INF ] = true; + p[GGML_OP_DIAG_MASK_ZERO ] = true; + p[GGML_OP_CONV_1D ] = true; + p[GGML_OP_CONV_2D ] = true; + p[GGML_OP_FLASH_ATTN_BACK ] = true; + p[GGML_OP_CROSS_ENTROPY_LOSS ] = true; + } + + { // FINALIZE + bool * p = GGML_OP_HAS_FINALIZE; + + p[GGML_OP_CROSS_ENTROPY_LOSS ] = true; + } +} + // // ggml context // @@ -4210,6 +4282,22 @@ static inline int ggml_up(int n, int m) { #define ggml_assert_aligned(ptr) \ GGML_ASSERT(((uintptr_t) (ptr))%GGML_MEM_ALIGN == 0) +float get_theta_scale(int n_dims,int n_past,int n_ctx) +{ + if(n_ctx<=2048) //normie mode + { + return powf(10000.0, -2.0f/n_dims); + } + else + { + //using scaled NTK aware ctx + float a = (n_ctx<=4096?4.0:8.0); + float m = powf(a, n_dims / (n_dims - 2.0)); + float s = powf(10000.0 * m, -2.0f/n_dims); + return s; + } +} + //////////////////////////////////////////////////////////////////////////////// struct ggml_context * ggml_init(struct ggml_init_params params) { @@ -4269,6 +4357,8 @@ struct ggml_context * ggml_init(struct ggml_init_params params) { ggml_cl_init(); #endif + ggml_setup_op_has_task_pass(); + is_first_call = false; } @@ -5405,6 +5495,30 @@ struct ggml_tensor * ggml_mean( return result; } +// ggml_argmax + +struct ggml_tensor * ggml_argmax( + struct ggml_context * ctx, + struct ggml_tensor * a) { + GGML_ASSERT(ggml_is_matrix(a)); + bool is_node = false; + + if (a->grad) { + GGML_ASSERT(false); + is_node = true; + } + + int64_t ne[GGML_MAX_DIMS] = { a->ne[1], 1, 1, 1 }; + struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_I32, a->n_dims, ne); + + result->op = GGML_OP_ARGMAX; + result->grad = is_node ? ggml_dup_tensor(ctx, result) : NULL; + result->src0 = a; + result->src1 = NULL; + + return result; +} + // ggml_repeat struct ggml_tensor * ggml_repeat( @@ -5598,6 +5712,74 @@ struct ggml_tensor * ggml_step_inplace( return ggml_step_impl(ctx, a, true); } +// ggml_tanh + +struct ggml_tensor * ggml_tanh_impl( + struct ggml_context * ctx, + struct ggml_tensor * a, + bool inplace) { + bool is_node = false; + + if (!inplace && (a->grad)) { + is_node = true; + } + + struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a); + + result->op = GGML_OP_TANH; + result->grad = is_node ? ggml_dup_tensor(ctx, result) : NULL; + result->src0 = a; + result->src1 = NULL; + + return result; +} + +struct ggml_tensor * ggml_tanh( + struct ggml_context * ctx, + struct ggml_tensor * a) { + return ggml_tanh_impl(ctx, a, false); +} + +struct ggml_tensor * ggml_tanh_inplace( + struct ggml_context * ctx, + struct ggml_tensor * a) { + return ggml_tanh_impl(ctx, a, true); +} + +// ggml_elu + +struct ggml_tensor * ggml_elu_impl( + struct ggml_context * ctx, + struct ggml_tensor * a, + bool inplace) { + bool is_node = false; + + if (!inplace && (a->grad)) { + is_node = true; + } + + struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a); + + result->op = GGML_OP_ELU; + result->grad = is_node ? ggml_dup_tensor(ctx, result) : NULL; + result->src0 = a; + result->src1 = NULL; + + return result; +} + +struct ggml_tensor * ggml_elu( + struct ggml_context * ctx, + struct ggml_tensor * a) { + return ggml_elu_impl(ctx, a, false); +} + +struct ggml_tensor * ggml_elu_inplace( + struct ggml_context * ctx, + struct ggml_tensor * a) { + return ggml_elu_impl(ctx, a, true); +} + // ggml_relu struct ggml_tensor * ggml_relu_impl( @@ -6839,6 +7021,8 @@ struct ggml_tensor * ggml_rope_back( int n_dims, int mode) { GGML_ASSERT(n_past >= 0); + GGML_ASSERT((mode & 4) == 0 && "ggml_rope_back() for ChatGLM not implemented yet"); + bool is_node = false; if (a->grad) { @@ -6939,15 +7123,21 @@ struct ggml_tensor * ggml_clamp( return result; } -// ggml_conv_1d_s1_ph +// ggml_conv_1d -struct ggml_tensor * ggml_conv_1d_s1_ph( +static int64_t ggml_calc_conv_output_size(int64_t ins, int64_t ks, int s, int p, int d) { + return (ins + 2 * p - d * (ks - 1) - 1) / s + 1; +} + +GGML_API struct ggml_tensor * ggml_conv_1d( struct ggml_context * ctx, struct ggml_tensor * a, - struct ggml_tensor * b) { + struct ggml_tensor * b, + int s0, + int p0, + int d0) { GGML_ASSERT(ggml_is_matrix(b)); GGML_ASSERT(a->ne[1] == b->ne[1]); - GGML_ASSERT(a->ne[3] == 1); bool is_node = false; if (a->grad || b->grad) { @@ -6955,26 +7145,43 @@ struct ggml_tensor * ggml_conv_1d_s1_ph( is_node = true; } - const int64_t ne[4] = { b->ne[0], a->ne[2], 1, 1, }; - struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 2, ne); + const int64_t ne[4] = { + ggml_calc_conv_output_size(b->ne[0], a->ne[0], s0, p0, d0), + a->ne[2], 1, 1, + }; + struct ggml_tensor* result = ggml_new_tensor(ctx, GGML_TYPE_F32, 2, ne); + + ggml_scratch_save(ctx); + struct ggml_tensor* c = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, 3); + ((int32_t*)c->data)[0] = s0; + ((int32_t*)c->data)[1] = p0; + ((int32_t*)c->data)[2] = d0; + ggml_scratch_load(ctx); - result->op = GGML_OP_CONV_1D_S1_PH; + result->op = GGML_OP_CONV_1D; result->grad = is_node ? ggml_dup_tensor(ctx, result) : NULL; result->src0 = a; result->src1 = b; + result->opt[0] = c; return result; } -// ggml_conv_1d_s2_ph +// ggml_conv_2d -struct ggml_tensor * ggml_conv_1d_s2_ph( - struct ggml_context * ctx, - struct ggml_tensor * a, - struct ggml_tensor * b) { - GGML_ASSERT(ggml_is_matrix(b)); - GGML_ASSERT(a->ne[1] == b->ne[1]); - GGML_ASSERT(a->ne[3] == 1); +struct ggml_tensor* ggml_conv_2d( + struct ggml_context* ctx, + struct ggml_tensor * a, + struct ggml_tensor * b, + int s0, + int s1, + int p0, + int p1, + int d0, + int d1) { + + GGML_ASSERT(b->ne[3] == 1); + GGML_ASSERT(a->ne[2] == b->ne[2]); bool is_node = false; if (a->grad || b->grad) { @@ -6982,43 +7189,42 @@ struct ggml_tensor * ggml_conv_1d_s2_ph( is_node = true; } - const int64_t ne[4] = { b->ne[0]/2, a->ne[2], 1, 1, }; - struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 2, ne); + const int64_t ne[4] = { + ggml_calc_conv_output_size(b->ne[0], a->ne[0], s0, p0, d0), + ggml_calc_conv_output_size(b->ne[1], a->ne[1], s1, p1, d1), + a->ne[3], 1, + }; + struct ggml_tensor* result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne); + + ggml_scratch_save(ctx); + struct ggml_tensor* c = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, 6); + ((int32_t*)c->data)[0] = s0; + ((int32_t*)c->data)[1] = s1; + ((int32_t*)c->data)[2] = p0; + ((int32_t*)c->data)[3] = p1; + ((int32_t*)c->data)[4] = d0; + ((int32_t*)c->data)[5] = d1; + ggml_scratch_load(ctx); - result->op = GGML_OP_CONV_1D_S2_PH; + result->op = GGML_OP_CONV_2D; result->grad = is_node ? ggml_dup_tensor(ctx, result) : NULL; result->src0 = a; result->src1 = b; + result->opt[0] = c; return result; + } -// ggml_conv_2d_sk_p0 +// ggml_conv_1d_ph -struct ggml_tensor * ggml_conv_2d_sk_p0( +struct ggml_tensor* ggml_conv_1d_ph( struct ggml_context * ctx, struct ggml_tensor * a, - struct ggml_tensor * b) { - GGML_ASSERT(b->ne[3] == 1); - GGML_ASSERT(a->ne[2] == b->ne[2]); - GGML_ASSERT(b->ne[0] % a->ne[0] == 0); - GGML_ASSERT(b->ne[1] % a->ne[1] == 0); - bool is_node = false; - - if (a->grad || b->grad) { - GGML_ASSERT(false); // TODO: implement backward - is_node = true; - } - - const int64_t ne[4] = { b->ne[0]/a->ne[0], b->ne[1]/a->ne[1], a->ne[3], 1, }; - struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne); - - result->op = GGML_OP_CONV_2D_SK_P0; - result->grad = is_node ? ggml_dup_tensor(ctx, result) : NULL; - result->src0 = a; - result->src1 = b; - - return result; + struct ggml_tensor * b, + int s, + int d) { + return ggml_conv_1d(ctx, a, b, s, a->ne[0] / 2, d); } // ggml_flash_attn @@ -7568,25 +7774,7 @@ static void ggml_compute_forward_dup_f16( return; } - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - const int64_t ne03 = src0->ne[3]; - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - const int64_t ne2 = dst->ne[2]; - const int64_t ne3 = dst->ne[3]; - - const size_t nb00 = src0->nb[0]; - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; + GGML_TENSOR_UNARY_OP_LOCALS; const int ith = params->ith; // thread index const int nth = params->nth; // number of threads @@ -7659,8 +7847,8 @@ static void ggml_compute_forward_dup_f16( id += ne00 * (ne01 - ir1); } } - } else if (ggml_is_quantized(dst->type)) { - quantize_row_q_t const quantize_row_q = quantize_fns[dst->type].quantize_row_q; + } else if (type_traits[dst->type].from_float) { + ggml_from_float_t const quantize_row_q = type_traits[dst->type].from_float; float * src0_f32 = (float *) params->wdata + (ne00 + CACHE_LINE_SIZE_F32) * ith; size_t id = 0; @@ -7857,25 +8045,7 @@ static void ggml_compute_forward_dup_f32( return; } - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - const int64_t ne03 = src0->ne[3]; - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - const int64_t ne2 = dst->ne[2]; - const int64_t ne3 = dst->ne[3]; - - const size_t nb00 = src0->nb[0]; - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; + GGML_TENSOR_UNARY_OP_LOCALS; const int ith = params->ith; // thread index const int nth = params->nth; // number of threads @@ -7930,26 +8100,8 @@ static void ggml_compute_forward_dup_f32( id += rs * (ne01 - ir1); } } - } else if (dst->type == GGML_TYPE_F16) { - size_t id = 0; - ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data; - - for (int i03 = 0; i03 < ne03; i03++) { - for (int i02 = 0; i02 < ne02; i02++) { - id += ne00 * ir0; - for (int i01 = ir0; i01 < ir1; i01++) { - for (int i00 = 0; i00 < ne00; i00++) { - const float * src0_ptr = (float *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03); - - dst_ptr[id] = GGML_FP32_TO_FP16(*src0_ptr); - id++; - } - } - id += ne00 * (ne01 - ir1); - } - } - } else if (ggml_is_quantized(dst->type)) { - quantize_row_q_t const quantize_row_q = quantize_fns[dst->type].quantize_row_q; + } else if (type_traits[dst->type].from_float) { + ggml_from_float_t const quantize_row_q = type_traits[dst->type].from_float; size_t id = 0; size_t rs = nb0 * (ne00 / GGML_BLCK_SIZE[dst->type]); @@ -8173,24 +8325,8 @@ static void ggml_compute_forward_add_f32( const int nth = params->nth; const int nr = ggml_nrows(src0); - const int64_t ne0 = src0->ne[0]; - const int64_t ne1 = src0->ne[1]; - const int64_t ne2 = src0->ne[2]; - - const size_t nb00 = src0->nb[0]; - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - const size_t nb10 = src1->nb[0]; - const size_t nb11 = src1->nb[1]; - const size_t nb12 = src1->nb[2]; - const size_t nb13 = src1->nb[3]; - - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; + GGML_TENSOR_BINARY_OP_LOCALS; GGML_ASSERT( nb0 == sizeof(float)); GGML_ASSERT(nb00 == sizeof(float)); @@ -8259,28 +8395,12 @@ static void ggml_compute_forward_add_f16_f32( const int nth = params->nth; const int nr = ggml_nrows(src0); - const int64_t ne0 = src0->ne[0]; - const int64_t ne1 = src0->ne[1]; - const int64_t ne2 = src0->ne[2]; - - const size_t nb00 = src0->nb[0]; - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - const size_t nb10 = src1->nb[0]; - const size_t nb11 = src1->nb[1]; - const size_t nb12 = src1->nb[2]; - const size_t nb13 = src1->nb[3]; - - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; + GGML_TENSOR_BINARY_OP_LOCALS; GGML_ASSERT(src0->type == GGML_TYPE_F16); GGML_ASSERT(src1->type == GGML_TYPE_F32); - GGML_ASSERT(dst->type == GGML_TYPE_F16); + GGML_ASSERT(dst->type == GGML_TYPE_F16); GGML_ASSERT( nb0 == sizeof(ggml_fp16_t)); GGML_ASSERT(nb00 == sizeof(ggml_fp16_t)); @@ -8329,24 +8449,8 @@ static void ggml_compute_forward_add_f16_f16( const int nth = params->nth; const int nr = ggml_nrows(src0); - const int64_t ne0 = src0->ne[0]; - const int64_t ne1 = src0->ne[1]; - const int64_t ne2 = src0->ne[2]; - - const size_t nb00 = src0->nb[0]; - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - - const size_t nb10 = src1->nb[0]; - const size_t nb11 = src1->nb[1]; - const size_t nb12 = src1->nb[2]; - const size_t nb13 = src1->nb[3]; - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; + GGML_TENSOR_BINARY_OP_LOCALS; GGML_ASSERT(src0->type == GGML_TYPE_F16); GGML_ASSERT(src1->type == GGML_TYPE_F16); @@ -8396,32 +8500,15 @@ static void ggml_compute_forward_add_q_f32( } const int nr = ggml_nrows(src0); - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - //const int64_t ne03 = src0->ne[3]; - - const size_t nb00 = src0->nb[0]; - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - - const size_t nb10 = src1->nb[0]; - const size_t nb11 = src1->nb[1]; - const size_t nb12 = src1->nb[2]; - const size_t nb13 = src1->nb[3]; - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; + GGML_TENSOR_BINARY_OP_LOCALS; const int ith = params->ith; const int nth = params->nth; const enum ggml_type type = src0->type; - dequantize_row_q_t const dequantize_row_q = quantize_fns[type].dequantize_row_q; - quantize_row_q_t const quantize_row_q = quantize_fns[type].quantize_row_q; + ggml_to_float_t const dequantize_row_q = type_traits[type].to_float; + ggml_from_float_t const quantize_row_q = type_traits[type].from_float; // we don't support permuted src0 or src1 GGML_ASSERT(nb00 == GGML_TYPE_SIZE[type]); @@ -8535,19 +8622,8 @@ static void ggml_compute_forward_add1_f32( const int nth = params->nth; const int nr = ggml_nrows(src0); - const int64_t ne0 = src0->ne[0]; - const int64_t ne1 = src0->ne[1]; - const int64_t ne2 = src0->ne[2]; - const size_t nb00 = src0->nb[0]; - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; + GGML_TENSOR_UNARY_OP_LOCALS; GGML_ASSERT( nb0 == sizeof(float)); GGML_ASSERT(nb00 == sizeof(float)); @@ -8601,23 +8677,12 @@ static void ggml_compute_forward_add1_f16_f32( const int nth = params->nth; const int nr = ggml_nrows(src0); - const int64_t ne0 = src0->ne[0]; - const int64_t ne1 = src0->ne[1]; - const int64_t ne2 = src0->ne[2]; - - const size_t nb00 = src0->nb[0]; - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; + GGML_TENSOR_UNARY_OP_LOCALS; GGML_ASSERT(src0->type == GGML_TYPE_F16); GGML_ASSERT(src1->type == GGML_TYPE_F32); - GGML_ASSERT(dst->type == GGML_TYPE_F16); + GGML_ASSERT(dst->type == GGML_TYPE_F16); GGML_ASSERT( nb0 == sizeof(ggml_fp16_t)); GGML_ASSERT(nb00 == sizeof(ggml_fp16_t)); @@ -8662,23 +8727,12 @@ static void ggml_compute_forward_add1_f16_f16( const int nth = params->nth; const int nr = ggml_nrows(src0); - const int64_t ne0 = src0->ne[0]; - const int64_t ne1 = src0->ne[1]; - const int64_t ne2 = src0->ne[2]; - - const size_t nb00 = src0->nb[0]; - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; + GGML_TENSOR_UNARY_OP_LOCALS; GGML_ASSERT(src0->type == GGML_TYPE_F16); GGML_ASSERT(src1->type == GGML_TYPE_F16); - GGML_ASSERT(dst->type == GGML_TYPE_F16); + GGML_ASSERT(dst->type == GGML_TYPE_F16); GGML_ASSERT( nb0 == sizeof(ggml_fp16_t)); GGML_ASSERT(nb00 == sizeof(ggml_fp16_t)); @@ -8723,23 +8777,12 @@ static void ggml_compute_forward_add1_q_f32( const int nth = params->nth; const int nr = ggml_nrows(src0); - const int64_t ne0 = src0->ne[0]; - const int64_t ne1 = src0->ne[1]; - const int64_t ne2 = src0->ne[2]; - - const size_t nb00 = src0->nb[0]; - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; + GGML_TENSOR_UNARY_OP_LOCALS; const enum ggml_type type = src0->type; - dequantize_row_q_t const dequantize_row_q = quantize_fns[type].dequantize_row_q; - quantize_row_q_t const quantize_row_q = quantize_fns[type].quantize_row_q; + ggml_to_float_t const dequantize_row_q = type_traits[type].to_float; + ggml_from_float_t const quantize_row_q = type_traits[type].from_float; // we don't support permuted src0 GGML_ASSERT(nb00 == GGML_TYPE_SIZE[type]); @@ -8867,15 +8910,8 @@ static void ggml_compute_forward_acc_f32( const int nr = ggml_nrows(src1); const int nc = src1->ne[0]; - const int64_t ne10 = src1->ne[0]; - const int64_t ne11 = src1->ne[1]; - const int64_t ne12 = src1->ne[2]; - const int64_t ne13 = src1->ne[3]; - - const size_t nb10 = src1->nb[0]; - const size_t nb11 = src1->nb[1]; - const size_t nb12 = src1->nb[2]; - const size_t nb13 = src1->nb[3]; + GGML_TENSOR_LOCALS(int64_t, ne1, src1, ne); + GGML_TENSOR_LOCALS(size_t, nb1, src1, nb); // src0 and dst as viewed during acc const size_t nb0 = ggml_element_size(src0); @@ -8964,24 +9000,8 @@ static void ggml_compute_forward_sub_f32( } const int nr = ggml_nrows(src0); - const int64_t ne0 = src0->ne[0]; - const int64_t ne1 = src0->ne[1]; - const int64_t ne2 = src0->ne[2]; - const size_t nb00 = src0->nb[0]; - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - - const size_t nb10 = src1->nb[0]; - const size_t nb11 = src1->nb[1]; - const size_t nb12 = src1->nb[2]; - const size_t nb13 = src1->nb[3]; - - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; + GGML_TENSOR_BINARY_OP_LOCALS; GGML_ASSERT( nb0 == sizeof(float)); GGML_ASSERT(nb00 == sizeof(float)); @@ -9071,29 +9091,7 @@ static void ggml_compute_forward_mul_f32( const int64_t nr = ggml_nrows(src0); - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - - const int64_t ne10 = src1->ne[0]; - const int64_t ne11 = src1->ne[1]; - const int64_t ne12 = src1->ne[2]; - const int64_t ne13 = src1->ne[3]; - - const size_t nb00 = src0->nb[0]; - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - - const size_t nb10 = src1->nb[0]; - const size_t nb11 = src1->nb[1]; - const size_t nb12 = src1->nb[2]; - const size_t nb13 = src1->nb[3]; - - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; + GGML_TENSOR_BINARY_OP_LOCALS; GGML_ASSERT( nb0 == sizeof(float)); GGML_ASSERT(nb00 == sizeof(float)); @@ -9181,24 +9179,8 @@ static void ggml_compute_forward_div_f32( } const int nr = ggml_nrows(src0); - const int64_t ne0 = src0->ne[0]; - const int64_t ne1 = src0->ne[1]; - const int64_t ne2 = src0->ne[2]; - - const size_t nb00 = src0->nb[0]; - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - const size_t nb10 = src1->nb[0]; - const size_t nb11 = src1->nb[1]; - const size_t nb12 = src1->nb[2]; - const size_t nb13 = src1->nb[3]; - - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; + GGML_TENSOR_BINARY_OP_LOCALS; GGML_ASSERT( nb0 == sizeof(float)); GGML_ASSERT(nb00 == sizeof(float)); @@ -9405,14 +9387,8 @@ static void ggml_compute_forward_sum_f32( assert(ggml_is_scalar(dst)); assert(src0->nb[0] == sizeof(float)); - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - const int64_t ne03 = src0->ne[3]; - - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; + GGML_TENSOR_LOCALS(int64_t, ne0, src0, ne); + GGML_TENSOR_LOCALS(size_t, nb0, src0, nb); ggml_float sum = 0; ggml_float row_sum = 0; @@ -9461,29 +9437,13 @@ static void ggml_compute_forward_sum_rows_f32( GGML_ASSERT(src0->nb[0] == sizeof(float)); GGML_ASSERT(dst->nb[0] == sizeof(float)); - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - const int64_t ne03 = src0->ne[3]; - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - const int64_t ne2 = dst->ne[2]; - const int64_t ne3 = dst->ne[3]; + GGML_TENSOR_UNARY_OP_LOCALS; GGML_ASSERT(ne0 == 1); GGML_ASSERT(ne1 == ne01); GGML_ASSERT(ne2 == ne02); GGML_ASSERT(ne3 == ne03); - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; - for (int64_t i3 = 0; i3 < ne03; i3++) { for (int64_t i2 = 0; i2 < ne02; i2++) { for (int64_t i1 = 0; i1 < ne01; i1++) { @@ -9527,19 +9487,7 @@ static void ggml_compute_forward_mean_f32( assert(src0->nb[0] == sizeof(float)); - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - const int64_t ne03 = src0->ne[3]; - - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - const int64_t ne2 = dst->ne[2]; - const int64_t ne3 = dst->ne[3]; + GGML_TENSOR_UNARY_OP_LOCALS; assert(ne0 == 1); assert(ne1 == ne01); @@ -9551,10 +9499,6 @@ static void ggml_compute_forward_mean_f32( UNUSED(ne2); UNUSED(ne3); - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; - for (int64_t i03 = 0; i03 < ne03; i03++) { for (int64_t i02 = 0; i02 < ne02; i02++) { for (int64_t i01 = 0; i01 < ne01; i01++) { @@ -9584,38 +9528,66 @@ static void ggml_compute_forward_mean( } } -// ggml_compute_forward_repeat +// ggml_compute_forward_argmax -static void ggml_compute_forward_repeat_f32( +static void ggml_compute_forward_argmax_f32( const struct ggml_compute_params * params, const struct ggml_tensor * src0, struct ggml_tensor * dst) { - GGML_ASSERT(params->ith == 0); - GGML_ASSERT(ggml_can_repeat(src0, dst)); + assert(params->ith == 0); if (params->type == GGML_TASK_INIT || params->type == GGML_TASK_FINALIZE) { return; } - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - const int64_t ne2 = dst->ne[2]; - const int64_t ne3 = dst->ne[3]; + assert(src0->nb[0] == sizeof(float)); + assert(dst->nb[0] == sizeof(float)); const int64_t ne00 = src0->ne[0]; const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - const int64_t ne03 = src0->ne[3]; - - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; - const size_t nb00 = src0->nb[0]; const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; + const size_t nb0 = dst->nb[0]; + + for (int64_t i1 = 0; i1 < ne01; i1++) { + float * src = (float *) ((char *) src0->data + i1*nb01); + int32_t * dst_ = (int32_t *) ((char *) dst->data + i1*nb0); + int v = 0; + ggml_vec_argmax_f32(ne00, &v, src); + dst_[0] = v; + } +} + +static void ggml_compute_forward_argmax( + const struct ggml_compute_params * params, + const struct ggml_tensor * src0, + struct ggml_tensor * dst) { + switch (src0->type) { + case GGML_TYPE_F32: + { + ggml_compute_forward_argmax_f32(params, src0, dst); + } break; + default: + { + GGML_ASSERT(false); + } break; + } +} + +// ggml_compute_forward_repeat + +static void ggml_compute_forward_repeat_f32( + const struct ggml_compute_params * params, + const struct ggml_tensor * src0, + struct ggml_tensor * dst) { + GGML_ASSERT(params->ith == 0); + GGML_ASSERT(ggml_can_repeat(src0, dst)); + + if (params->type == GGML_TASK_INIT || params->type == GGML_TASK_FINALIZE) { + return; + } + + GGML_TENSOR_UNARY_OP_LOCALS; // guaranteed to be an integer due to the check in ggml_can_repeat const int nr0 = (int)(ne0/ne00); @@ -9676,25 +9648,7 @@ static void ggml_compute_forward_repeat_back_f32( return; } - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - const int64_t ne2 = dst->ne[2]; - const int64_t ne3 = dst->ne[3]; - - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - const int64_t ne03 = src0->ne[3]; - - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; - - const size_t nb00 = src0->nb[0]; - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; + GGML_TENSOR_UNARY_OP_LOCALS; // guaranteed to be an integer due to the check in ggml_can_repeat const int nr0 = (int)(ne00/ne0); @@ -9924,6 +9878,90 @@ static void ggml_compute_forward_step( } } +// ggml_compute_forward_tanh + +static void ggml_compute_forward_tanh_f32( + const struct ggml_compute_params * params, + const struct ggml_tensor * src0, + struct ggml_tensor * dst) { + assert(params->ith == 0); + assert(ggml_are_same_shape(src0, dst)); + + if (params->type == GGML_TASK_INIT || params->type == GGML_TASK_FINALIZE) { + return; + } + + const int n = ggml_nrows(src0); + const int nc = src0->ne[0]; + + assert(dst->nb[0] == sizeof(float)); + assert(src0->nb[0] == sizeof(float)); + + for (int i = 0; i < n; i++) { + ggml_vec_tanh_f32(nc, + (float *) ((char *) dst->data + i*( dst->nb[1])), + (float *) ((char *) src0->data + i*(src0->nb[1]))); + } +} + +static void ggml_compute_forward_tanh( + const struct ggml_compute_params * params, + const struct ggml_tensor * src0, + struct ggml_tensor * dst) { + switch (src0->type) { + case GGML_TYPE_F32: + { + ggml_compute_forward_tanh_f32(params, src0, dst); + } break; + default: + { + GGML_ASSERT(false); + } break; + } +} + +// ggml_compute_forward_elu + +static void ggml_compute_forward_elu_f32( + const struct ggml_compute_params * params, + const struct ggml_tensor * src0, + struct ggml_tensor * dst) { + assert(params->ith == 0); + assert(ggml_are_same_shape(src0, dst)); + + if (params->type == GGML_TASK_INIT || params->type == GGML_TASK_FINALIZE) { + return; + } + + const int n = ggml_nrows(src0); + const int nc = src0->ne[0]; + + assert(dst->nb[0] == sizeof(float)); + assert(src0->nb[0] == sizeof(float)); + + for (int i = 0; i < n; i++) { + ggml_vec_elu_f32(nc, + (float *) ((char *) dst->data + i*( dst->nb[1])), + (float *) ((char *) src0->data + i*(src0->nb[1]))); + } +} + +static void ggml_compute_forward_elu( + const struct ggml_compute_params * params, + const struct ggml_tensor * src0, + struct ggml_tensor * dst) { + switch (src0->type) { + case GGML_TYPE_F32: + { + ggml_compute_forward_elu_f32(params, src0, dst); + } break; + default: + { + GGML_ASSERT(false); + } break; + } +} + // ggml_compute_forward_relu static void ggml_compute_forward_relu_f32( @@ -10225,18 +10263,7 @@ static void ggml_compute_forward_norm_f32( const int ith = params->ith; const int nth = params->nth; - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - const int64_t ne03 = src0->ne[3]; - - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; + GGML_TENSOR_UNARY_OP_LOCALS; const float eps = 1e-5f; // TODO: make this a parameter @@ -10302,18 +10329,7 @@ static void ggml_compute_forward_rms_norm_f32( const int ith = params->ith; const int nth = params->nth; - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - const int64_t ne03 = src0->ne[3]; - - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; + GGML_TENSOR_UNARY_OP_LOCALS; const float eps = 1e-6f; // TODO: make this a parameter @@ -10378,22 +10394,7 @@ static void ggml_compute_forward_rms_norm_back_f32( const int ith = params->ith; const int nth = params->nth; - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - const int64_t ne03 = src0->ne[3]; - - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - - const size_t nb11 = src1->nb[1]; - const size_t nb12 = src1->nb[2]; - const size_t nb13 = src1->nb[3]; - - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; + GGML_TENSOR_BINARY_OP_LOCALS; const float eps = 1e-6f; // TODO: make this a parameter @@ -10537,422 +10538,51 @@ static void ggml_compute_forward_rms_norm_back( const struct ggml_compute_params * params, const struct ggml_tensor * src0, const struct ggml_tensor * src1, - struct ggml_tensor * dst) { - switch (src0->type) { - case GGML_TYPE_F32: - { - ggml_compute_forward_rms_norm_back_f32(params, src0, src1, dst); - } break; - default: - { - GGML_ASSERT(false); - } break; - } -} - - -// ggml_compute_forward_mul_mat - -#if defined(GGML_USE_ACCELERATE) || defined(GGML_USE_OPENBLAS) -// helper function to determine if it is better to use BLAS or not -// for large matrices, BLAS is faster -static bool ggml_compute_forward_mul_mat_use_blas( - const struct ggml_tensor * src0, - const struct ggml_tensor * src1, - struct ggml_tensor * dst) { - //const int64_t ne00 = src0->ne[0]; - //const int64_t ne01 = src0->ne[1]; - - const int64_t ne10 = src1->ne[0]; - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - - // TODO: find the optimal values for these - if (ggml_is_contiguous(src0) && - ggml_is_contiguous(src1) && - (ne0 >= 32 && ne1 >= 32 && ne10 >= 32)) { - - /*printf("BLAS: %d %d %d %d %d\n", ne0, ne1, ne10, ne00, ne01);*/ - return true; - } - - return false; -} -#endif - -static void ggml_compute_forward_mul_mat_f32( - const struct ggml_compute_params * params, - const struct ggml_tensor * src0, - const struct ggml_tensor * src1, - struct ggml_tensor * dst) { - int64_t t0 = ggml_perf_time_us(); - UNUSED(t0); - - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - const int64_t ne03 = src0->ne[3]; - -#if defined(GGML_USE_ACCELERATE) || defined(GGML_USE_OPENBLAS) - const int64_t ne10 = src1->ne[0]; -#endif - const int64_t ne11 = src1->ne[1]; -#ifndef NDEBUG - const int64_t ne12 = src1->ne[2]; - const int64_t ne13 = src1->ne[3]; - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - const int64_t ne2 = dst->ne[2]; - const int64_t ne3 = dst->ne[3]; - - const int nb00 = src0->nb[0]; -#endif - const int nb01 = src0->nb[1]; - const int nb02 = src0->nb[2]; - const int nb03 = src0->nb[3]; - -#ifndef NDEBUG - const int nb10 = src1->nb[0]; -#endif - const int nb11 = src1->nb[1]; - const int nb12 = src1->nb[2]; - const int nb13 = src1->nb[3]; - - const int nb0 = dst->nb[0]; - const int nb1 = dst->nb[1]; - const int nb2 = dst->nb[2]; - const int nb3 = dst->nb[3]; - - const int ith = params->ith; - const int nth = params->nth; - - assert(ne02 == ne12); - assert(ne03 == ne13); - assert(ne2 == ne12); - assert(ne3 == ne13); - - // we don't support permuted src0 or src1 - assert(nb00 == sizeof(float)); - assert(nb10 == sizeof(float)); - - // dst cannot be transposed or permuted - assert(nb0 == sizeof(float)); - assert(nb0 <= nb1); - assert(nb1 <= nb2); - assert(nb2 <= nb3); - - assert(ne0 == ne01); - assert(ne1 == ne11); - assert(ne2 == ne02); - assert(ne3 == ne03); - - // nb01 >= nb00 - src0 is not transposed - // compute by src0 rows - -#if defined(GGML_USE_CLBLAST) - if (ggml_cl_can_mul_mat(src0, src1, dst)) { - if (params->ith == 0 && params->type == GGML_TASK_COMPUTE) { - ggml_cl_mul_mat(src0, src1, dst, params->wdata, params->wsize); - } - return; - } -#endif - -#if defined(GGML_USE_ACCELERATE) || defined(GGML_USE_OPENBLAS) - if (ggml_compute_forward_mul_mat_use_blas(src0, src1, dst)) { - if (params->ith != 0) { - return; - } - - if (params->type == GGML_TASK_INIT) { - return; - } - - if (params->type == GGML_TASK_FINALIZE) { - return; - } - - for (int64_t i03 = 0; i03 < ne03; i03++) { - for (int64_t i02 = 0; i02 < ne02; i02++) { - const float * x = (float *) ((char *) src0->data + i02*nb02 + i03*nb03); - const float * y = (float *) ((char *) src1->data + i02*nb12 + i03*nb13); - float * d = (float *) ((char *) dst->data + i02*nb2 + i03*nb3); - - cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans, - ne11, ne01, ne10, - 1.0f, y, ne10, - x, ne00, - 0.0f, d, ne01); - } - } - //printf("CBLAS F32 = %f ms, %d x %d x %d x %d\n", (ggml_perf_time_us() - t0)/1000.0, ne0, ne1, ne2, ne3); - - return; - } -#endif - - if (params->type == GGML_TASK_INIT) { - return; - } - - if (params->type == GGML_TASK_FINALIZE) { - return; - } - - // parallelize by src0 rows using ggml_vec_dot_f32 - - // total rows in src0 - const int nr = ne01*ne02*ne03; - - // rows per thread - const int dr = (nr + nth - 1)/nth; - - // row range for this thread - const int ir0 = dr*ith; - const int ir1 = MIN(ir0 + dr, nr); - - for (int ir = ir0; ir < ir1; ++ir) { - // src0 indices - const int i03 = ir/(ne02*ne01); - const int i02 = (ir - i03*ne02*ne01)/ne01; - const int i01 = (ir - i03*ne02*ne01 - i02*ne01); - - for (int64_t ic = 0; ic < ne11; ++ic) { - // src1 indices - const int i13 = i03; - const int i12 = i02; - const int i11 = ic; - - // dst indices - const int i0 = i01; - const int i1 = i11; - const int i2 = i02; - const int i3 = i03; - - ggml_vec_dot_f32(ne00, - (float *) ((char *) dst->data + (i0*nb0 + i1*nb1 + i2*nb2 + i3*nb3)), - (float *) ((char *) src0->data + (i01*nb01 + i02*nb02 + i03*nb03)), - (float *) ((char *) src1->data + (i11*nb11 + i12*nb12 + i13*nb13))); - } - } - - //int64_t t1 = ggml_perf_time_us(); - //static int64_t acc = 0; - //acc += t1 - t0; - //if (t1 - t0 > 10) { - // printf("\n"); - // printf("ne00 = %5d, ne01 = %5d, ne02 = %5d, ne03 = %5d\n", ne00, ne01, ne02, ne03); - // printf("nb00 = %5d, nb01 = %5d, nb02 = %5d, nb03 = %5d\n", nb00, nb01, nb02, nb03); - // printf("ne10 = %5d, ne11 = %5d, ne12 = %5d, ne13 = %5d\n", ne10, ne11, ne12, ne13); - // printf("nb10 = %5d, nb11 = %5d, nb12 = %5d, nb13 = %5d\n", nb10, nb11, nb12, nb13); - - // printf("XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX task %d/%d: %d us, acc = %d\n", ith, nth, (int) (t1 - t0), (int) acc); - //} -} - -static void ggml_compute_forward_mul_mat_f16_f32( - const struct ggml_compute_params * params, - const struct ggml_tensor * src0, - const struct ggml_tensor * src1, - struct ggml_tensor * dst) { - int64_t t0 = ggml_perf_time_us(); - UNUSED(t0); - - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - const int64_t ne03 = src0->ne[3]; - - const int64_t ne10 = src1->ne[0]; - const int64_t ne11 = src1->ne[1]; - const int64_t ne12 = src1->ne[2]; - const int64_t ne13 = src1->ne[3]; - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - const int64_t ne2 = dst->ne[2]; - const int64_t ne3 = dst->ne[3]; - //const int64_t ne = ne0*ne1*ne2*ne3; - - const int nb00 = src0->nb[0]; - const int nb01 = src0->nb[1]; - const int nb02 = src0->nb[2]; - const int nb03 = src0->nb[3]; - - const int nb10 = src1->nb[0]; - const int nb11 = src1->nb[1]; - const int nb12 = src1->nb[2]; - const int nb13 = src1->nb[3]; - - const int nb0 = dst->nb[0]; - const int nb1 = dst->nb[1]; - const int nb2 = dst->nb[2]; - const int nb3 = dst->nb[3]; - - const int ith = params->ith; - const int nth = params->nth; - - GGML_ASSERT(ne02 == ne12); - GGML_ASSERT(ne03 == ne13); - GGML_ASSERT(ne2 == ne12); - GGML_ASSERT(ne3 == ne13); - - // TODO: we don't support permuted src0 - GGML_ASSERT(nb00 == sizeof(ggml_fp16_t)); - - // dst cannot be transposed or permuted - GGML_ASSERT(nb0 == sizeof(float)); - GGML_ASSERT(nb0 <= nb1); - GGML_ASSERT(nb1 <= nb2); - GGML_ASSERT(nb2 <= nb3); - - GGML_ASSERT(ne0 == ne01); - GGML_ASSERT(ne1 == ne11); - GGML_ASSERT(ne2 == ne02); - GGML_ASSERT(ne3 == ne03); - - // nb01 >= nb00 - src0 is not transposed - // compute by src0 rows - -#if defined(GGML_USE_CLBLAST) - if (ggml_cl_can_mul_mat(src0, src1, dst)) { - if (params->ith == 0 && params->type == GGML_TASK_COMPUTE) { - ggml_cl_mul_mat(src0, src1, dst, params->wdata, params->wsize); - } - return; - } -#endif - -#if defined(GGML_USE_ACCELERATE) || defined(GGML_USE_OPENBLAS) - if (ggml_compute_forward_mul_mat_use_blas(src0, src1, dst)) { - GGML_ASSERT(nb10 == sizeof(float)); - - if (params->ith != 0) { - return; - } - - if (params->type == GGML_TASK_INIT) { - return; - } - - if (params->type == GGML_TASK_FINALIZE) { - return; - } - - for (int64_t i03 = 0; i03 < ne03; i03++) { - for (int64_t i02 = 0; i02 < ne02; i02++) { - float * const wdata = params->wdata; - { - size_t id = 0; - for (int64_t i01 = 0; i01 < ne01; ++i01) { - for (int64_t i00 = 0; i00 < ne00; ++i00) { - wdata[id++] = GGML_FP16_TO_FP32(*(ggml_fp16_t *) ((char *) src0->data + i03*nb03 + i02*nb02 + i01*nb01 + i00*nb00)); - } - } - - assert(id*sizeof(float) <= params->wsize); - } - - const float * x = wdata; - const float * y = (float *) ((char *) src1->data + i02*nb12 + i03*nb13); - - float * d = (float *) ((char *) dst->data + i02*nb2 + i03*nb3); - - // zT = y * xT - cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans, - ne11, ne01, ne10, - 1.0f, y, ne10, - x, ne00, - 0.0f, d, ne01); - } - } - - /*printf("CBLAS F16 = %f ms, %d x %d x %d x %d\n", (ggml_perf_time_us() - t0)/1000.0, ne0, ne1, ne2, ne3);*/ - - return; - } -#endif - - if (params->type == GGML_TASK_INIT) { - ggml_fp16_t * const wdata = params->wdata; - - size_t id = 0; - for (int64_t i13 = 0; i13 < ne13; ++i13) { - for (int64_t i12 = 0; i12 < ne12; ++i12) { - for (int64_t i11 = 0; i11 < ne11; ++i11) { - for (int64_t i10 = 0; i10 < ne10; ++i10) { - wdata[id++] = GGML_FP32_TO_FP16(*(float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11 + i10*nb10)); - } - } - } - } - - GGML_ASSERT(id*sizeof(ggml_fp16_t) <= params->wsize); - - return; - } - - if (params->type == GGML_TASK_FINALIZE) { - return; - } - - // fp16 -> half the size, so divide by 2 - // TODO: do not support transposed src1 - assert(nb10/2 == sizeof(ggml_fp16_t)); - - // parallelize by src0 rows using ggml_vec_dot_f16 - - // total rows in src0 - const int nr = ne01*ne02*ne03; - - // rows per thread - const int dr = (nr + nth - 1)/nth; - - // row range for this thread - const int ir0 = dr*ith; - const int ir1 = MIN(ir0 + dr, nr); + struct ggml_tensor * dst) { + switch (src0->type) { + case GGML_TYPE_F32: + { + ggml_compute_forward_rms_norm_back_f32(params, src0, src1, dst); + } break; + default: + { + GGML_ASSERT(false); + } break; + } +} - ggml_fp16_t * wdata = params->wdata; - for (int ir = ir0; ir < ir1; ++ir) { - // src0 indices - const int i03 = ir/(ne02*ne01); - const int i02 = (ir - i03*ne02*ne01)/ne01; - const int i01 = (ir - i03*ne02*ne01 - i02*ne01); +// ggml_compute_forward_mul_mat - const int i13 = i03; - const int i12 = i02; +#if defined(GGML_USE_ACCELERATE) || defined(GGML_USE_OPENBLAS) +// helper function to determine if it is better to use BLAS or not +// for large matrices, BLAS is faster +static bool ggml_compute_forward_mul_mat_use_blas( + const struct ggml_tensor * src0, + const struct ggml_tensor * src1, + struct ggml_tensor * dst) { + //const int64_t ne00 = src0->ne[0]; + //const int64_t ne01 = src0->ne[1]; - const int i0 = i01; - const int i2 = i02; - const int i3 = i03; + const int64_t ne10 = src1->ne[0]; - ggml_fp16_t * src0_row = (ggml_fp16_t *) ((char *) src0->data + (i01*nb01 + i02*nb02 + i03*nb03)); - ggml_fp16_t * src1_col = wdata + ( 0 + i12*ne11 + i13*ne12*ne11)*ne00; + const int64_t ne0 = dst->ne[0]; + const int64_t ne1 = dst->ne[1]; - float * dst_col = (float *) ((char *) dst->data + (i0*nb0 + 0*nb1 + i2*nb2 + i3*nb3)); + // TODO: find the optimal values for these + if (ggml_is_contiguous(src0) && + ggml_is_contiguous(src1) && + (ne0 >= 32 && ne1 >= 32 && ne10 >= 32)) { - for (int64_t ic = 0; ic < ne11; ++ic) { - ggml_vec_dot_f16(ne00, &dst_col[ic*ne0], src0_row, src1_col + ic*ne00); - } + /*printf("BLAS: %d %d %d %d %d\n", ne0, ne1, ne10, ne00, ne01);*/ + return true; } - //int64_t t1 = ggml_time_us(); - //static int64_t acc = 0; - //acc += t1 - t0; - //if (t1 - t0 > 10) { - // printf("\n"); - // printf("ne00 = %5d, ne01 = %5d, ne02 = %5d, ne03 = %5d\n", ne00, ne01, ne02, ne03); - // printf("nb00 = %5d, nb01 = %5d, nb02 = %5d, nb03 = %5d\n", nb00, nb01, nb02, nb03); - // printf("ne10 = %5d, ne11 = %5d, ne12 = %5d, ne13 = %5d\n", ne10, ne11, ne12, ne13); - - // printf("XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX task %d/%d: %d us, acc = %d\n", ith, nth, (int) (t1 - t0), (int) acc); - //} + return false; } +#endif -static void ggml_compute_forward_mul_mat_q_f32( +static void ggml_compute_forward_mul_mat( const struct ggml_compute_params * params, const struct ggml_tensor * src0, const struct ggml_tensor * src1, @@ -10960,35 +10590,7 @@ static void ggml_compute_forward_mul_mat_q_f32( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - const int64_t ne03 = src0->ne[3]; - - const int64_t ne10 = src1->ne[0]; - const int64_t ne11 = src1->ne[1]; - const int64_t ne12 = src1->ne[2]; - const int64_t ne13 = src1->ne[3]; - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - const int64_t ne2 = dst->ne[2]; - const int64_t ne3 = dst->ne[3]; - - const int nb00 = src0->nb[0]; - const int nb01 = src0->nb[1]; - const int nb02 = src0->nb[2]; - const int nb03 = src0->nb[3]; - - const int nb10 = src1->nb[0]; - const int nb11 = src1->nb[1]; - const int nb12 = src1->nb[2]; - const int nb13 = src1->nb[3]; - - const int nb0 = dst->nb[0]; - const int nb1 = dst->nb[1]; - const int nb2 = dst->nb[2]; - const int nb3 = dst->nb[3]; + GGML_TENSOR_BINARY_OP_LOCALS; const int ith = params->ith; const int nth = params->nth; @@ -10999,12 +10601,13 @@ static void ggml_compute_forward_mul_mat_q_f32( GGML_ASSERT(ne3 == ne13); const enum ggml_type type = src0->type; - quantize_row_q_t const quantize_row_q_dot = quantize_fns[type].quantize_row_q_dot; - vec_dot_q_t const vec_dot_q = quantize_fns[type].vec_dot_q; - enum ggml_type const vec_dot_type = quantize_fns[type].vec_dot_type; + + ggml_vec_dot_t const vec_dot = type_traits[type].vec_dot; + enum ggml_type const vec_dot_type = type_traits[type].vec_dot_type; + ggml_from_float_t const from_float_to_vec_dot = type_traits[vec_dot_type].from_float; // we don't support permuted src0 or src1 - GGML_ASSERT(nb00 == (int) GGML_TYPE_SIZE[type]); + GGML_ASSERT(nb00 == GGML_TYPE_SIZE[type]); GGML_ASSERT(nb10 == sizeof(float)); // dst cannot be transposed or permuted @@ -11044,27 +10647,27 @@ static void ggml_compute_forward_mul_mat_q_f32( return; } - float * const wdata = params->wdata; - dequantize_row_q_t const dequantize_row_q = quantize_fns[type].dequantize_row_q; - for (int64_t i03 = 0; i03 < ne03; i03++) { for (int64_t i02 = 0; i02 < ne02; i02++) { + const void * x = (char *) src0->data + i03*nb03 + i02*nb02; const float * y = (float *) ((char *) src1->data + i02*nb12 + i03*nb13); float * d = (float *) ((char *) dst->data + i02*nb2 + i03*nb3); - { + if (type != GGML_TYPE_F32) { + float * const wdata = params->wdata; + ggml_to_float_t const to_float = type_traits[type].to_float; + size_t id = 0; for (int64_t i01 = 0; i01 < ne01; ++i01) { - dequantize_row_q((char *) src0->data + i03*nb03 + i02*nb02 + i01*nb01, wdata + id, ne00); + to_float((char *) src0->data + i03*nb03 + i02*nb02 + i01*nb01, wdata + id, ne00); id += ne00; } assert(id*sizeof(float) <= params->wsize); + x = wdata; } - const float * x = wdata; - cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans, ne11, ne01, ne10, 1.0f, y, ne10, @@ -11080,14 +10683,16 @@ static void ggml_compute_forward_mul_mat_q_f32( #endif if (params->type == GGML_TASK_INIT) { - char * wdata = params->wdata; - const size_t row_size = ne10*GGML_TYPE_SIZE[vec_dot_type]/GGML_BLCK_SIZE[vec_dot_type]; - - for (int64_t i13 = 0; i13 < ne13; ++i13) { - for (int64_t i12 = 0; i12 < ne12; ++i12) { - for (int64_t i11 = 0; i11 < ne11; ++i11) { - quantize_row_q_dot((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), (void *) wdata, ne10); - wdata += row_size; + if (src1->type != vec_dot_type) { + char * wdata = params->wdata; + const size_t row_size = ne10*GGML_TYPE_SIZE[vec_dot_type]/GGML_BLCK_SIZE[vec_dot_type]; + + for (int64_t i13 = 0; i13 < ne13; ++i13) { + for (int64_t i12 = 0; i12 < ne12; ++i12) { + for (int64_t i11 = 0; i11 < ne11; ++i11) { + from_float_to_vec_dot((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), (void *) wdata, ne10); + wdata += row_size; + } } } } @@ -11111,7 +10716,7 @@ static void ggml_compute_forward_mul_mat_q_f32( const int ir0 = dr*ith; const int ir1 = MIN(ir0 + dr, nr); - void * wdata = params->wdata; + void * wdata = (src1->type == vec_dot_type) ? src1->data : params->wdata; const size_t row_size = ne00*GGML_TYPE_SIZE[vec_dot_type]/GGML_BLCK_SIZE[vec_dot_type]; for (int ir = ir0; ir < ir1; ++ir) { @@ -11135,7 +10740,7 @@ static void ggml_compute_forward_mul_mat_q_f32( assert(ne00 % 32 == 0); for (int64_t ic = 0; ic < ne11; ++ic) { - vec_dot_q(ne00, &dst_col[ic*ne0], src0_row, (void *) (src1_col + ic*row_size)); + vec_dot(ne00, &dst_col[ic*ne0], src0_row, (void *) (src1_col + ic*row_size)); } } @@ -11152,40 +10757,6 @@ static void ggml_compute_forward_mul_mat_q_f32( //} } -static void ggml_compute_forward_mul_mat( - const struct ggml_compute_params * params, - const struct ggml_tensor * src0, - const struct ggml_tensor * src1, - struct ggml_tensor * dst) { - switch (src0->type) { - case GGML_TYPE_Q4_0: - case GGML_TYPE_Q4_1: - case GGML_TYPE_Q5_0: - case GGML_TYPE_Q5_1: - case GGML_TYPE_Q8_0: - case GGML_TYPE_Q8_1: - case GGML_TYPE_Q2_K: - case GGML_TYPE_Q3_K: - case GGML_TYPE_Q4_K: - case GGML_TYPE_Q5_K: - case GGML_TYPE_Q6_K: - { - ggml_compute_forward_mul_mat_q_f32(params, src0, src1, dst); - } break; - case GGML_TYPE_F16: - { - ggml_compute_forward_mul_mat_f16_f32(params, src0, src1, dst); - } break; - case GGML_TYPE_F32: - { - ggml_compute_forward_mul_mat_f32(params, src0, src1, dst); - } break; - default: - { - GGML_ASSERT(false); - } break; - } -} // ggml_compute_forward_out_prod @@ -11198,35 +10769,7 @@ static void ggml_compute_forward_out_prod_f32( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - const int64_t ne03 = src0->ne[3]; - - const int64_t ne10 = src1->ne[0]; - //const int64_t ne11 = src1->ne[1]; - const int64_t ne12 = src1->ne[2]; - const int64_t ne13 = src1->ne[3]; - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - const int64_t ne2 = dst->ne[2]; - const int64_t ne3 = dst->ne[3]; - - const int nb00 = src0->nb[0]; - const int nb01 = src0->nb[1]; - const int nb02 = src0->nb[2]; - const int nb03 = src0->nb[3]; - - const int nb10 = src1->nb[0]; - const int nb11 = src1->nb[1]; - const int nb12 = src1->nb[2]; - const int nb13 = src1->nb[3]; - - const int nb0 = dst->nb[0]; - const int nb1 = dst->nb[1]; - const int nb2 = dst->nb[2]; - const int nb3 = dst->nb[3]; + GGML_TENSOR_BINARY_OP_LOCALS; const int ith = params->ith; const int nth = params->nth; @@ -11461,15 +11004,8 @@ static void ggml_compute_forward_set_f32( const int nr = ggml_nrows(src1); const int nc = src1->ne[0]; - const int64_t ne10 = src1->ne[0]; - const int64_t ne11 = src1->ne[1]; - const int64_t ne12 = src1->ne[2]; - const int64_t ne13 = src1->ne[3]; - - const size_t nb10 = src1->nb[0]; - const size_t nb11 = src1->nb[1]; - const size_t nb12 = src1->nb[2]; - const size_t nb13 = src1->nb[3]; + GGML_TENSOR_LOCALS(int64_t, ne1, src1, ne); + GGML_TENSOR_LOCALS(size_t, nb1, src1, nb); // src0 and dst as viewed during set const size_t nb0 = ggml_element_size(src0); @@ -11610,7 +11146,7 @@ static void ggml_compute_forward_get_rows_q( const int nc = src0->ne[0]; const int nr = ggml_nelements(src1); const enum ggml_type type = src0->type; - dequantize_row_q_t const dequantize_row_q = quantize_fns[type].dequantize_row_q; + ggml_to_float_t const dequantize_row_q = type_traits[type].to_float; assert( dst->ne[0] == nc); assert( dst->ne[1] == nr); @@ -11860,29 +11396,14 @@ static void ggml_compute_forward_diag_f32( // TODO: handle transposed/permuted matrices - const int ne00 = src0->ne[0]; - const int ne01 = src0->ne[1]; - const int ne02 = src0->ne[2]; - const int ne03 = src0->ne[3]; - const int ne0 = dst->ne[0]; - const int ne1 = dst->ne[1]; - const int ne2 = dst->ne[2]; - const int ne3 = dst->ne[3]; + GGML_TENSOR_UNARY_OP_LOCALS; + GGML_ASSERT(ne00 == ne0); GGML_ASSERT(ne00 == ne1); GGML_ASSERT(ne01 == 1); GGML_ASSERT(ne02 == ne2); GGML_ASSERT(ne03 == ne3); - const int nb00 = src0->nb[0]; - //const int nb01 = src0->nb[1]; - const int nb02 = src0->nb[2]; - const int nb03 = src0->nb[3]; - const int nb0 = dst->nb[0]; - const int nb1 = dst->nb[1]; - const int nb2 = dst->nb[2]; - const int nb3 = dst->nb[3]; - GGML_ASSERT(nb00 == sizeof(float)); GGML_ASSERT(nb0 == sizeof(float)); @@ -12459,20 +11980,7 @@ static void ggml_compute_forward_rope_f32( assert(n_past >= 0); - const size_t nb00 = src0->nb[0]; - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - const int64_t ne2 = dst->ne[2]; - const int64_t ne3 = dst->ne[3]; - - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; + GGML_TENSOR_UNARY_OP_LOCALS; //printf("ne0: %d, ne1: %d, ne2: %d, ne3: %d\n", ne0, ne1, ne2, ne3); //printf("n_past = %d, ne2 = %d\n", n_past, ne2); @@ -12497,7 +12005,7 @@ static void ggml_compute_forward_rope_f32( // row index used to determine which thread to use int ir = 0; - const float theta_scale = powf(10000.0, -2.0f/n_dims); + const float theta_scale = get_theta_scale(n_dims,n_past,n_ctx); const bool is_neox = mode & 2; const bool is_glm = mode & 4; @@ -12537,9 +12045,7 @@ static void ggml_compute_forward_rope_f32( dst_data[n_dims/2*3] = x2*sin_block_theta + x3*cos_block_theta; } } else if (!is_neox) { - if (n_ctx > GGML_TRAINING_CTX) { - theta = theta * GGML_TRAINING_CTX / n_ctx; - } + for (int64_t i0 = 0; i0 < ne0; i0 += 2) { const float cos_theta = cosf(theta); const float sin_theta = sinf(theta); @@ -12602,20 +12108,7 @@ static void ggml_compute_forward_rope_f16( assert(n_past >= 0); - const size_t nb00 = src0->nb[0]; - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - const int64_t ne2 = dst->ne[2]; - const int64_t ne3 = dst->ne[3]; - - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; + GGML_TENSOR_UNARY_OP_LOCALS; //printf("ne0: %d, ne1: %d, ne2: %d, ne3: %d\n", ne0, ne1, ne2, ne3); //printf("n_past = %d, ne2 = %d\n", n_past, ne2); @@ -12640,7 +12133,7 @@ static void ggml_compute_forward_rope_f16( // row index used to determine which thread to use int ir = 0; - const float theta_scale = powf(10000.0, -2.0f/n_dims); + const float theta_scale = get_theta_scale(n_dims,n_past,n_ctx); const bool is_neox = mode & 2; const bool is_glm = mode & 4; @@ -12680,9 +12173,6 @@ static void ggml_compute_forward_rope_f16( dst_data[n_dims/2*3] = GGML_FP32_TO_FP16(x2*sin_block_theta + x3*cos_block_theta); } } if (!is_neox) { - if (n_ctx > GGML_TRAINING_CTX) { - theta = theta * GGML_TRAINING_CTX / n_ctx; - } for (int64_t i0 = 0; i0 < ne0; i0 += 2) { const float cos_theta = cosf(theta); const float sin_theta = sinf(theta); @@ -12772,21 +12262,7 @@ static void ggml_compute_forward_rope_back_f32( assert(n_past >= 0); - const size_t nb00 = src0->nb[0]; - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - const int64_t ne2 = dst->ne[2]; - const int64_t ne3 = dst->ne[3]; - - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; - + GGML_TENSOR_UNARY_OP_LOCALS; //printf("ne0: %d, ne1: %d, ne2: %d, ne3: %d\n", ne0, ne1, ne2, ne3); //printf("n_past = %d, ne2 = %d\n", n_past, ne2); @@ -12808,7 +12284,7 @@ static void ggml_compute_forward_rope_back_f32( // row index used to determine which thread to use int ir = 0; - const float theta_scale = powf(10000.0, -2.0f/n_dims); + const float theta_scale = get_theta_scale(n_dims,n_past,n_ctx); const bool is_neox = mode & 2; @@ -12822,9 +12298,6 @@ static void ggml_compute_forward_rope_back_f32( float theta = (float)p; if (!is_neox) { - if (n_ctx > GGML_TRAINING_CTX) { - theta = theta * GGML_TRAINING_CTX / n_ctx; - } for (int64_t i0 = 0; i0 < ne0; i0 += 2) { const float cos_theta = cosf(theta); const float sin_theta = sinf(theta); @@ -12889,21 +12362,7 @@ static void ggml_compute_forward_rope_back_f16( assert(n_past >= 0); - const size_t nb00 = src0->nb[0]; - const size_t nb01 = src0->nb[1]; - const size_t nb02 = src0->nb[2]; - const size_t nb03 = src0->nb[3]; - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - const int64_t ne2 = dst->ne[2]; - const int64_t ne3 = dst->ne[3]; - - const size_t nb0 = dst->nb[0]; - const size_t nb1 = dst->nb[1]; - const size_t nb2 = dst->nb[2]; - const size_t nb3 = dst->nb[3]; - + GGML_TENSOR_UNARY_OP_LOCALS; //printf("ne0: %d, ne1: %d, ne2: %d, ne3: %d\n", ne0, ne1, ne2, ne3); //printf("n_past = %d, ne2 = %d\n", n_past, ne2); @@ -12925,7 +12384,7 @@ static void ggml_compute_forward_rope_back_f16( // row index used to determine which thread to use int ir = 0; - const float theta_scale = powf(10000.0, -2.0f/n_dims); + const float theta_scale = get_theta_scale(n_dims,n_past,n_ctx); const bool is_neox = mode & 2; @@ -12939,9 +12398,6 @@ static void ggml_compute_forward_rope_back_f16( float theta = (float)p; if (!is_neox) { - if (n_ctx > GGML_TRAINING_CTX) { - theta = theta * GGML_TRAINING_CTX / n_ctx; - } for (int64_t i0 = 0; i0 < ne0; i0 += 2) { const float cos_theta = cosf(theta); const float sin_theta = sinf(theta); @@ -13004,7 +12460,7 @@ static void ggml_compute_forward_rope_back( } } -// ggml_compute_forward_conv_1d_s1_ph +// ggml_compute_forward_conv_1d static void ggml_compute_forward_conv_1d_s1_ph_f16_f32( const struct ggml_compute_params * params, @@ -13018,36 +12474,7 @@ static void ggml_compute_forward_conv_1d_s1_ph_f16_f32( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - //const int64_t ne03 = src0->ne[3]; - - const int64_t ne10 = src1->ne[0]; - const int64_t ne11 = src1->ne[1]; - //const int64_t ne12 = src1->ne[2]; - //const int64_t ne13 = src1->ne[3]; - - //const int64_t ne0 = dst->ne[0]; - //const int64_t ne1 = dst->ne[1]; - //const int64_t ne2 = dst->ne[2]; - //const int64_t ne3 = dst->ne[3]; - //const int64_t ne = ne0*ne1*ne2*ne3; - - const int nb00 = src0->nb[0]; - const int nb01 = src0->nb[1]; - const int nb02 = src0->nb[2]; - //const int nb03 = src0->nb[3]; - - const int nb10 = src1->nb[0]; - const int nb11 = src1->nb[1]; - //const int nb12 = src1->nb[2]; - //const int nb13 = src1->nb[3]; - - //const int nb0 = dst->nb[0]; - const int nb1 = dst->nb[1]; - //const int nb2 = dst->nb[2]; - //const int nb3 = dst->nb[3]; + GGML_TENSOR_BINARY_OP_LOCALS; const int ith = params->ith; const int nth = params->nth; @@ -13138,36 +12565,7 @@ static void ggml_compute_forward_conv_1d_s1_ph_f32( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - //const int64_t ne03 = src0->ne[3]; - - const int64_t ne10 = src1->ne[0]; - const int64_t ne11 = src1->ne[1]; - //const int64_t ne12 = src1->ne[2]; - //const int64_t ne13 = src1->ne[3]; - - //const int64_t ne0 = dst->ne[0]; - //const int64_t ne1 = dst->ne[1]; - //const int64_t ne2 = dst->ne[2]; - //const int64_t ne3 = dst->ne[3]; - //const int64_t ne = ne0*ne1*ne2*ne3; - - const int nb00 = src0->nb[0]; - const int nb01 = src0->nb[1]; - const int nb02 = src0->nb[2]; - //const int nb03 = src0->nb[3]; - - const int nb10 = src1->nb[0]; - const int nb11 = src1->nb[1]; - //const int nb12 = src1->nb[2]; - //const int nb13 = src1->nb[3]; - - //const int nb0 = dst->nb[0]; - const int nb1 = dst->nb[1]; - //const int nb2 = dst->nb[2]; - //const int nb3 = dst->nb[3]; + GGML_TENSOR_BINARY_OP_LOCALS; const int ith = params->ith; const int nth = params->nth; @@ -13267,8 +12665,6 @@ static void ggml_compute_forward_conv_1d_s1_ph( } } -// ggml_compute_forward_conv_1d_s2_ph - static void ggml_compute_forward_conv_1d_s2_ph_f16_f32( const struct ggml_compute_params * params, const struct ggml_tensor * src0, @@ -13281,36 +12677,7 @@ static void ggml_compute_forward_conv_1d_s2_ph_f16_f32( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - //const int64_t ne03 = src0->ne[3]; - - const int64_t ne10 = src1->ne[0]; - const int64_t ne11 = src1->ne[1]; - //const int64_t ne12 = src1->ne[2]; - //const int64_t ne13 = src1->ne[3]; - - //const int64_t ne0 = dst->ne[0]; - //const int64_t ne1 = dst->ne[1]; - //const int64_t ne2 = dst->ne[2]; - //const int64_t ne3 = dst->ne[3]; - //const int64_t ne = ne0*ne1*ne2*ne3; - - const int nb00 = src0->nb[0]; - const int nb01 = src0->nb[1]; - const int nb02 = src0->nb[2]; - //const int nb03 = src0->nb[3]; - - const int nb10 = src1->nb[0]; - const int nb11 = src1->nb[1]; - //const int nb12 = src1->nb[2]; - //const int nb13 = src1->nb[3]; - - //const int nb0 = dst->nb[0]; - const int nb1 = dst->nb[1]; - //const int nb2 = dst->nb[2]; - //const int nb3 = dst->nb[3]; + GGML_TENSOR_BINARY_OP_LOCALS; const int ith = params->ith; const int nth = params->nth; @@ -13401,36 +12768,7 @@ static void ggml_compute_forward_conv_1d_s2_ph_f32( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - //const int64_t ne03 = src0->ne[3]; - - const int64_t ne10 = src1->ne[0]; - const int64_t ne11 = src1->ne[1]; - //const int64_t ne12 = src1->ne[2]; - //const int64_t ne13 = src1->ne[3]; - - //const int64_t ne0 = dst->ne[0]; - //const int64_t ne1 = dst->ne[1]; - //const int64_t ne2 = dst->ne[2]; - //const int64_t ne3 = dst->ne[3]; - //const int64_t ne = ne0*ne1*ne2*ne3; - - const int nb00 = src0->nb[0]; - const int nb01 = src0->nb[1]; - const int nb02 = src0->nb[2]; - //const int nb03 = src0->nb[3]; - - const int nb10 = src1->nb[0]; - const int nb11 = src1->nb[1]; - //const int nb12 = src1->nb[2]; - //const int nb13 = src1->nb[3]; - - //const int nb0 = dst->nb[0]; - const int nb1 = dst->nb[1]; - //const int nb2 = dst->nb[2]; - //const int nb3 = dst->nb[3]; + GGML_TENSOR_BINARY_OP_LOCALS; const int ith = params->ith; const int nth = params->nth; @@ -13530,6 +12868,28 @@ static void ggml_compute_forward_conv_1d_s2_ph( } } +// ggml_compute_forward_conv_1d + +static void ggml_compute_forward_conv_1d( + const struct ggml_compute_params * params, + const struct ggml_tensor * src0, + const struct ggml_tensor * src1, + const struct ggml_tensor * opt0, + struct ggml_tensor * dst) { + const int32_t s0 = ((const int32_t*)(opt0->data))[0]; + const int32_t p0 = ((const int32_t*)(opt0->data))[1]; + const int32_t d0 = ((const int32_t*)(opt0->data))[2]; + GGML_ASSERT(d0 == 1); // dilation not supported + GGML_ASSERT(p0 == src0->ne[0]/2); // only half padding supported + if (s0 == 1) { + ggml_compute_forward_conv_1d_s1_ph(params, src0, src1, dst); + } else if (s0 == 2) { + ggml_compute_forward_conv_1d_s2_ph(params, src0, src1, dst); + } else { + GGML_ASSERT(false); // only stride 1 and 2 supported + }; +} + // ggml_compute_forward_conv_2d_sk_p0 static void ggml_compute_forward_conv_2d_sk_p0_f16_f32( @@ -13544,36 +12904,7 @@ static void ggml_compute_forward_conv_2d_sk_p0_f16_f32( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int ne00 = src0->ne[0]; - const int ne01 = src0->ne[1]; - const int ne02 = src0->ne[2]; - //const int ne03 = src0->ne[3]; - - const int ne10 = src1->ne[0]; - //const int ne11 = src1->ne[1]; - const int ne12 = src1->ne[2]; - //const int ne13 = src1->ne[3]; - - const int ne0 = dst->ne[0]; - const int ne1 = dst->ne[1]; - const int ne2 = dst->ne[2]; - //const int ne3 = dst->ne[3]; - //const int ne = ne0*ne1*ne2*ne3; - - const int nb00 = src0->nb[0]; - //const int nb01 = src0->nb[1]; - //const int nb02 = src0->nb[2]; - const int nb03 = src0->nb[3]; - - const int nb10 = src1->nb[0]; - //const int nb11 = src1->nb[1]; - const int nb12 = src1->nb[2]; - //const int nb13 = src1->nb[3]; - - //const int nb0 = dst->nb[0]; - //const int nb1 = dst->nb[1]; - const int nb2 = dst->nb[2]; - //const int nb3 = dst->nb[3]; + GGML_TENSOR_BINARY_OP_LOCALS; const int ith = params->ith; const int nth = params->nth; @@ -13666,6 +12997,34 @@ static void ggml_compute_forward_conv_2d_sk_p0( } } +// ggml_compute_forward_conv_2d + +static void ggml_compute_forward_conv_2d( + const struct ggml_compute_params* params, + const struct ggml_tensor* src0, + const struct ggml_tensor* src1, + const struct ggml_tensor* opt0, + struct ggml_tensor* dst) { + const int32_t s0 = ((const int32_t*)(opt0->data))[0]; + const int32_t s1 = ((const int32_t*)(opt0->data))[1]; + const int32_t p0 = ((const int32_t*)(opt0->data))[2]; + const int32_t p1 = ((const int32_t*)(opt0->data))[3]; + const int32_t d0 = ((const int32_t*)(opt0->data))[4]; + const int32_t d1 = ((const int32_t*)(opt0->data))[5]; + GGML_ASSERT(d0 == 1); // dilation not supported + GGML_ASSERT(d1 == 1); + GGML_ASSERT(p0 == 0); // padding not supported + GGML_ASSERT(p1 == 0); + + if (s0 == src0->ne[0] && s1 == src0->ne[1]) { + ggml_compute_forward_conv_2d_sk_p0(params, src0, src1, dst); + } + else { + GGML_ASSERT(false); // only stride equal to kernel size is supported + }; +} + + // ggml_compute_forward_flash_attn static void ggml_compute_forward_flash_attn_f32( @@ -13678,45 +13037,14 @@ static void ggml_compute_forward_flash_attn_f32( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int64_t neq0 = q->ne[0]; - const int64_t neq1 = q->ne[1]; - const int64_t neq2 = q->ne[2]; - const int64_t neq3 = q->ne[3]; - - const int64_t nek0 = k->ne[0]; - const int64_t nek1 = k->ne[1]; - //const int64_t nek2 = k->ne[2]; - //const int64_t nek3 = k->ne[3]; - - //const int64_t nev0 = v->ne[0]; - const int64_t nev1 = v->ne[1]; - //const int64_t nev2 = v->ne[2]; - //const int64_t nev3 = v->ne[3]; - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - //const int64_t ne2 = dst->ne[2]; - //const int64_t ne3 = dst->ne[3]; - - const int nbk0 = k->nb[0]; - const int nbk1 = k->nb[1]; - const int nbk2 = k->nb[2]; - const int nbk3 = k->nb[3]; - - const int nbq0 = q->nb[0]; - const int nbq1 = q->nb[1]; - const int nbq2 = q->nb[2]; - const int nbq3 = q->nb[3]; - - const int nbv0 = v->nb[0]; - const int nbv1 = v->nb[1]; - const int nbv2 = v->nb[2]; - const int nbv3 = v->nb[3]; - - const int nb0 = dst->nb[0]; - const int nb1 = dst->nb[1]; - const int nb2 = dst->nb[2]; - const int nb3 = dst->nb[3]; + GGML_TENSOR_LOCALS(int64_t, neq, q, ne); + GGML_TENSOR_LOCALS(size_t, nbq, q, nb); + GGML_TENSOR_LOCALS(int64_t, nek, k, ne); + GGML_TENSOR_LOCALS(size_t, nbk, k, nb); + GGML_TENSOR_LOCALS(int64_t, nev, v, ne); + GGML_TENSOR_LOCALS(size_t, nbv, v, nb); + GGML_TENSOR_LOCALS(int64_t, ne, dst, ne); + GGML_TENSOR_LOCALS(size_t, nb, dst, nb); const int ith = params->ith; const int nth = params->nth; @@ -13887,45 +13215,14 @@ static void ggml_compute_forward_flash_attn_f16( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int64_t neq0 = q->ne[0]; - const int64_t neq1 = q->ne[1]; - const int64_t neq2 = q->ne[2]; - const int64_t neq3 = q->ne[3]; - - const int64_t nek0 = k->ne[0]; - const int64_t nek1 = k->ne[1]; - //const int64_t nek2 = k->ne[2]; - //const int64_t nek3 = k->ne[3]; - - //const int64_t nev0 = v->ne[0]; - const int64_t nev1 = v->ne[1]; - //const int64_t nev2 = v->ne[2]; - //const int64_t nev3 = v->ne[3]; - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - //const int64_t ne2 = dst->ne[2]; - //const int64_t ne3 = dst->ne[3]; - - const int nbk0 = k->nb[0]; - const int nbk1 = k->nb[1]; - const int nbk2 = k->nb[2]; - const int nbk3 = k->nb[3]; - - const int nbq0 = q->nb[0]; - const int nbq1 = q->nb[1]; - const int nbq2 = q->nb[2]; - const int nbq3 = q->nb[3]; - - const int nbv0 = v->nb[0]; - const int nbv1 = v->nb[1]; - const int nbv2 = v->nb[2]; - const int nbv3 = v->nb[3]; - - const int nb0 = dst->nb[0]; - const int nb1 = dst->nb[1]; - const int nb2 = dst->nb[2]; - const int nb3 = dst->nb[3]; + GGML_TENSOR_LOCALS(int64_t, neq, q, ne); + GGML_TENSOR_LOCALS(size_t, nbq, q, nb); + GGML_TENSOR_LOCALS(int64_t, nek, k, ne); + GGML_TENSOR_LOCALS(size_t, nbk, k, nb); + GGML_TENSOR_LOCALS(int64_t, nev, v, ne); + GGML_TENSOR_LOCALS(size_t, nbv, v, nb); + GGML_TENSOR_LOCALS(int64_t, ne, dst, ne); + GGML_TENSOR_LOCALS(size_t, nb, dst, nb); const int ith = params->ith; const int nth = params->nth; @@ -14159,65 +13456,18 @@ static void ggml_compute_forward_flash_ff_f16( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int64_t nea0 = a->ne[0]; - const int64_t nea1 = a->ne[1]; - const int64_t nea2 = a->ne[2]; - const int64_t nea3 = a->ne[3]; - - const int64_t neb00 = b0->ne[0]; - const int64_t neb01 = b0->ne[1]; - //const int64_t neb02 = b0->ne[2]; - //const int64_t neb03 = b0->ne[3]; - - const int64_t neb10 = b1->ne[0]; - const int64_t neb11 = b1->ne[1]; - //const int64_t neb12 = b1->ne[2]; - //const int64_t neb13 = b1->ne[3]; - - const int64_t nec00 = c0->ne[0]; - const int64_t nec01 = c0->ne[1]; - //const int64_t nec02 = c0->ne[2]; - //const int64_t nec03 = c0->ne[3]; - - const int64_t nec10 = c1->ne[0]; - const int64_t nec11 = c1->ne[1]; - //const int64_t nec12 = c1->ne[2]; - //const int64_t nec13 = c1->ne[3]; - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - const int64_t ne2 = dst->ne[2]; - //const int64_t ne3 = dst->ne[3]; - - const int nba0 = a->nb[0]; - const int nba1 = a->nb[1]; - const int nba2 = a->nb[2]; - const int nba3 = a->nb[3]; - - const int nbb00 = b0->nb[0]; - const int nbb01 = b0->nb[1]; - const int nbb02 = b0->nb[2]; - const int nbb03 = b0->nb[3]; - - const int nbb10 = b1->nb[0]; - //const int nbb11 = b1->nb[1]; - //const int nbb12 = b1->nb[2]; - //const int nbb13 = b1->nb[3]; - - const int nbc00 = c0->nb[0]; - const int nbc01 = c0->nb[1]; - const int nbc02 = c0->nb[2]; - const int nbc03 = c0->nb[3]; - - const int nbc10 = c1->nb[0]; - //const int nbc11 = c1->nb[1]; - //const int nbc12 = c1->nb[2]; - //const int nbc13 = c1->nb[3]; - - const int nb0 = dst->nb[0]; - const int nb1 = dst->nb[1]; - const int nb2 = dst->nb[2]; - const int nb3 = dst->nb[3]; + GGML_TENSOR_LOCALS(int64_t, nea, a, ne); + GGML_TENSOR_LOCALS(size_t, nba, a, nb); + GGML_TENSOR_LOCALS(int64_t, neb0, b0, ne); + GGML_TENSOR_LOCALS(size_t, nbb0, b0, nb); + GGML_TENSOR_LOCALS(int64_t, neb1, b1, ne); + GGML_TENSOR_LOCALS(size_t, nbb1, b1, nb); + GGML_TENSOR_LOCALS(int64_t, nec0, c0, ne); + GGML_TENSOR_LOCALS(size_t, nbc0, c0, nb); + GGML_TENSOR_LOCALS(int64_t, nec1, c1, ne); + GGML_TENSOR_LOCALS(size_t, nbc1, c1, nb); + GGML_TENSOR_LOCALS(int64_t, ne, dst, ne); + GGML_TENSOR_LOCALS(size_t, nb, dst, nb); const int ith = params->ith; const int nth = params->nth; @@ -14365,55 +13615,16 @@ static void ggml_compute_forward_flash_attn_back_f32( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int64_t neq0 = q->ne[0]; - const int64_t neq1 = q->ne[1]; - const int64_t neq2 = q->ne[2]; - const int64_t neq3 = q->ne[3]; - - const int64_t nek0 = k->ne[0]; - const int64_t nek1 = k->ne[1]; - //const int64_t nek2 = k->ne[2]; - //const int64_t nek3 = k->ne[3]; - - const int64_t nev0 = v->ne[0]; - const int64_t nev1 = v->ne[1]; - //const int64_t nev2 = v->ne[2]; - //const int64_t nev3 = v->ne[3]; - - const int64_t ned0 = d->ne[0]; - const int64_t ned1 = d->ne[1]; - //const int64_t ned2 = d->ne[2]; - //const int64_t ned3 = d->ne[3]; - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - const int64_t ne2 = dst->ne[2]; - const int64_t ne3 = dst->ne[3]; - - const int nbk0 = k->nb[0]; - const int nbk1 = k->nb[1]; - const int nbk2 = k->nb[2]; - const int nbk3 = k->nb[3]; - - const int nbq0 = q->nb[0]; - const int nbq1 = q->nb[1]; - const int nbq2 = q->nb[2]; - const int nbq3 = q->nb[3]; - - const int nbv0 = v->nb[0]; - const int nbv1 = v->nb[1]; - const int nbv2 = v->nb[2]; - const int nbv3 = v->nb[3]; - - const int nbd0 = d->nb[0]; - const int nbd1 = d->nb[1]; - const int nbd2 = d->nb[2]; - const int nbd3 = d->nb[3]; - - const int nb0 = dst->nb[0]; - const int nb1 = dst->nb[1]; - const int nb2 = dst->nb[2]; - const int nb3 = dst->nb[3]; + GGML_TENSOR_LOCALS(int64_t, neq, q, ne); + GGML_TENSOR_LOCALS(size_t, nbq, q, nb); + GGML_TENSOR_LOCALS(int64_t, nek, k, ne); + GGML_TENSOR_LOCALS(size_t, nbk, k, nb); + GGML_TENSOR_LOCALS(int64_t, nev, v, ne); + GGML_TENSOR_LOCALS(size_t, nbv, v, nb); + GGML_TENSOR_LOCALS(int64_t, ned, d, ne); + GGML_TENSOR_LOCALS(size_t, nbd, d, nb); + GGML_TENSOR_LOCALS(int64_t, ne, dst, ne); + GGML_TENSOR_LOCALS(size_t, nb, dst, nb); const int ith = params->ith; const int nth = params->nth; @@ -14771,15 +13982,8 @@ static void ggml_compute_forward_win_part_f32( return; } - const int64_t ne00 = src0->ne[0]; UNUSED(ne00); - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - const int64_t ne03 = src0->ne[3]; UNUSED(ne03); - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - const int64_t ne2 = dst->ne[2]; - const int64_t ne3 = dst->ne[3]; UNUSED(ne3); + GGML_TENSOR_LOCALS(int64_t, ne0, src0, ne); + GGML_TENSOR_LOCALS(int64_t, ne, dst, ne); const int32_t nep0 = ((const int32_t *)(opt0->data))[0]; const int32_t nep1 = ((const int32_t *)(opt0->data))[1]; @@ -14842,14 +14046,8 @@ static void ggml_compute_forward_win_unpart_f32( return; } - const int64_t ne00 = src0->ne[0]; - const int64_t ne01 = src0->ne[1]; - const int64_t ne02 = src0->ne[2]; - //const int64_t ne03 = src0->ne[3]; - - const int64_t ne0 = dst->ne[0]; - const int64_t ne1 = dst->ne[1]; - const int64_t ne2 = dst->ne[2]; + GGML_TENSOR_LOCALS(int64_t, ne0, src0, ne); + GGML_TENSOR_LOCALS(int64_t, ne, dst, ne); const int32_t w = ((const int32_t *)(opt0->data))[0]; @@ -15447,6 +14645,10 @@ static void ggml_compute_forward(struct ggml_compute_params * params, struct ggm { ggml_compute_forward_mean(params, tensor->src0, tensor); } break; + case GGML_OP_ARGMAX: + { + ggml_compute_forward_argmax(params, tensor->src0, tensor); + } break; case GGML_OP_REPEAT: { ggml_compute_forward_repeat(params, tensor->src0, tensor); @@ -15471,6 +14673,14 @@ static void ggml_compute_forward(struct ggml_compute_params * params, struct ggm { ggml_compute_forward_step(params, tensor->src0, tensor); } break; + case GGML_OP_TANH: + { + ggml_compute_forward_tanh(params, tensor->src0, tensor); + } break; + case GGML_OP_ELU: + { + ggml_compute_forward_elu(params, tensor->src0, tensor); + } break; case GGML_OP_RELU: { ggml_compute_forward_relu(params, tensor->src0, tensor); @@ -15587,17 +14797,13 @@ static void ggml_compute_forward(struct ggml_compute_params * params, struct ggm { ggml_compute_forward_clamp(params, tensor->src0, tensor->src1, tensor); } break; - case GGML_OP_CONV_1D_S1_PH: - { - ggml_compute_forward_conv_1d_s1_ph(params, tensor->src0, tensor->src1, tensor); - } break; - case GGML_OP_CONV_1D_S2_PH: + case GGML_OP_CONV_1D: { - ggml_compute_forward_conv_1d_s2_ph(params, tensor->src0, tensor->src1, tensor); + ggml_compute_forward_conv_1d(params, tensor->src0, tensor->src1, tensor->opt[0], tensor); } break; - case GGML_OP_CONV_2D_SK_P0: + case GGML_OP_CONV_2D: { - ggml_compute_forward_conv_2d_sk_p0(params, tensor->src0, tensor->src1, tensor); + ggml_compute_forward_conv_2d(params, tensor->src0, tensor->src1, tensor->opt[0], tensor); } break; case GGML_OP_FLASH_ATTN: { @@ -15846,6 +15052,7 @@ static void ggml_compute_backward(struct ggml_context * ctx, struct ggml_tensor } } break; case GGML_OP_MEAN: + case GGML_OP_ARGMAX: { GGML_ASSERT(false); // TODO: implement } break; @@ -15899,6 +15106,14 @@ static void ggml_compute_backward(struct ggml_context * ctx, struct ggml_tensor // noop } } break; + case GGML_OP_TANH: + { + GGML_ASSERT(false); // TODO: not implemented + } break; + case GGML_OP_ELU: + { + GGML_ASSERT(false); // TODO: not implemented + } break; case GGML_OP_RELU: { if (src0->grad) { @@ -15918,14 +15133,6 @@ static void ggml_compute_backward(struct ggml_context * ctx, struct ggml_tensor { GGML_ASSERT(false); // TODO: not implemented } break; - case GGML_OP_ALIBI: - { - GGML_ASSERT(false); // TODO: not implemented - } break; - case GGML_OP_CLAMP: - { - GGML_ASSERT(false); // TODO: not implemented - } break; case GGML_OP_SILU: { // necessary for llama @@ -16242,7 +15449,7 @@ static void ggml_compute_backward(struct ggml_context * ctx, struct ggml_tensor // necessary for llama if (src0->grad) { assert(src1->type == GGML_TYPE_I32); - assert(ggml_nelements(src1) == 3); + assert(ggml_nelements(src1) == 4); const int n_past = ((int32_t *) src1->data)[0]; const int n_dims = ((int32_t *) src1->data)[1]; const int mode = ((int32_t *) src1->data)[2]; @@ -16282,15 +15489,19 @@ static void ggml_compute_backward(struct ggml_context * ctx, struct ggml_tensor // noop } } break; - case GGML_OP_CONV_1D_S1_PH: + case GGML_OP_ALIBI: + { + GGML_ASSERT(false); // TODO: not implemented + } break; + case GGML_OP_CLAMP: { GGML_ASSERT(false); // TODO: not implemented } break; - case GGML_OP_CONV_1D_S2_PH: + case GGML_OP_CONV_1D: { GGML_ASSERT(false); // TODO: not implemented } break; - case GGML_OP_CONV_2D_SK_P0: + case GGML_OP_CONV_2D: { GGML_ASSERT(false); // TODO: not implemented } break; @@ -16807,9 +16018,11 @@ static thread_ret_t ggml_graph_compute_thread(void * data) { if (node_n != -1) { /* FINALIZE */ struct ggml_tensor * node = state->shared->cgraph->nodes[node_n]; - params.nth = node->n_tasks; - ggml_compute_forward(¶ms, node); - ggml_graph_compute_perf_stats_node(node, state->shared); + if (GGML_OP_HAS_FINALIZE[node->op]) { + params.nth = node->n_tasks; + ggml_compute_forward(¶ms, node); + ggml_graph_compute_perf_stats_node(node, state->shared); + } } // distribute new work or execute it direct if 1T @@ -16821,10 +16034,13 @@ static thread_ret_t ggml_graph_compute_thread(void * data) { state->shared->perf_node_start_cycles = ggml_perf_cycles(); state->shared->perf_node_start_time_us = ggml_perf_time_us(); + params.nth = node->n_tasks; + /* INIT */ - params.type = GGML_TASK_INIT; - params.nth = node->n_tasks; - ggml_compute_forward(¶ms, node); + if (GGML_OP_HAS_INIT[node->op]) { + params.type = GGML_TASK_INIT; + ggml_compute_forward(¶ms, node); + } if (node->n_tasks == 1) { // TODO: maybe push node_n to the atomic but if other threads see n_tasks is 1, @@ -16832,9 +16048,11 @@ static thread_ret_t ggml_graph_compute_thread(void * data) { params.type = GGML_TASK_COMPUTE; ggml_compute_forward(¶ms, node); - params.type = GGML_TASK_FINALIZE; - ggml_compute_forward(¶ms, node); - ggml_graph_compute_perf_stats_node(node, state->shared); + if (GGML_OP_HAS_FINALIZE[node->op]) { + params.type = GGML_TASK_FINALIZE; + ggml_compute_forward(¶ms, node); + ggml_graph_compute_perf_stats_node(node, state->shared); + } } else { break; } @@ -16940,12 +16158,15 @@ void ggml_graph_compute(struct ggml_context * ctx, struct ggml_cgraph * cgraph) case GGML_OP_SUM: case GGML_OP_SUM_ROWS: case GGML_OP_MEAN: + case GGML_OP_ARGMAX: case GGML_OP_REPEAT: case GGML_OP_REPEAT_BACK: case GGML_OP_ABS: case GGML_OP_SGN: case GGML_OP_NEG: case GGML_OP_STEP: + case GGML_OP_TANH: + case GGML_OP_ELU: case GGML_OP_RELU: { node->n_tasks = 1; @@ -16974,6 +16195,7 @@ void ggml_graph_compute(struct ggml_context * ctx, struct ggml_cgraph * cgraph) //printf("nr0 = %8d, nr1 = %8d, nr0*nr1 = %8d, n_tasks = %d\n", nr0, nr1, nr0*nr1, node->n_tasks); size_t cur = 0; + const enum ggml_type vec_dot_type = type_traits[node->src0->type].vec_dot_type; #if defined(GGML_USE_CUBLAS) if (ggml_cuda_can_mul_mat(node->src0, node->src1, node)) { @@ -16989,39 +16211,20 @@ void ggml_graph_compute(struct ggml_context * ctx, struct ggml_cgraph * cgraph) } else #endif - if (node->src0->type == GGML_TYPE_F16 && node->src1->type == GGML_TYPE_F32) { #if defined(GGML_USE_ACCELERATE) || defined(GGML_USE_OPENBLAS) - if (ggml_compute_forward_mul_mat_use_blas(node->src0, node->src1, node)) { - node->n_tasks = 1; // TODO: this actually is doing nothing - // the threads are still spinning + if (ggml_compute_forward_mul_mat_use_blas(node->src0, node->src1, node)) { + node->n_tasks = 1; // TODO: this actually is doing nothing + // the threads are still spinning + if (node->src0->type != GGML_TYPE_F32) { // here we need memory just for single 2D matrix from src0 cur = GGML_TYPE_SIZE[GGML_TYPE_F32]*(node->src0->ne[0]*node->src0->ne[1]); - } else { - cur = GGML_TYPE_SIZE[GGML_TYPE_F16]*ggml_nelements(node->src1); - } -#else - cur = GGML_TYPE_SIZE[GGML_TYPE_F16]*ggml_nelements(node->src1); -#endif - } else if (node->src0->type == GGML_TYPE_F32 && node->src1->type == GGML_TYPE_F32) { - cur = 0; -#if defined(GGML_USE_ACCELERATE) || defined(GGML_USE_OPENBLAS) - if (ggml_compute_forward_mul_mat_use_blas(node->src0, node->src1, node)) { - node->n_tasks = 1; } + } else #endif - } else if (ggml_is_quantized(node->src0->type) && node->src1->type == GGML_TYPE_F32) { -#if defined(GGML_USE_ACCELERATE) || defined(GGML_USE_OPENBLAS) - if (ggml_compute_forward_mul_mat_use_blas(node->src0, node->src1, node)) { - node->n_tasks = 1; - cur = GGML_TYPE_SIZE[GGML_TYPE_F32]*(node->src0->ne[0]*node->src0->ne[1]); - } else -#endif - { - const enum ggml_type type_q = quantize_fns[node->src0->type].vec_dot_type; - cur = GGML_TYPE_SIZE[type_q]*ggml_nelements(node->src1)/GGML_BLCK_SIZE[type_q]; - } + if (node->src1->type != vec_dot_type) { + cur = GGML_TYPE_SIZE[vec_dot_type]*ggml_nelements(node->src1)/GGML_BLCK_SIZE[vec_dot_type]; } else { - GGML_ASSERT(false); + cur = 0; } work_size = MAX(work_size, cur); @@ -17059,8 +16262,7 @@ void ggml_graph_compute(struct ggml_context * ctx, struct ggml_cgraph * cgraph) { node->n_tasks = 1; //TODO } break; - case GGML_OP_CONV_1D_S1_PH: - case GGML_OP_CONV_1D_S2_PH: + case GGML_OP_CONV_1D: { node->n_tasks = n_threads; @@ -17089,7 +16291,7 @@ void ggml_graph_compute(struct ggml_context * ctx, struct ggml_cgraph * cgraph) work_size = MAX(work_size, cur); } break; - case GGML_OP_CONV_2D_SK_P0: + case GGML_OP_CONV_2D: { node->n_tasks = n_threads; @@ -17451,13 +16653,6 @@ void ggml_graph_export(const struct ggml_cgraph * cgraph, const char * fname) { fwrite(&nb, sizeof(uint64_t), 1, fout); } - // store the pointer address - { - const uint64_t ptr = (uint64_t) tensor->data; - - fwrite(&ptr, sizeof(uint64_t), 1, fout); - } - fwrite(tensor->name, sizeof(char), GGML_MAX_NAME, fout); // dump the data @@ -17491,13 +16686,6 @@ void ggml_graph_export(const struct ggml_cgraph * cgraph, const char * fname) { fwrite(&nb, sizeof(uint64_t), 1, fout); } - // store the pointer address - { - const uint64_t ptr = (uint64_t) tensor->data; - - fwrite(&ptr, sizeof(uint64_t), 1, fout); - } - fwrite(tensor->name, sizeof(char), GGML_MAX_NAME, fout); // output the op arguments @@ -17682,8 +16870,6 @@ struct ggml_cgraph ggml_graph_import(const char * fname, struct ggml_context ** tensor->op = (enum ggml_op) op; - uint64_t ptr_cur = *(const uint64_t *) ptr; ptr += sizeof(ptr_cur); - memcpy(tensor->name, ptr, GGML_MAX_NAME); ptr += GGML_MAX_NAME; tensor->data = (void *) ptr; @@ -17729,8 +16915,6 @@ struct ggml_cgraph ggml_graph_import(const char * fname, struct ggml_context ** nb[j] = nb_cur; } - uint64_t ptr_cur = *(const uint64_t *) ptr; ptr += sizeof(ptr_cur); // TODO: not yet used - const char * ptr_name = ptr; ptr += GGML_MAX_NAME; const int32_t * ptr_arg_idx = (const int32_t *) ptr; ptr += (2 + GGML_MAX_OPT)*sizeof(int32_t); diff --git a/ggml.h b/ggml.h index 13ca0c9ac8984d..20a8dab856502f 100644 --- a/ggml.h +++ b/ggml.h @@ -201,11 +201,7 @@ #define GGML_MAX_NAME 48 #define GGML_DEFAULT_N_THREADS 4 -// Maximum training context of the model in use -// For the LLaMA models this is normally 2048, but somehow "stepping out" by 128 gives better results (tested at 7B and 13B) -#ifndef GGML_TRAINING_CTX -#define GGML_TRAINING_CTX 2176 -#endif +#define GGML_UNUSED(x) (void)(x) #define GGML_ASSERT(x) \ do { \ @@ -215,6 +211,30 @@ } \ } while (0) +// used to copy the number of elements and stride in bytes of tensors into local variables. +// main purpose is to reduce code duplication and improve readability. +// +// example: +// +// GGML_TENSOR_LOCALS(int64_t, ne1, src1, ne); +// GGML_TENSOR_LOCALS(size_t, nb1, src1, nb); +// +#define GGML_TENSOR_LOCALS_1(type, prefix, pointer, array) \ + const type prefix##0 = (pointer)->array[0]; \ + GGML_UNUSED(prefix##0); +#define GGML_TENSOR_LOCALS_2(type, prefix, pointer, array) \ + GGML_TENSOR_LOCALS_1 (type, prefix, pointer, array) \ + const type prefix##1 = (pointer)->array[1]; \ + GGML_UNUSED(prefix##1); +#define GGML_TENSOR_LOCALS_3(type, prefix, pointer, array) \ + GGML_TENSOR_LOCALS_2 (type, prefix, pointer, array) \ + const type prefix##2 = (pointer)->array[2]; \ + GGML_UNUSED(prefix##2); +#define GGML_TENSOR_LOCALS(type, prefix, pointer, array) \ + GGML_TENSOR_LOCALS_3 (type, prefix, pointer, array) \ + const type prefix##3 = (pointer)->array[3]; \ + GGML_UNUSED(prefix##3); + #ifdef __cplusplus extern "C" { #endif @@ -230,8 +250,8 @@ extern "C" { GGML_API float ggml_fp16_to_fp32(ggml_fp16_t x); GGML_API ggml_fp16_t ggml_fp32_to_fp16(float x); - GGML_API void ggml_fp16_to_fp32_row(const ggml_fp16_t * x, float * y, size_t n); - GGML_API void ggml_fp32_to_fp16_row(const float * x, ggml_fp16_t * y, size_t n); + GGML_API void ggml_fp16_to_fp32_row(const ggml_fp16_t * x, float * y, int n); + GGML_API void ggml_fp32_to_fp16_row(const float * x, ggml_fp16_t * y, int n); struct ggml_object; struct ggml_context; @@ -301,12 +321,15 @@ extern "C" { GGML_OP_SUM, GGML_OP_SUM_ROWS, GGML_OP_MEAN, + GGML_OP_ARGMAX, GGML_OP_REPEAT, GGML_OP_REPEAT_BACK, GGML_OP_ABS, GGML_OP_SGN, GGML_OP_NEG, GGML_OP_STEP, + GGML_OP_TANH, + GGML_OP_ELU, GGML_OP_RELU, GGML_OP_GELU, GGML_OP_GELU_QUICK, @@ -338,9 +361,8 @@ extern "C" { GGML_OP_ROPE_BACK, GGML_OP_ALIBI, GGML_OP_CLAMP, - GGML_OP_CONV_1D_S1_PH, - GGML_OP_CONV_1D_S2_PH, - GGML_OP_CONV_2D_SK_P0, + GGML_OP_CONV_1D, + GGML_OP_CONV_2D, GGML_OP_FLASH_ATTN, GGML_OP_FLASH_FF, @@ -450,6 +472,9 @@ extern "C" { // compute types + + // NOTE: the INIT or FINALIZE pass is not scheduled unless explicitly enabled. + // This behavior was changed since https://github.com/ggerganov/llama.cpp/pull/1995. enum ggml_task_type { GGML_TASK_INIT = 0, GGML_TASK_COMPUTE, @@ -507,6 +532,8 @@ extern "C" { // use this to compute the memory overhead of a tensor GGML_API size_t ggml_tensor_overhead(void); + GGML_API float get_theta_scale(int n_dims,int n_past,int n_ctx); + // main GGML_API struct ggml_context * ggml_init(struct ggml_init_params params); @@ -693,6 +720,11 @@ extern "C" { struct ggml_context * ctx, struct ggml_tensor * a); + // argmax along rows + GGML_API struct ggml_tensor * ggml_argmax( + struct ggml_context * ctx, + struct ggml_tensor * a); + // if a is the same shape as b, and a is not parameter, return a // otherwise, return a new tensor: repeat(a) to fit in b GGML_API struct ggml_tensor * ggml_repeat( @@ -737,6 +769,22 @@ extern "C" { struct ggml_context * ctx, struct ggml_tensor * a); + GGML_API struct ggml_tensor * ggml_tanh( + struct ggml_context * ctx, + struct ggml_tensor * a); + + GGML_API struct ggml_tensor * ggml_tanh_inplace( + struct ggml_context * ctx, + struct ggml_tensor * a); + + GGML_API struct ggml_tensor * ggml_elu( + struct ggml_context * ctx, + struct ggml_tensor * a); + + GGML_API struct ggml_tensor * ggml_elu_inplace( + struct ggml_context * ctx, + struct ggml_tensor * a); + GGML_API struct ggml_tensor * ggml_relu( struct ggml_context * ctx, struct ggml_tensor * a); @@ -1087,58 +1135,33 @@ extern "C" { float min, float max); - // TODO: implement general-purpose convolutions - // GGML_API struct ggml_tensor * ggml_conv_1d( - // struct ggml_context * ctx, - // struct ggml_tensor * a, - // struct ggml_tensor * b, - // int s0 - // int p0, - // int d0); - // - // GGML_API struct ggml_tensor * ggml_conv_2d( - // struct ggml_context * ctx, - // struct ggml_tensor * a, - // struct ggml_tensor * b, - // int s0, - // int s1, - // int p0, - // int p1, - // int d0, - // int d1); - - // padding = half - // TODO: we don't support extra parameters for now - // that's why we are hard-coding the stride, padding, and dilation - // not great .. - // example: - // a: 3 80 768 1 - // b: 3000 80 1 1 - // res: 3000 768 1 1 - // used in whisper - GGML_API struct ggml_tensor * ggml_conv_1d_s1_ph( + GGML_API struct ggml_tensor * ggml_conv_1d( struct ggml_context * ctx, struct ggml_tensor * a, - struct ggml_tensor * b); + struct ggml_tensor * b, + int s0, // stride + int p0, // padding + int d0); // dilation - // used in whisper - GGML_API struct ggml_tensor * ggml_conv_1d_s2_ph( + GGML_API struct ggml_tensor * ggml_conv_2d( struct ggml_context * ctx, struct ggml_tensor * a, - struct ggml_tensor * b); + struct ggml_tensor * b, + int s0, + int s1, + int p0, + int p1, + int d0, + int d1); - // kernel size is a->ne[0] x a->ne[1] - // stride is equal to kernel size - // padding is zero - // example: - // a: 16 16 3 768 - // b: 1024 1024 3 1 - // res: 64 64 768 1 - // used in sam - GGML_API struct ggml_tensor * ggml_conv_2d_sk_p0( + // conv_1d with padding = half + // alias for ggml_conv_1d(a, b, s, a->ne[0]/2, d) + GGML_API struct ggml_tensor* ggml_conv_1d_ph( struct ggml_context * ctx, struct ggml_tensor * a, - struct ggml_tensor * b); + struct ggml_tensor * b, + int s, + int d); GGML_API struct ggml_tensor * ggml_flash_attn( struct ggml_context * ctx, @@ -1494,25 +1517,24 @@ extern "C" { // #ifdef __cplusplus - // restrict not standard in C++ +// restrict not standard in C++ #define GGML_RESTRICT #else #define GGML_RESTRICT restrict #endif - typedef void (*dequantize_row_q_t)(const void * GGML_RESTRICT x, float * GGML_RESTRICT y, int k); - typedef void (*quantize_row_q_t) (const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int k); - typedef void (*vec_dot_q_t) (const int n, float * GGML_RESTRICT s, const void * GGML_RESTRICT x, const void * GGML_RESTRICT y); + typedef void (*ggml_to_float_t) (const void * GGML_RESTRICT x, float * GGML_RESTRICT y, int k); + typedef void (*ggml_from_float_t)(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int k); + typedef void (*ggml_vec_dot_t) (const int n, float * GGML_RESTRICT s, const void * GGML_RESTRICT x, const void * GGML_RESTRICT y); typedef struct { - dequantize_row_q_t dequantize_row_q; - quantize_row_q_t quantize_row_q; - quantize_row_q_t quantize_row_q_reference; - quantize_row_q_t quantize_row_q_dot; - vec_dot_q_t vec_dot_q; - enum ggml_type vec_dot_type; - } quantize_fns_t; - - quantize_fns_t ggml_internal_get_quantize_fn(size_t i); + ggml_to_float_t to_float; + ggml_from_float_t from_float; + ggml_from_float_t from_float_reference; + ggml_vec_dot_t vec_dot; + enum ggml_type vec_dot_type; + } ggml_type_traits_t; + + ggml_type_traits_t ggml_internal_get_type_traits(enum ggml_type i); #ifdef __cplusplus } diff --git a/gpttype_adapter.cpp b/gpttype_adapter.cpp index 8d49b67b366778..b876f84417e7df 100644 --- a/gpttype_adapter.cpp +++ b/gpttype_adapter.cpp @@ -76,6 +76,8 @@ static size_t mem_per_token = 0; static std::vector logits; static std::vector smartcontext; static std::vector stop_sequence; +static std::vector banned_tokens; +static std::vector banned_token_ids; static std::vector top_picks; static int remaining_tokens = 0; static int stopper_unused_tokens = 0; @@ -219,8 +221,31 @@ void sample_top_a(llama_token_data_array * candidates, float a, size_t min_keep) candidates->size = last_idx; } +void sample_rep_pen(int n_ctx, int rep_pen_range, float rep_pen, llama_token_data_array * candidates_p) +{ + auto last_n_repeat = std::min(std::min((int)last_n_tokens.size(), rep_pen_range), n_ctx); + llama_sample_repetition_penalty(nullptr, candidates_p, + last_n_tokens.data() + last_n_tokens.size() - last_n_repeat, + last_n_repeat, rep_pen); +} + +void sample_temperature(llama_token_data_array * candidates_p, float temp) +{ + if (temp <= 0) + { + // Imitate greedy sampling + temp = 0.01f; //cannot be zero else div0 + llama_sample_temperature(nullptr, candidates_p, temp); + llama_sample_top_k(nullptr, candidates_p, 1, 1); //only want first candidate + } + else + { + llama_sample_temperature(nullptr, candidates_p, temp); + } +} + int SampleLogits(const float * logits, int n_ctx, int n_vocab, int rep_pen_range, float rep_pen, float top_k, float top_a, float top_p, float typical_p, float tfs, float temp, std::mt19937 & rng, -int mirostat, float mirostat_tau, float mirostat_eta) +int mirostat, float mirostat_tau, float mirostat_eta, const std::vector & sampler_order) { int id = 0; std::vector candidates; @@ -231,47 +256,54 @@ int mirostat, float mirostat_tau, float mirostat_eta) llama_token_data_array candidates_p = { candidates.data(), candidates.size(), false }; - // Apply penalties - auto last_n_repeat = std::min(std::min((int)last_n_tokens.size(), rep_pen_range), n_ctx); - llama_sample_repetition_penalty(nullptr, &candidates_p, - last_n_tokens.data() + last_n_tokens.size() - last_n_repeat, - last_n_repeat, rep_pen); - - // llama_sample_frequency_and_presence_penalties(nullptr, &candidates_p, - // last_n_tokens.data() + last_n_tokens.size() - last_n_repeat, - // last_n_repeat, alpha_frequency, alpha_presence); - - if (temp <= 0) - { - // Greedy sampling - id = llama_sample_token_greedy(nullptr, &candidates_p); - } - else + if (mirostat == 1 || mirostat == 2) { + static float mirostat_mu = 2.0f * mirostat_tau; + const int mirostat_m = 100; + sample_rep_pen(n_ctx, rep_pen_range, rep_pen, &candidates_p); + sample_temperature(&candidates_p, temp); if (mirostat == 1) { - static float mirostat_mu = 2.0f * mirostat_tau; - const int mirostat_m = 100; - llama_sample_temperature(nullptr, &candidates_p, temp); id = sample_token_mirostat(n_vocab, &candidates_p, rng, mirostat_tau, mirostat_eta, mirostat_m, &mirostat_mu); } - else if (mirostat == 2) + else { - static float mirostat_mu = 2.0f * mirostat_tau; - llama_sample_temperature(nullptr, &candidates_p, temp); id = sample_token_mirostat_v2(&candidates_p, rng, mirostat_tau, mirostat_eta, &mirostat_mu); } - else + } + else + { + for (int i = 0; i < sampler_order.size(); i++) { - // Temperature sampling - llama_sample_top_k(nullptr, &candidates_p, top_k,1); - sample_top_a(&candidates_p,top_a,1); - llama_sample_tail_free(nullptr, &candidates_p, tfs,1); - llama_sample_typical(nullptr, &candidates_p, typical_p,1); - llama_sample_top_p(nullptr, &candidates_p, top_p,1); - llama_sample_temperature(nullptr, &candidates_p, temp); - id = sample_token(&candidates_p, rng); + switch (sampler_order[i]) + { + case KCPP_SAMPLER_TOP_K: + llama_sample_top_k(nullptr, &candidates_p, top_k,1); + break; + case KCPP_SAMPLER_TOP_A: + sample_top_a(&candidates_p,top_a,1); + break; + case KCPP_SAMPLER_TOP_P: + llama_sample_top_p(nullptr, &candidates_p, top_p,1); + break; + case KCPP_SAMPLER_TFS: + llama_sample_tail_free(nullptr, &candidates_p, tfs,1); + break; + case KCPP_SAMPLER_TYP: + llama_sample_typical(nullptr, &candidates_p, typical_p,1); + break; + case KCPP_SAMPLER_TEMP: + sample_temperature(&candidates_p, temp); + break; + case KCPP_SAMPLER_REP_PEN: + sample_rep_pen(n_ctx, rep_pen_range, rep_pen, &candidates_p); + break; + default: + printf("\nSampleLogits: Unknown Sampler : %d",sampler_order[i]); + break; + } } + id = sample_token(&candidates_p, rng); } return id; @@ -314,10 +346,30 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in = gpt2_ctx_v1.hparams.n_ctx = gpt2_ctx_v2.hparams.n_ctx = gpt2_ctx_v3.hparams.n_ctx = mpt_ctx_v3.hparams.n_ctx = params.n_ctx; + //handle custom token bans + banned_tokens.clear(); + for(int x=0;x0) + { + printf("CUBLAS: Set main device to %d\n",cu_parseinfo_maindevice); + ggml_cuda_set_main_device(cu_parseinfo_maindevice); + } + #endif SetQuantsUnshuffled(false); if(file_format == FileFormat::GGML || file_format == FileFormat::GGHF || file_format == FileFormat::GGJT || file_format == FileFormat::GGJT_2) { @@ -382,6 +434,7 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in llama_ctx_params.use_mmap = inputs.use_mmap; llama_ctx_params.use_mlock = inputs.use_mlock; llama_ctx_params.n_gpu_layers = inputs.gpulayers; + llama_ctx_params.main_gpu = cu_parseinfo_maindevice; llama_ctx_v3 = llama_init_from_file(modelname.c_str(), llama_ctx_params); @@ -432,10 +485,10 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in { rwkv_ctx_v3 = rwkv_init_from_file(modelname.c_str(), n_threads); - // if(inputs.gpulayers>0) - // { - // rwkv_gpu_offload_layers(rwkv_ctx_v3,inputs.gpulayers); - // } + if(inputs.gpulayers>0) + { + rwkv_gpu_offload_layers(rwkv_ctx_v3,inputs.gpulayers); + } const struct rwkv_file_header & header = rwkv_ctx_v3->instance->model.header; const size_t n_vocab = header.n_vocab; @@ -913,6 +966,28 @@ generation_outputs gpttype_generate(const generation_inputs inputs, generation_o std::mt19937 rng(params.seed); concat_output = ""; + //prepare sampler order + std::vector sampler_order; + if(inputs.sampler_len<=0) //list by value + { + sampler_order = { + KCPP_SAMPLER_REP_PEN, + KCPP_SAMPLER_TOP_K, + KCPP_SAMPLER_TOP_A, + KCPP_SAMPLER_TFS, + KCPP_SAMPLER_TYP, + KCPP_SAMPLER_TOP_P, + KCPP_SAMPLER_TEMP + }; + } + else + { + for(int i=0;i0) + { + printf("\n[First Run] Banning %d token sequences...",banned_tokens.size()); + for(int v=0;v1) - // { - // evalres = rwkv_eval_sequence(rwkv_ctx_v3, (uint32_t*)embd.data(), embd.size(), rwkv_ctx_v3->state_in, rwkv_ctx_v3->state_out, rwkv_ctx_v3->logits_out); - // } - // else - // { + if(embd.size()>1) + { + evalres = rwkv_eval_sequence(rwkv_ctx_v3, (uint32_t*)embd.data(), embd.size(), rwkv_ctx_v3->state_in, rwkv_ctx_v3->state_out, rwkv_ctx_v3->logits_out); + } + else + { bool ignoreLogits = (!startedsampling && ((int)embd_inp.size() > input_consumed + 2)); evalres = rwkv_eval(rwkv_ctx_v3, embd[0], rwkv_ctx_v3->state_in, rwkv_ctx_v3->state_out, ignoreLogits?nullptr:rwkv_ctx_v3->logits_out); - //} + } memcpy(logits.data(), rwkv_ctx_v3->logits_out, sizeof(float) * rwkv_vocab.size()); rwkv_ctx_v3->state_in = rwkv_ctx_v3->state_out; @@ -1159,6 +1253,7 @@ generation_outputs gpttype_generate(const generation_inputs inputs, generation_o unsigned int eosID = 0; float * logitsPtr; + int btsize = banned_token_ids.size(); if(file_format == FileFormat::GGML || file_format == FileFormat::GGHF || file_format == FileFormat::GGJT || file_format == FileFormat::GGJT_2 || file_format == FileFormat::GGJT_3) { if(file_format == FileFormat::GGJT_3) @@ -1177,6 +1272,14 @@ generation_outputs gpttype_generate(const generation_inputs inputs, generation_o // set the logit of the eos token (2) to zero to avoid sampling it logitsPtr[eosID] = 0; } + + if(btsize>0) + { + for(int t=0;t0) + { + int topid = std::min_element(logits.begin(), logits.end()) - logits.begin(); + for (int t = 0; t < btsize; ++t) + { + logits[banned_token_ids[t]] = (logits[topid] < 0 ? logits[topid] : 0); + } + } } id = SampleLogits(logitsPtr, nctx, n_vocab, last_n_size, repeat_penalty, top_k, top_a, top_p, typical_p, tfs_z, temp, rng, - params.mirostat,params.mirostat_tau,params.mirostat_eta); + params.mirostat, params.mirostat_tau, params.mirostat_eta, sampler_order); last_n_tokens.erase(last_n_tokens.begin()); last_n_tokens.push_back(id); diff --git a/klite.embd b/klite.embd index a00d2d94dc2b86..dbbe8a99cb08e1 100644 --- a/klite.embd +++ b/klite.embd @@ -1,6 +1,6 @@