Mirrors/llama.cpp
1
0
Fork 0
mirror of https://github.com/ggerganov/llama.cpp.git synced 2025-01-06 02:48:57 +01:00
Code Issues Packages Projects Releases Wiki Activity

export llama_timings as struct and expose them in server

Browse Source
This commit is contained in:
Tobias Lütke 2023-07-04 21:52:04 -04:00
parent c19daa4eb5
commit efa86bf2a6
No known key found for this signature in database
GPG Key ID: 1FC0DBB14164709A
7 changed files with 1170 additions and 1001 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

392
examples/server/completion.js.hpp
View File

@ -7,187 +7,215 @@ unsigned char completion_js[] = {
0x74, 0x65, 0x6d, 0x70, 0x65, 0x72, 0x61, 0x74, 0x75, 0x72, 0x65, 0x3a, 0x74, 0x65, 0x6d, 0x70, 0x65, 0x72, 0x61, 0x74, 0x75, 0x72, 0x65, 0x3a,
0x20, 0x30, 0x2e, 0x32, 0x2c, 0x0a, 0x20, 0x20, 0x73, 0x74, 0x6f, 0x70, 0x20, 0x30, 0x2e, 0x32, 0x2c, 0x0a, 0x20, 0x20, 0x73, 0x74, 0x6f, 0x70,
0x3a, 0x20, 0x5b, 0x22, 0x3c, 0x2f, 0x73, 0x3e, 0x22, 0x5d, 0x0a, 0x7d, 0x3a, 0x20, 0x5b, 0x22, 0x3c, 0x2f, 0x73, 0x3e, 0x22, 0x5d, 0x0a, 0x7d,
0x3b, 0x0a, 0x0a, 0x2f, 0x2a, 0x2a, 0x0a, 0x20, 0x2a, 0x20, 0x54, 0x68, 0x3b, 0x0a, 0x0a, 0x6c, 0x65, 0x74, 0x20, 0x67, 0x65, 0x6e, 0x65, 0x72,
0x69, 0x73, 0x20, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x73, 0x65, 0x74, 0x74, 0x69, 0x6e,
0x63, 0x6f, 0x6d, 0x70, 0x6c, 0x65, 0x74, 0x65, 0x73, 0x20, 0x74, 0x68, 0x67, 0x73, 0x20, 0x3d, 0x20, 0x6e, 0x75, 0x6c, 0x6c, 0x3b, 0x0a, 0x0a,
0x65, 0x20, 0x69, 0x6e, 0x70, 0x75, 0x74, 0x20, 0x74, 0x65, 0x78, 0x74, 0x2f, 0x2a, 0x2a, 0x0a, 0x20, 0x2a, 0x20, 0x54, 0x68, 0x69, 0x73, 0x20,
0x20, 0x75, 0x73, 0x69, 0x6e, 0x67, 0x20, 0x61, 0x20, 0x6c, 0x6c, 0x61, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x63, 0x6f, 0x6d,
0x6d, 0x61, 0x20, 0x64, 0x69, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x61, 0x72, 0x70, 0x6c, 0x65, 0x74, 0x65, 0x73, 0x20, 0x74, 0x68, 0x65, 0x20, 0x69,
0x79, 0x2e, 0x0a, 0x20, 0x2a, 0x20, 0x40, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x6e, 0x70, 0x75, 0x74, 0x20, 0x74, 0x65, 0x78, 0x74, 0x20, 0x75, 0x73,
0x20, 0x7b, 0x6f, 0x62, 0x6a, 0x65, 0x63, 0x74, 0x7d, 0x20, 0x70, 0x61, 0x69, 0x6e, 0x67, 0x20, 0x61, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x20,
0x72, 0x61, 0x6d, 0x73, 0x20, 0x2d, 0x20, 0x54, 0x68, 0x65, 0x20, 0x70, 0x64, 0x69, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x61, 0x72, 0x79, 0x2e, 0x0a,
0x61, 0x72, 0x61, 0x6d, 0x65, 0x74, 0x65, 0x72, 0x73, 0x20, 0x66, 0x6f, 0x20, 0x2a, 0x20, 0x40, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x20, 0x7b, 0x6f,
0x72, 0x20, 0x74, 0x68, 0x65, 0x20, 0x63, 0x6f, 0x6d, 0x70, 0x6c, 0x65, 0x62, 0x6a, 0x65, 0x63, 0x74, 0x7d, 0x20, 0x70, 0x61, 0x72, 0x61, 0x6d,
0x74, 0x69, 0x6f, 0x6e, 0x20, 0x72, 0x65, 0x71, 0x75, 0x65, 0x73, 0x74, 0x73, 0x20, 0x2d, 0x20, 0x54, 0x68, 0x65, 0x20, 0x70, 0x61, 0x72, 0x61,
0x2e, 0x0a, 0x20, 0x2a, 0x20, 0x40, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x20, 0x6d, 0x65, 0x74, 0x65, 0x72, 0x73, 0x20, 0x66, 0x6f, 0x72, 0x20, 0x74,
0x7b, 0x6f, 0x62, 0x6a, 0x65, 0x63, 0x74, 0x7d, 0x20, 0x63, 0x6f, 0x6e, 0x68, 0x65, 0x20, 0x63, 0x6f, 0x6d, 0x70, 0x6c, 0x65, 0x74, 0x69, 0x6f,
0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x20, 0x2d, 0x20, 0x61, 0x6e, 0x6e, 0x20, 0x72, 0x65, 0x71, 0x75, 0x65, 0x73, 0x74, 0x2e, 0x0a, 0x20,
0x20, 0x69, 0x6e, 0x73, 0x74, 0x61, 0x6e, 0x63, 0x65, 0x20, 0x6f, 0x66, 0x2a, 0x20, 0x40, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x20, 0x7b, 0x6f, 0x62,
0x20, 0x41, 0x62, 0x6f, 0x72, 0x74, 0x43, 0x6f, 0x6e, 0x74, 0x72, 0x6f, 0x6a, 0x65, 0x63, 0x74, 0x7d, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x72, 0x6f,
0x6c, 0x6c, 0x65, 0x72, 0x20, 0x69, 0x66, 0x20, 0x79, 0x6f, 0x75, 0x20, 0x6c, 0x6c, 0x65, 0x72, 0x20, 0x2d, 0x20, 0x61, 0x6e, 0x20, 0x69, 0x6e,
0x6e, 0x65, 0x65, 0x64, 0x20, 0x6f, 0x6e, 0x65, 0x2c, 0x20, 0x6f, 0x72, 0x73, 0x74, 0x61, 0x6e, 0x63, 0x65, 0x20, 0x6f, 0x66, 0x20, 0x41, 0x62,
0x20, 0x6e, 0x75, 0x6c, 0x6c, 0x2e, 0x0a, 0x20, 0x2a, 0x20, 0x40, 0x70, 0x6f, 0x72, 0x74, 0x43, 0x6f, 0x6e, 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65,
0x61, 0x72, 0x61, 0x6d, 0x20, 0x7b, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x72, 0x20, 0x69, 0x66, 0x20, 0x79, 0x6f, 0x75, 0x20, 0x6e, 0x65, 0x65,
0x6f, 0x6e, 0x7d, 0x20, 0x63, 0x61, 0x6c, 0x6c, 0x62, 0x61, 0x63, 0x6b, 0x64, 0x20, 0x6f, 0x6e, 0x65, 0x2c, 0x20, 0x6f, 0x72, 0x20, 0x6e, 0x75,
0x20, 0x2d, 0x20, 0x54, 0x68, 0x65, 0x20, 0x63, 0x61, 0x6c, 0x6c, 0x62, 0x6c, 0x6c, 0x2e, 0x0a, 0x20, 0x2a, 0x20, 0x40, 0x70, 0x61, 0x72, 0x61,
0x61, 0x63, 0x6b, 0x20, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x6d, 0x20, 0x7b, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x7d,
0x20, 0x74, 0x6f, 0x20, 0x63, 0x61, 0x6c, 0x6c, 0x20, 0x77, 0x68, 0x65, 0x20, 0x63, 0x61, 0x6c, 0x6c, 0x62, 0x61, 0x63, 0x6b, 0x20, 0x2d, 0x20,
0x6e, 0x20, 0x74, 0x68, 0x65, 0x20, 0x63, 0x6f, 0x6d, 0x70, 0x6c, 0x65, 0x54, 0x68, 0x65, 0x20, 0x63, 0x61, 0x6c, 0x6c, 0x62, 0x61, 0x63, 0x6b,
0x74, 0x69, 0x6f, 0x6e, 0x20, 0x69, 0x73, 0x20, 0x64, 0x6f, 0x6e, 0x65, 0x20, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, 0x20, 0x74, 0x6f,
0x2e, 0x0a, 0x20, 0x2a, 0x20, 0x40, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x63, 0x61, 0x6c, 0x6c, 0x20, 0x77, 0x68, 0x65, 0x6e, 0x20, 0x74,
0x73, 0x20, 0x7b, 0x73, 0x74, 0x72, 0x69, 0x6e, 0x67, 0x7d, 0x20, 0x74, 0x68, 0x65, 0x20, 0x63, 0x6f, 0x6d, 0x70, 0x6c, 0x65, 0x74, 0x69, 0x6f,
0x68, 0x65, 0x20, 0x63, 0x6f, 0x6d, 0x70, 0x6c, 0x65, 0x74, 0x65, 0x64, 0x6e, 0x20, 0x69, 0x73, 0x20, 0x64, 0x6f, 0x6e, 0x65, 0x2e, 0x0a, 0x20,
0x20, 0x74, 0x65, 0x78, 0x74, 0x20, 0x61, 0x73, 0x20, 0x61, 0x20, 0x73, 0x2a, 0x20, 0x40, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x73, 0x20, 0x7b,
0x74, 0x72, 0x69, 0x6e, 0x67, 0x2e, 0x20, 0x49, 0x64, 0x65, 0x61, 0x6c, 0x73, 0x74, 0x72, 0x69, 0x6e, 0x67, 0x7d, 0x20, 0x74, 0x68, 0x65, 0x20,
0x6c, 0x79, 0x20, 0x69, 0x67, 0x6e, 0x6f, 0x72, 0x65, 0x64, 0x2c, 0x20, 0x63, 0x6f, 0x6d, 0x70, 0x6c, 0x65, 0x74, 0x65, 0x64, 0x20, 0x74, 0x65,
0x61, 0x6e, 0x64, 0x20, 0x79, 0x6f, 0x75, 0x20, 0x67, 0x65, 0x74, 0x20, 0x78, 0x74, 0x20, 0x61, 0x73, 0x20, 0x61, 0x20, 0x73, 0x74, 0x72, 0x69,
0x61, 0x74, 0x20, 0x69, 0x74, 0x20, 0x76, 0x69, 0x61, 0x20, 0x74, 0x68, 0x6e, 0x67, 0x2e, 0x20, 0x49, 0x64, 0x65, 0x61, 0x6c, 0x6c, 0x79, 0x20,
0x65, 0x20, 0x63, 0x61, 0x6c, 0x6c, 0x62, 0x61, 0x63, 0x6b, 0x2e, 0x0a, 0x69, 0x67, 0x6e, 0x6f, 0x72, 0x65, 0x64, 0x2c, 0x20, 0x61, 0x6e, 0x64,
0x20, 0x2a, 0x2f, 0x0a, 0x65, 0x78, 0x70, 0x6f, 0x72, 0x74, 0x20, 0x63, 0x20, 0x79, 0x6f, 0x75, 0x20, 0x67, 0x65, 0x74, 0x20, 0x61, 0x74, 0x20,
0x6f, 0x6e, 0x73, 0x74, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x43, 0x6f, 0x69, 0x74, 0x20, 0x76, 0x69, 0x61, 0x20, 0x74, 0x68, 0x65, 0x20, 0x63,
0x6d, 0x70, 0x6c, 0x65, 0x74, 0x65, 0x20, 0x3d, 0x20, 0x61, 0x73, 0x79, 0x61, 0x6c, 0x6c, 0x62, 0x61, 0x63, 0x6b, 0x2e, 0x0a, 0x20, 0x2a, 0x2f,
0x6e, 0x63, 0x20, 0x28, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x2c, 0x20, 0x0a, 0x65, 0x78, 0x70, 0x6f, 0x72, 0x74, 0x20, 0x63, 0x6f, 0x6e, 0x73,
0x63, 0x6f, 0x6e, 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x2c, 0x20, 0x74, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x43, 0x6f, 0x6d, 0x70, 0x6c,
0x63, 0x61, 0x6c, 0x6c, 0x62, 0x61, 0x63, 0x6b, 0x29, 0x20, 0x3d, 0x3e, 0x65, 0x74, 0x65, 0x20, 0x3d, 0x20, 0x61, 0x73, 0x79, 0x6e, 0x63, 0x20,
0x20, 0x7b, 0x0a, 0x20, 0x20, 0x69, 0x66, 0x20, 0x28, 0x21, 0x63, 0x6f, 0x28, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x2c, 0x20, 0x63, 0x6f, 0x6e,
0x6e, 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x29, 0x20, 0x7b, 0x0a, 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x2c, 0x20, 0x63, 0x61, 0x6c,
0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x6c, 0x62, 0x61, 0x63, 0x6b, 0x29, 0x20, 0x3d, 0x3e, 0x20, 0x7b, 0x0a,
0x65, 0x72, 0x20, 0x3d, 0x20, 0x6e, 0x65, 0x77, 0x20, 0x41, 0x62, 0x6f, 0x20, 0x20, 0x69, 0x66, 0x20, 0x28, 0x21, 0x63, 0x6f, 0x6e, 0x74, 0x72,
0x72, 0x74, 0x43, 0x6f, 0x6e, 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20,
0x28, 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x63, 0x6f, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x20,
0x6e, 0x73, 0x74, 0x20, 0x63, 0x6f, 0x6d, 0x70, 0x6c, 0x65, 0x74, 0x69, 0x3d, 0x20, 0x6e, 0x65, 0x77, 0x20, 0x41, 0x62, 0x6f, 0x72, 0x74, 0x43,
0x6f, 0x6e, 0x50, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x20, 0x3d, 0x20, 0x7b, 0x6f, 0x6e, 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x28, 0x29, 0x3b,
0x20, 0x2e, 0x2e, 0x2e, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x44, 0x65, 0x66, 0x0a, 0x20, 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74,
0x61, 0x75, 0x6c, 0x74, 0x73, 0x2c, 0x20, 0x2e, 0x2e, 0x2e, 0x70, 0x61, 0x20, 0x63, 0x6f, 0x6d, 0x70, 0x6c, 0x65, 0x74, 0x69, 0x6f, 0x6e, 0x50,
0x72, 0x61, 0x6d, 0x73, 0x20, 0x7d, 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x2f, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x20, 0x3d, 0x20, 0x7b, 0x20, 0x2e, 0x2e,
0x2f, 0x20, 0x77, 0x65, 0x20, 0x75, 0x73, 0x65, 0x20, 0x66, 0x65, 0x74, 0x2e, 0x70, 0x61, 0x72, 0x61, 0x6d, 0x44, 0x65, 0x66, 0x61, 0x75, 0x6c,
0x63, 0x68, 0x20, 0x64, 0x69, 0x72, 0x65, 0x63, 0x74, 0x6c, 0x79, 0x20, 0x74, 0x73, 0x2c, 0x20, 0x2e, 0x2e, 0x2e, 0x70, 0x61, 0x72, 0x61, 0x6d,
0x68, 0x65, 0x72, 0x65, 0x20, 0x62, 0x65, 0x63, 0x61, 0x73, 0x75, 0x65, 0x73, 0x20, 0x7d, 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x2f, 0x2f, 0x20, 0x77,
0x20, 0x74, 0x68, 0x65, 0x20, 0x62, 0x75, 0x69, 0x6c, 0x74, 0x20, 0x69, 0x65, 0x20, 0x75, 0x73, 0x65, 0x20, 0x66, 0x65, 0x74, 0x63, 0x68, 0x20,
0x6e, 0x20, 0x66, 0x65, 0x74, 0x63, 0x68, 0x45, 0x76, 0x65, 0x6e, 0x74, 0x64, 0x69, 0x72, 0x65, 0x63, 0x74, 0x6c, 0x79, 0x20, 0x68, 0x65, 0x72,
0x53, 0x6f, 0x75, 0x72, 0x63, 0x65, 0x20, 0x64, 0x6f, 0x65, 0x73, 0x20, 0x65, 0x20, 0x62, 0x65, 0x63, 0x61, 0x73, 0x75, 0x65, 0x20, 0x74, 0x68,
0x6e, 0x6f, 0x74, 0x20, 0x73, 0x75, 0x70, 0x70, 0x6f, 0x72, 0x74, 0x20, 0x65, 0x20, 0x62, 0x75, 0x69, 0x6c, 0x74, 0x20, 0x69, 0x6e, 0x20, 0x66,
0x50, 0x4f, 0x53, 0x54, 0x0a, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x65, 0x74, 0x63, 0x68, 0x45, 0x76, 0x65, 0x6e, 0x74, 0x53, 0x6f, 0x75,
0x20, 0x72, 0x65, 0x73, 0x70, 0x6f, 0x6e, 0x73, 0x65, 0x20, 0x3d, 0x20, 0x72, 0x63, 0x65, 0x20, 0x64, 0x6f, 0x65, 0x73, 0x20, 0x6e, 0x6f, 0x74,
0x61, 0x77, 0x61, 0x69, 0x74, 0x20, 0x66, 0x65, 0x74, 0x63, 0x68, 0x28, 0x20, 0x73, 0x75, 0x70, 0x70, 0x6f, 0x72, 0x74, 0x20, 0x50, 0x4f, 0x53,
0x22, 0x2f, 0x63, 0x6f, 0x6d, 0x70, 0x6c, 0x65, 0x74, 0x69, 0x6f, 0x6e, 0x54, 0x0a, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x72, 0x65,
0x22, 0x2c, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x6d, 0x65, 0x74, 0x73, 0x70, 0x6f, 0x6e, 0x73, 0x65, 0x20, 0x3d, 0x20, 0x61, 0x77, 0x61,
0x68, 0x6f, 0x64, 0x3a, 0x20, 0x27, 0x50, 0x4f, 0x53, 0x54, 0x27, 0x2c, 0x69, 0x74, 0x20, 0x66, 0x65, 0x74, 0x63, 0x68, 0x28, 0x22, 0x2f, 0x63,
0x0a, 0x20, 0x20, 0x20, 0x20, 0x62, 0x6f, 0x64, 0x79, 0x3a, 0x20, 0x4a, 0x6f, 0x6d, 0x70, 0x6c, 0x65, 0x74, 0x69, 0x6f, 0x6e, 0x22, 0x2c, 0x20,
0x53, 0x4f, 0x4e, 0x2e, 0x73, 0x74, 0x72, 0x69, 0x6e, 0x67, 0x69, 0x66, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x6d, 0x65, 0x74, 0x68, 0x6f, 0x64,
0x79, 0x28, 0x63, 0x6f, 0x6d, 0x70, 0x6c, 0x65, 0x74, 0x69, 0x6f, 0x6e, 0x3a, 0x20, 0x27, 0x50, 0x4f, 0x53, 0x54, 0x27, 0x2c, 0x0a, 0x20, 0x20,
0x50, 0x61, 0x72, 0x61, 0x6d, 0x73, 0x29, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x62, 0x6f, 0x64, 0x79, 0x3a, 0x20, 0x4a, 0x53, 0x4f, 0x4e,
0x20, 0x68, 0x65, 0x61, 0x64, 0x65, 0x72, 0x73, 0x3a, 0x20, 0x7b, 0x0a, 0x2e, 0x73, 0x74, 0x72, 0x69, 0x6e, 0x67, 0x69, 0x66, 0x79, 0x28, 0x63,
0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x27, 0x43, 0x6f, 0x6e, 0x6e, 0x65, 0x6f, 0x6d, 0x70, 0x6c, 0x65, 0x74, 0x69, 0x6f, 0x6e, 0x50, 0x61, 0x72,
0x63, 0x74, 0x69, 0x6f, 0x6e, 0x27, 0x3a, 0x20, 0x27, 0x6b, 0x65, 0x65, 0x61, 0x6d, 0x73, 0x29, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x68, 0x65,
0x70, 0x2d, 0x61, 0x6c, 0x69, 0x76, 0x65, 0x27, 0x2c, 0x0a, 0x20, 0x20, 0x61, 0x64, 0x65, 0x72, 0x73, 0x3a, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20,
0x20, 0x20, 0x20, 0x20, 0x27, 0x43, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x20, 0x20, 0x20, 0x27, 0x43, 0x6f, 0x6e, 0x6e, 0x65, 0x63, 0x74, 0x69,
0x2d, 0x54, 0x79, 0x70, 0x65, 0x27, 0x3a, 0x20, 0x27, 0x61, 0x70, 0x70, 0x6f, 0x6e, 0x27, 0x3a, 0x20, 0x27, 0x6b, 0x65, 0x65, 0x70, 0x2d, 0x61,
0x6c, 0x69, 0x63, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x2f, 0x6a, 0x73, 0x6f, 0x6c, 0x69, 0x76, 0x65, 0x27, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20,
0x6e, 0x27, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x27, 0x41, 0x20, 0x27, 0x43, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x2d, 0x54, 0x79,
0x63, 0x63, 0x65, 0x70, 0x74, 0x27, 0x3a, 0x20, 0x27, 0x74, 0x65, 0x78, 0x70, 0x65, 0x27, 0x3a, 0x20, 0x27, 0x61, 0x70, 0x70, 0x6c, 0x69, 0x63,
0x74, 0x2f, 0x65, 0x76, 0x65, 0x6e, 0x74, 0x2d, 0x73, 0x74, 0x72, 0x65, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x2f, 0x6a, 0x73, 0x6f, 0x6e, 0x27, 0x2c,
0x61, 0x6d, 0x27, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x2c, 0x0a, 0x20, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x27, 0x41, 0x63, 0x63, 0x65,
0x20, 0x20, 0x20, 0x73, 0x69, 0x67, 0x6e, 0x61, 0x6c, 0x3a, 0x20, 0x63, 0x70, 0x74, 0x27, 0x3a, 0x20, 0x27, 0x74, 0x65, 0x78, 0x74, 0x2f, 0x65,
0x6f, 0x6e, 0x74, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x2e, 0x73, 0x69, 0x76, 0x65, 0x6e, 0x74, 0x2d, 0x73, 0x74, 0x72, 0x65, 0x61, 0x6d, 0x27,
0x67, 0x6e, 0x61, 0x6c, 0x2c, 0x0a, 0x20, 0x20, 0x7d, 0x29, 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x2c, 0x0a, 0x20, 0x20, 0x20, 0x20,
0x0a, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x72, 0x65, 0x61, 0x73, 0x69, 0x67, 0x6e, 0x61, 0x6c, 0x3a, 0x20, 0x63, 0x6f, 0x6e, 0x74,
0x64, 0x65, 0x72, 0x20, 0x3d, 0x20, 0x72, 0x65, 0x73, 0x70, 0x6f, 0x6e, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x2e, 0x73, 0x69, 0x67, 0x6e, 0x61,
0x73, 0x65, 0x2e, 0x62, 0x6f, 0x64, 0x79, 0x2e, 0x67, 0x65, 0x74, 0x52, 0x6c, 0x2c, 0x0a, 0x20, 0x20, 0x7d, 0x29, 0x3b, 0x0a, 0x0a, 0x20, 0x20,
0x65, 0x61, 0x64, 0x65, 0x72, 0x28, 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x63, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x72, 0x65, 0x61, 0x64, 0x65, 0x72,
0x6f, 0x6e, 0x73, 0x74, 0x20, 0x64, 0x65, 0x63, 0x6f, 0x64, 0x65, 0x72, 0x20, 0x3d, 0x20, 0x72, 0x65, 0x73, 0x70, 0x6f, 0x6e, 0x73, 0x65, 0x2e,
0x20, 0x3d, 0x20, 0x6e, 0x65, 0x77, 0x20, 0x54, 0x65, 0x78, 0x74, 0x44, 0x62, 0x6f, 0x64, 0x79, 0x2e, 0x67, 0x65, 0x74, 0x52, 0x65, 0x61, 0x64,
0x65, 0x63, 0x6f, 0x64, 0x65, 0x72, 0x28, 0x29, 0x3b, 0x0a, 0x0a, 0x20, 0x65, 0x72, 0x28, 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73,
0x20, 0x6c, 0x65, 0x74, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x74, 0x20, 0x64, 0x65, 0x63, 0x6f, 0x64, 0x65, 0x72, 0x20, 0x3d, 0x20,
0x20, 0x3d, 0x20, 0x22, 0x22, 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x74, 0x72, 0x6e, 0x65, 0x77, 0x20, 0x54, 0x65, 0x78, 0x74, 0x44, 0x65, 0x63, 0x6f,
0x79, 0x20, 0x7b, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x6c, 0x65, 0x74, 0x64, 0x65, 0x72, 0x28, 0x29, 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x6c, 0x65,
0x20, 0x63, 0x6f, 0x6e, 0x74, 0x20, 0x3d, 0x20, 0x74, 0x72, 0x75, 0x65, 0x74, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x20, 0x3d, 0x20,
0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x77, 0x68, 0x69, 0x6c, 0x65, 0x22, 0x22, 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x74, 0x72, 0x79, 0x20, 0x7b,
0x20, 0x28, 0x63, 0x6f, 0x6e, 0x74, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x0a, 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, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x72, 0x65,
0x73, 0x75, 0x6c, 0x74, 0x20, 0x3d, 0x20, 0x61, 0x77, 0x61, 0x69, 0x74, 0x67, 0x65, 0x78, 0x20, 0x3d, 0x20, 0x2f, 0x5e, 0x28, 0x5c, 0x53, 0x2b,
0x20, 0x72, 0x65, 0x61, 0x64, 0x65, 0x72, 0x2e, 0x72, 0x65, 0x61, 0x64, 0x29, 0x3a, 0x5c, 0x73, 0x28, 0x2e, 0x2a, 0x29, 0x24, 0x2f, 0x67, 0x6d,
0x28, 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x69, 0x66, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x66, 0x6f, 0x72, 0x20,
0x20, 0x28, 0x72, 0x65, 0x73, 0x75, 0x6c, 0x74, 0x2e, 0x64, 0x6f, 0x6e, 0x28, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x6d, 0x61, 0x74, 0x63, 0x68,
0x65, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x6f, 0x66, 0x20, 0x74, 0x65, 0x78, 0x74, 0x2e, 0x6d, 0x61, 0x74,
0x20, 0x62, 0x72, 0x65, 0x61, 0x6b, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x63, 0x68, 0x41, 0x6c, 0x6c, 0x28, 0x72, 0x65, 0x67, 0x65, 0x78, 0x29,
0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x2f, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20,
0x2f, 0x20, 0x73, 0x73, 0x65, 0x20, 0x61, 0x6e, 0x73, 0x77, 0x65, 0x72, 0x72, 0x65, 0x73, 0x75, 0x6c, 0x74, 0x5b, 0x6d, 0x61, 0x74, 0x63, 0x68,
0x73, 0x20, 0x69, 0x6e, 0x20, 0x74, 0x68, 0x65, 0x20, 0x66, 0x6f, 0x72, 0x5b, 0x31, 0x5d, 0x5d, 0x20, 0x3d, 0x20, 0x6d, 0x61, 0x74, 0x63, 0x68,
0x6d, 0x20, 0x6d, 0x75, 0x6c, 0x74, 0x69, 0x70, 0x6c, 0x65, 0x20, 0x6c, 0x5b, 0x32, 0x5d, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a,
0x69, 0x6e, 0x65, 0x73, 0x20, 0x6f, 0x66, 0x3a, 0x20, 0x76, 0x61, 0x6c, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x2f, 0x2f, 0x20, 0x73, 0x69,
0x75, 0x65, 0x5c, 0x6e, 0x20, 0x77, 0x69, 0x74, 0x68, 0x20, 0x64, 0x61, 0x6e, 0x63, 0x65, 0x20, 0x77, 0x65, 0x20, 0x6b, 0x6e, 0x6f, 0x77, 0x20,
0x74, 0x61, 0x20, 0x61, 0x6c, 0x77, 0x61, 0x79, 0x73, 0x20, 0x70, 0x72, 0x74, 0x68, 0x69, 0x73, 0x20, 0x69, 0x73, 0x20, 0x6c, 0x6c, 0x61, 0x6d,
0x65, 0x73, 0x65, 0x6e, 0x74, 0x20, 0x61, 0x73, 0x20, 0x61, 0x20, 0x6b, 0x61, 0x2e, 0x63, 0x70, 0x70, 0x2c, 0x20, 0x6c, 0x65, 0x74, 0x27, 0x73,
0x65, 0x79, 0x2e, 0x20, 0x69, 0x6e, 0x20, 0x6f, 0x75, 0x72, 0x20, 0x63, 0x20, 0x6a, 0x75, 0x73, 0x74, 0x20, 0x64, 0x65, 0x63, 0x6f, 0x64, 0x65,
0x61, 0x73, 0x65, 0x20, 0x77, 0x65, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x74, 0x68, 0x65, 0x20, 0x6a, 0x73, 0x6f, 0x6e, 0x20, 0x69, 0x6e,
0x20, 0x2f, 0x2f, 0x20, 0x6d, 0x61, 0x69, 0x6e, 0x6c, 0x79, 0x20, 0x63, 0x20, 0x64, 0x61, 0x74, 0x61, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20,
0x61, 0x72, 0x65, 0x20, 0x61, 0x62, 0x6f, 0x75, 0x74, 0x20, 0x74, 0x68, 0x72, 0x65, 0x73, 0x75, 0x6c, 0x74, 0x2e, 0x64, 0x61, 0x74, 0x61, 0x20,
0x65, 0x20, 0x64, 0x61, 0x74, 0x61, 0x3a, 0x20, 0x6b, 0x65, 0x79, 0x20, 0x3d, 0x20, 0x4a, 0x53, 0x4f, 0x4e, 0x2e, 0x70, 0x61, 0x72, 0x73, 0x65,
0x68, 0x65, 0x72, 0x65, 0x2c, 0x20, 0x77, 0x68, 0x69, 0x63, 0x68, 0x20, 0x28, 0x72, 0x65, 0x73, 0x75, 0x6c, 0x74, 0x2e, 0x64, 0x61, 0x74, 0x61,
0x77, 0x65, 0x20, 0x65, 0x78, 0x70, 0x65, 0x63, 0x74, 0x20, 0x61, 0x73, 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e,
0x20, 0x6a, 0x73, 0x6f, 0x6e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x74, 0x65, 0x6e, 0x74, 0x20, 0x2b, 0x3d, 0x20, 0x72, 0x65, 0x73, 0x75,
0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x74, 0x65, 0x78, 0x74, 0x20, 0x3d, 0x6c, 0x74, 0x2e, 0x64, 0x61, 0x74, 0x61, 0x2e, 0x63, 0x6f, 0x6e, 0x74,
0x20, 0x64, 0x65, 0x63, 0x6f, 0x64, 0x65, 0x72, 0x2e, 0x64, 0x65, 0x63, 0x65, 0x6e, 0x74, 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20,
0x6f, 0x64, 0x65, 0x28, 0x72, 0x65, 0x73, 0x75, 0x6c, 0x74, 0x2e, 0x76, 0x2f, 0x2f, 0x20, 0x63, 0x61, 0x6c, 0x6c, 0x61, 0x63, 0x6b, 0x0a, 0x20,
0x61, 0x6c, 0x75, 0x65, 0x29, 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x69, 0x66, 0x20, 0x28, 0x63, 0x61, 0x6c,
0x20, 0x20, 0x2f, 0x2f, 0x20, 0x70, 0x61, 0x72, 0x73, 0x65, 0x20, 0x61, 0x6c, 0x62, 0x61, 0x63, 0x6b, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20,
0x6c, 0x6c, 0x20, 0x73, 0x73, 0x65, 0x20, 0x65, 0x76, 0x65, 0x6e, 0x74, 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x20, 0x3d, 0x20,
0x73, 0x20, 0x61, 0x6e, 0x64, 0x20, 0x61, 0x64, 0x64, 0x20, 0x74, 0x68, 0x63, 0x61, 0x6c, 0x6c, 0x62, 0x61, 0x63, 0x6b, 0x28, 0x72, 0x65, 0x73,
0x65, 0x6d, 0x20, 0x74, 0x6f, 0x20, 0x72, 0x65, 0x73, 0x75, 0x6c, 0x74, 0x75, 0x6c, 0x74, 0x29, 0x20, 0x21, 0x3d, 0x20, 0x66, 0x61, 0x6c, 0x73,
0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x65, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a,
0x20, 0x72, 0x65, 0x67, 0x65, 0x78, 0x20, 0x3d, 0x20, 0x2f, 0x5e, 0x28, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x2f, 0x2f, 0x20, 0x69, 0x66, 0x20,
0x5c, 0x53, 0x2b, 0x29, 0x3a, 0x5c, 0x73, 0x28, 0x2e, 0x2a, 0x29, 0x24, 0x77, 0x65, 0x20, 0x67, 0x6f, 0x74, 0x20, 0x61, 0x20, 0x73, 0x74, 0x6f,
0x2f, 0x67, 0x6d, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x66, 0x70, 0x20, 0x74, 0x6f, 0x6b, 0x65, 0x6e, 0x20, 0x66, 0x72, 0x6f, 0x6d,
0x6f, 0x72, 0x20, 0x28, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x6d, 0x61, 0x20, 0x73, 0x65, 0x72, 0x76, 0x65, 0x72, 0x2c, 0x20, 0x77, 0x65, 0x20,
0x74, 0x63, 0x68, 0x20, 0x6f, 0x66, 0x20, 0x74, 0x65, 0x78, 0x74, 0x2e, 0x77, 0x69, 0x6c, 0x6c, 0x20, 0x62, 0x72, 0x65, 0x61, 0x6b, 0x20, 0x68,
0x6d, 0x61, 0x74, 0x63, 0x68, 0x41, 0x6c, 0x6c, 0x28, 0x72, 0x65, 0x67, 0x65, 0x72, 0x65, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x69, 0x66,
0x65, 0x78, 0x29, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x28, 0x72, 0x65, 0x73, 0x75, 0x6c, 0x74, 0x2e, 0x64, 0x61, 0x74,
0x20, 0x20, 0x20, 0x72, 0x65, 0x73, 0x75, 0x6c, 0x74, 0x5b, 0x6d, 0x61, 0x61, 0x2e, 0x73, 0x74, 0x6f, 0x70, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20,
0x74, 0x63, 0x68, 0x5b, 0x31, 0x5d, 0x5d, 0x20, 0x3d, 0x20, 0x6d, 0x61, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x69, 0x66, 0x28, 0x72, 0x65, 0x73,
0x74, 0x63, 0x68, 0x5b, 0x32, 0x5d, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x75, 0x6c, 0x74, 0x2e, 0x64, 0x61, 0x74, 0x61, 0x2e, 0x67, 0x65, 0x6e,
0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x2f, 0x2f, 0x65, 0x72, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x73, 0x65, 0x74, 0x74,
0x20, 0x73, 0x69, 0x6e, 0x63, 0x65, 0x20, 0x77, 0x65, 0x20, 0x6b, 0x6e, 0x69, 0x6e, 0x67, 0x73, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20,
0x6f, 0x77, 0x20, 0x74, 0x68, 0x69, 0x73, 0x20, 0x69, 0x73, 0x20, 0x6c, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x67, 0x65, 0x6e, 0x65, 0x72, 0x61,
0x6c, 0x61, 0x6d, 0x61, 0x2e, 0x63, 0x70, 0x70, 0x2c, 0x20, 0x6c, 0x65, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x73, 0x65, 0x74, 0x74, 0x69, 0x6e, 0x67,
0x74, 0x27, 0x73, 0x20, 0x6a, 0x75, 0x73, 0x74, 0x20, 0x64, 0x65, 0x63, 0x73, 0x20, 0x3d, 0x20, 0x72, 0x65, 0x73, 0x75, 0x6c, 0x74, 0x2e, 0x64,
0x6f, 0x64, 0x65, 0x20, 0x74, 0x68, 0x65, 0x20, 0x6a, 0x73, 0x6f, 0x6e, 0x61, 0x74, 0x61, 0x2e, 0x67, 0x65, 0x6e, 0x65, 0x72, 0x61, 0x74, 0x69,
0x20, 0x69, 0x6e, 0x20, 0x64, 0x61, 0x74, 0x61, 0x0a, 0x20, 0x20, 0x20, 0x6f, 0x6e, 0x5f, 0x73, 0x65, 0x74, 0x74, 0x69, 0x6e, 0x67, 0x73, 0x3b,
0x20, 0x20, 0x20, 0x72, 0x65, 0x73, 0x75, 0x6c, 0x74, 0x2e, 0x64, 0x61, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x20,
0x74, 0x61, 0x20, 0x3d, 0x20, 0x4a, 0x53, 0x4f, 0x4e, 0x2e, 0x70, 0x61, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x62, 0x72, 0x65, 0x61, 0x6b,
0x72, 0x73, 0x65, 0x28, 0x72, 0x65, 0x73, 0x75, 0x6c, 0x74, 0x2e, 0x64, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x20, 0x20,
0x61, 0x74, 0x61, 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x7d, 0x20, 0x63, 0x61, 0x74, 0x63,
0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x20, 0x2b, 0x3d, 0x20, 0x72, 0x68, 0x20, 0x28, 0x65, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20,
0x65, 0x73, 0x75, 0x6c, 0x74, 0x2e, 0x64, 0x61, 0x74, 0x61, 0x2e, 0x63, 0x63, 0x6f, 0x6e, 0x73, 0x6f, 0x6c, 0x65, 0x2e, 0x65, 0x72, 0x72, 0x6f,
0x6f, 0x6e, 0x74, 0x65, 0x6e, 0x74, 0x3b, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x72, 0x28, 0x22, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x20, 0x65, 0x72, 0x72,
0x20, 0x20, 0x20, 0x2f, 0x2f, 0x20, 0x63, 0x61, 0x6c, 0x6c, 0x61, 0x63, 0x6f, 0x72, 0x3a, 0x20, 0x22, 0x2c, 0x20, 0x65, 0x29, 0x3b, 0x0a, 0x20,
0x6b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x69, 0x66, 0x20, 0x28, 0x20, 0x20, 0x20, 0x74, 0x68, 0x72, 0x6f, 0x77, 0x20, 0x65, 0x3b, 0x0a,
0x63, 0x61, 0x6c, 0x6c, 0x62, 0x61, 0x63, 0x6b, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x66, 0x69, 0x6e, 0x61, 0x6c, 0x6c,
0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x79, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x74,
0x20, 0x3d, 0x20, 0x63, 0x61, 0x6c, 0x6c, 0x62, 0x61, 0x63, 0x6b, 0x28, 0x72, 0x6f, 0x6c, 0x6c, 0x65, 0x72, 0x2e, 0x61, 0x62, 0x6f, 0x72, 0x74,
0x72, 0x65, 0x73, 0x75, 0x6c, 0x74, 0x29, 0x20, 0x21, 0x3d, 0x20, 0x66, 0x28, 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x72,
0x61, 0x6c, 0x73, 0x65, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x63, 0x6f, 0x6e, 0x74, 0x65, 0x6e,
0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x2f, 0x2f, 0x20, 0x74, 0x3b, 0x0a, 0x7d, 0x0a, 0x0a, 0x65, 0x78, 0x70, 0x6f, 0x72, 0x74,
0x69, 0x66, 0x20, 0x77, 0x65, 0x20, 0x67, 0x6f, 0x74, 0x20, 0x61, 0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61,
0x73, 0x74, 0x6f, 0x70, 0x20, 0x74, 0x6f, 0x6b, 0x65, 0x6e, 0x20, 0x66, 0x4d, 0x6f, 0x64, 0x65, 0x6c, 0x49, 0x6e, 0x66, 0x6f, 0x20, 0x3d, 0x20,
0x72, 0x6f, 0x6d, 0x20, 0x73, 0x65, 0x72, 0x76, 0x65, 0x72, 0x2c, 0x20, 0x61, 0x73, 0x79, 0x6e, 0x63, 0x20, 0x28, 0x29, 0x20, 0x3d, 0x3e, 0x20,
0x77, 0x65, 0x20, 0x77, 0x69, 0x6c, 0x6c, 0x20, 0x62, 0x72, 0x65, 0x61, 0x7b, 0x0a, 0x20, 0x20, 0x69, 0x66, 0x20, 0x28, 0x21, 0x67, 0x65, 0x6e,
0x6b, 0x20, 0x68, 0x65, 0x72, 0x65, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x65, 0x72, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x73, 0x65, 0x74, 0x74,
0x20, 0x69, 0x66, 0x20, 0x28, 0x72, 0x65, 0x73, 0x75, 0x6c, 0x74, 0x2e, 0x69, 0x6e, 0x67, 0x73, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20,
0x64, 0x61, 0x74, 0x61, 0x2e, 0x73, 0x74, 0x6f, 0x70, 0x29, 0x20, 0x7b, 0x67, 0x65, 0x6e, 0x65, 0x72, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x73,
0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x62, 0x72, 0x65, 0x65, 0x74, 0x74, 0x69, 0x6e, 0x67, 0x73, 0x20, 0x3d, 0x20, 0x61, 0x77,
0x61, 0x6b, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x61, 0x69, 0x74, 0x20, 0x66, 0x65, 0x74, 0x63, 0x68, 0x28, 0x22, 0x2f,
0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x20, 0x20, 0x7d, 0x20, 0x63, 0x61, 0x6d, 0x6f, 0x64, 0x65, 0x6c, 0x2e, 0x6a, 0x73, 0x6f, 0x6e, 0x22, 0x29,
0x74, 0x63, 0x68, 0x20, 0x28, 0x65, 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x2e, 0x74, 0x68, 0x65, 0x6e, 0x28, 0x72, 0x20, 0x3d, 0x3e, 0x20, 0x72,
0x20, 0x20, 0x63, 0x6f, 0x6e, 0x73, 0x6f, 0x6c, 0x65, 0x2e, 0x65, 0x72, 0x2e, 0x6a, 0x73, 0x6f, 0x6e, 0x28, 0x29, 0x29, 0x3b, 0x0a, 0x20, 0x20,
0x72, 0x6f, 0x72, 0x28, 0x22, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x20, 0x65, 0x7d, 0x0a, 0x20, 0x20, 0x72, 0x65, 0x74, 0x75, 0x72, 0x6e, 0x20, 0x67,
0x72, 0x72, 0x6f, 0x72, 0x3a, 0x20, 0x22, 0x2c, 0x20, 0x65, 0x29, 0x3b, 0x65, 0x6e, 0x65, 0x72, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x73, 0x65,
0x0a, 0x20, 0x20, 0x20, 0x20, 0x74, 0x68, 0x72, 0x6f, 0x77, 0x20, 0x65, 0x74, 0x74, 0x69, 0x6e, 0x67, 0x73, 0x3b, 0x0a, 0x7d, 0x0a, 0x0a
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
}; };
unsigned int completion_js_len = 2275; unsigned int completion_js_len = 2615;

1560
examples/server/index.html.hpp
View File

File diff suppressed because it is too large Load Diff

13
examples/server/public/completion.js
View File

@ -5,6 +5,8 @@ const paramDefaults = {
stop: ["</s>"] stop: ["</s>"]
}; };
let generation_settings = null;
/** /**
* This function completes the input text using a llama dictionary. * This function completes the input text using a llama dictionary.
* @param {object} params - The parameters for the completion request. * @param {object} params - The parameters for the completion request.
@ -66,6 +68,9 @@ export const llamaComplete = async (params, controller, callback) => {
// if we got a stop token from server, we will break here // if we got a stop token from server, we will break here
if (result.data.stop) { if (result.data.stop) {
if(result.data.generation_settings) {
generation_settings = result.data.generation_settings;
}
break; break;
} }
} }
@ -79,3 +84,11 @@ export const llamaComplete = async (params, controller, callback) => {
return content; return content;
} }
export const llamaModelInfo = async () => {
if (!generation_settings) {
generation_settings = await fetch("/model.json").then(r => r.json());
}
return generation_settings;
}

117
examples/server/public/index.html
View File

@ -6,7 +6,6 @@
<title>llama.cpp - chat</title> <title>llama.cpp - chat</title>
<style> <style>
body { body {
background-color: #fff; background-color: #fff;
color: #000; color: #000;
@ -22,10 +21,6 @@
height: 100%; height: 100%;
} }
header, footer {
text-align: center;
}
main { main {
margin: 3px; margin: 3px;
display: flex; display: flex;
@ -99,6 +94,15 @@
margin: 0.5em 0; margin: 0.5em 0;
display: block; display: block;
} }
header, footer {
text-align: center;
}
footer {
font-size: 80%;
color: #888;
}
</style> </style>
<script type="module"> <script type="module">
@ -109,7 +113,7 @@
import { llamaComplete } from '/completion.js'; import { llamaComplete } from '/completion.js';
const session = signal({ const session = signal({
prompt: "This is a conversation between user and llama, a friendly chatbot. respond in markdown.", prompt: "This is a conversation between user and llama, a friendly chatbot. respond in simple markdown.",
template: "{{prompt}}\n\n{{history}}\n{{char}}:", template: "{{prompt}}\n\n{{history}}\n{{char}}:",
historyTemplate: "{{name}}: {{message}}", historyTemplate: "{{name}}: {{message}}",
transcript: [], transcript: [],
@ -118,15 +122,6 @@
user: "User", user: "User",
}) })
const transcriptUpdate = (transcript) => {
session.value = {
...session.value,
transcript
}
}
const chatStarted = computed(() => session.value.transcript.length > 0)
const params = signal({ const params = signal({
n_predict: 400, n_predict: 400,
temperature: 0.7, temperature: 0.7,
@ -136,8 +131,18 @@
top_p: 0.5, top_p: 0.5,
}) })
const llamaStats = signal(null)
const controller = signal(null) const controller = signal(null)
const generating = computed(() => controller.value == null ) const generating = computed(() => controller.value == null )
const chatStarted = computed(() => session.value.transcript.length > 0)
const transcriptUpdate = (transcript) => {
session.value = {
...session.value,
transcript
}
}
// simple template replace // simple template replace
const template = (str, extraSettings) => { const template = (str, extraSettings) => {
@ -181,7 +186,11 @@
transcriptUpdate([...history, ["{{char}}", currentMessage]]) transcriptUpdate([...history, ["{{char}}", currentMessage]])
if (data.stop) { if (data.stop) {
console.log("-->", data, ' response was:', currentMessage, 'transcript state:', session.value.transcript); console.log("Completion finished: '", currentMessage, "', summary: ", data);
}
if (data.timings) {
llamaStats.value = data.timings;
} }
}) })
@ -219,13 +228,12 @@
return html` return html`
<form onsubmit=${submit}> <form onsubmit=${submit}>
<div> <div>
<textarea type="text" rows=2 onkeypress=${enterSubmits} value="${message}" oninput=${(e) => message.value = e.target.value} placeholder="Say something..."/> <textarea type="text" rows=2 onkeypress=${enterSubmits} value="${message}" oninput=${(e) => message.value = e.target.value} placeholder="Say something..."/>
</div> </div>
<div class="right"> <div class="right">
<button type="submit" disabled=${!generating.value} >Send</button> <button type="submit" disabled=${!generating.value} >Send</button>
<button onclick=${stop} disabled=${generating}>Stop</button> <button onclick=${stop} disabled=${generating}>Stop</button>
<button onclick=${reset}>Reset</button> <button onclick=${reset}>Reset</button>
</div> </div>
</form> </form>
` `
@ -243,7 +251,7 @@
}, [messages]) }, [messages])
const chatLine = ([user, msg]) => { const chatLine = ([user, msg]) => {
return html`<p key=${msg}><strong>${template(user)}:</strong> <${Markdown} text=${template(msg)} /></p>` return html`<p key=${msg}><strong>${template(user)}:</strong> <${Markdownish} text=${template(msg)} /></p>`
}; };
return html` return html`
@ -313,39 +321,52 @@
</form> </form>
` `
} }
const Markdown = (params) => { // poor mans markdown replacement
const md = params.text const Markdownish = (params) => {
.replace(/^#{1,6} (.*)$/gim, '<h3>$1</h3>') const md = params.text
.replace(/\*\*(.*?)\*\*/g, '<strong>$1</strong>') .replace(/^#{1,6} (.*)$/gim, '<h3>$1</h3>')
.replace(/__(.*?)__/g, '<strong>$1</strong>') .replace(/\*\*(.*?)\*\*/g, '<strong>$1</strong>')
.replace(/\*(.*?)\*/g, '<em>$1</em>') .replace(/__(.*?)__/g, '<strong>$1</strong>')
.replace(/_(.*?)_/g, '<em>$1</em>') .replace(/\*(.*?)\*/g, '<em>$1</em>')
.replace(/```.*?\n([\s\S]*?)```/g, '<pre><code>$1</code></pre>') .replace(/_(.*?)_/g, '<em>$1</em>')
.replace(/`(.*?)`/g, '<code>$1</code>') .replace(/```.*?\n([\s\S]*?)```/g, '<pre><code>$1</code></pre>')
.replace(/\n/gim, '<br />'); .replace(/`(.*?)`/g, '<code>$1</code>')
return html`<span dangerouslySetInnerHTML=${{ __html: md }} />`; .replace(/\n/gim, '<br />');
}; return html`<span dangerouslySetInnerHTML=${{ __html: md }} />`;
};
const ModelGenerationInfo = (params) => {
if (!llamaStats.value) {
return html`<span/>`
}
return html`
<span>
${llamaStats.value.predicted_per_token_ms.toFixed()}ms per token, ${llamaStats.value.predicted_per_second.toFixed(2)} tokens per second
</span>
`
}
function App(props) { function App(props) {
return html` return html`
<div id="container"> <div id="container">
<header> <header>
<h1>llama.cpp</h1> <h1>llama.cpp</h1>
</header> </header>
<main id="content"> <main id="content">
<${chatStarted.value ? ChatLog : ConfigForm} /> <${chatStarted.value ? ChatLog : ConfigForm} />
</main> </main>
<footer id="write"> <section id="write">
<${MessageInput} /> <${MessageInput} />
</footer> </section>
<footer> <footer>
<p>Powered by <a href="https://github.com/ggerganov/llama.cpp">llama.cpp</a> and <a href="https://ggml.ai">ggml.ai</a></p> <p><${ModelGenerationInfo} /></p>
</footer> <p>Powered by <a href="https://github.com/ggerganov/llama.cpp">llama.cpp</a> and <a href="https://ggml.ai">ggml.ai</a>.</p>
</div> </footer>
</div>
`; `;
} }

42
examples/server/server.cpp
View File

@ -726,6 +726,8 @@ static json format_generation_settings(llama_server_context & llama) {
eos_bias->second < 0.0f && std::isinf(eos_bias->second); eos_bias->second < 0.0f && std::isinf(eos_bias->second);
return json { return json {
{ "n_ctx", llama.params.n_ctx },
{ "model", llama.params.model_alias },
{ "seed", llama.params.seed }, { "seed", llama.params.seed },
{ "temp", llama.params.temp }, { "temp", llama.params.temp },
{ "top_k", llama.params.top_k }, { "top_k", llama.params.top_k },
@ -756,13 +758,29 @@ static json format_embedding_response(llama_server_context & llama) {
}; };
} }
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.prompt_eval_time_ms },
{ "prompt_per_token_ms", timings.prompt_eval_time_ms / timings.n_p_eval },
{ "prompt_per_second", 1e3 / timings.prompt_eval_time_ms * timings.n_p_eval },
{ "predicted_n", timings.n_eval },
{ "predicted_ms", timings.eval_time_ms },
{ "predicted_per_token_ms", timings.eval_time_ms / timings.n_eval },
{ "predicted_per_second", 1e3 / timings.eval_time_ms * timings.n_eval },
};
}
static json format_final_response(llama_server_context & llama, const std::string & content, const std::vector<completion_token_output> & probs) { static json format_final_response(llama_server_context & llama, const std::string & content, const std::vector<completion_token_output> & probs) {
json res = json { json res = json {
{ "content", content }, { "content", content },
{ "stop", true }, { "stop", true },
{ "model", llama.params.model_alias },
{ "tokens_predicted", llama.num_tokens_predicted },
{ "generation_settings", format_generation_settings(llama) }, { "generation_settings", format_generation_settings(llama) },
{ "prompt", llama.params.prompt }, { "prompt", llama.params.prompt },
{ "truncated", llama.truncated }, { "truncated", llama.truncated },
@ -770,6 +788,9 @@ static json format_final_response(llama_server_context & llama, const std::strin
{ "stopped_word", llama.stopped_word }, { "stopped_word", llama.stopped_word },
{ "stopped_limit", llama.stopped_limit }, { "stopped_limit", llama.stopped_limit },
{ "stopping_word", llama.stopping_word }, { "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) { if (llama.params.n_probs > 0) {
@ -913,18 +934,18 @@ int main(int argc, char ** argv) {
{ "Access-Control-Allow-Headers", "content-type" } { "Access-Control-Allow-Headers", "content-type" }
}); });
// 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<const char *>(&index_js), index_js_len, "text/javascript");
return false;
});
// this is only called if no index.html is found in the public --path // this is only called if no index.html is found in the public --path
svr.Get("/", [](const Request &, Response & res) { svr.Get("/", [](const Request &, Response & res) {
res.set_content(reinterpret_cast<const char*>(&index_html), index_html_len, "text/html"); res.set_content(reinterpret_cast<const char*>(&index_html), index_html_len, "text/html");
return false; 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<const char *>(&index_js), index_js_len, "text/javascript");
return false;
});
// this is only called if no index.html is found in the public --path // this is only called if no index.html is found in the public --path
svr.Get("/completion.js", [](const Request &, Response & res) { svr.Get("/completion.js", [](const Request &, Response & res) {
res.set_content(reinterpret_cast<const char*>(&completion_js), completion_js_len, "application/javascript"); res.set_content(reinterpret_cast<const char*>(&completion_js), completion_js_len, "application/javascript");
@ -1039,6 +1060,11 @@ int main(int argc, char ** argv) {
} }
}); });
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) { svr.Options(R"(/.*)", [](const Request &, Response & res) {
return res.set_content("", "application/json"); return res.set_content("", "application/json");
}); });

32
llama.cpp
View File

@ -3473,23 +3473,35 @@ llama_token llama_token_nl() {
return 13; return 13;
} }
llama_timings llama_get_timings(struct llama_context * ctx) {
llama_timings timings;
timings.t_end_ms = ggml_time_ms();
timings.t_start_ms = 1e-3 * ctx->t_start_us;
timings.load_time_ms = 1e-3 * ctx->t_load_us;
timings.sample_time_ms = 1e-3 * ctx->t_sample_us;
timings.prompt_eval_time_ms = 1e-3 * ctx->t_p_eval_us;
timings.eval_time_ms = 1e-3 * ctx->t_eval_us;
timings.n_sample = std::max(1, ctx->n_sample);
timings.n_p_eval = std::max(1, ctx->n_p_eval);
timings.n_eval = std::max(1, ctx->n_eval);
return timings;
}
void llama_print_timings(struct llama_context * ctx) { void llama_print_timings(struct llama_context * ctx) {
const int64_t t_end_us = ggml_time_us(); llama_timings timings = llama_get_timings(ctx);
const int32_t n_sample = std::max(1, ctx->n_sample);
const int32_t n_eval = std::max(1, ctx->n_eval);
const int32_t n_p_eval = std::max(1, ctx->n_p_eval);
fprintf(stderr, "\n"); fprintf(stderr, "\n");
fprintf(stderr, "%s: load time = %8.2f ms\n", __func__, ctx->t_load_us / 1000.0); fprintf(stderr, "%s: load time = %8.2f ms\n", __func__, timings.load_time_ms);
fprintf(stderr, "%s: sample time = %8.2f ms / %5d runs (%8.2f ms per token, %8.2f tokens per second)\n", fprintf(stderr, "%s: sample time = %8.2f ms / %5d runs (%8.2f ms per token, %8.2f tokens per second)\n",
__func__, 1e-3 * ctx->t_sample_us, n_sample, 1e-3 * ctx->t_sample_us / n_sample, 1e6 / ctx->t_sample_us * n_sample); __func__, timings.sample_time_ms, timings.n_sample, timings.sample_time_ms / timings.n_sample, 1e3 / timings.sample_time_ms * timings.n_sample);
fprintf(stderr, "%s: prompt eval time = %8.2f ms / %5d tokens (%8.2f ms per token, %8.2f tokens per second)\n", fprintf(stderr, "%s: prompt eval time = %8.2f ms / %5d tokens (%8.2f ms per token, %8.2f tokens per second)\n",
__func__, 1e-3 * ctx->t_p_eval_us, n_p_eval, 1e-3 * ctx->t_p_eval_us / n_p_eval, 1e6 / ctx->t_p_eval_us * n_p_eval); __func__, timings.prompt_eval_time_ms, timings.n_p_eval, timings.prompt_eval_time_ms / timings.n_p_eval, 1e3 / timings.prompt_eval_time_ms * timings.n_p_eval);
fprintf(stderr, "%s: eval time = %8.2f ms / %5d runs (%8.2f ms per token, %8.2f tokens per second)\n", fprintf(stderr, "%s: eval time = %8.2f ms / %5d runs (%8.2f ms per token, %8.2f tokens per second)\n",
__func__, 1e-3 * ctx->t_eval_us, n_eval, 1e-3 * ctx->t_eval_us / n_eval, 1e6 / ctx->t_eval_us * n_eval); __func__, timings.eval_time_ms, timings.n_eval, timings.eval_time_ms / timings.n_eval, 1e3 / timings.eval_time_ms * timings.n_eval);
fprintf(stderr, "%s: total time = %8.2f ms\n", __func__, (t_end_us - ctx->t_start_us)/1000.0); fprintf(stderr, "%s: total time = %8.2f ms\n", __func__, (timings.t_end_ms - timings.t_start_ms));
} }
void llama_reset_timings(struct llama_context * ctx) { void llama_reset_timings(struct llama_context * ctx) {

15
llama.h
View File

@ -134,6 +134,20 @@ extern "C" {
bool quantize_output_tensor; // quantize output.weight bool quantize_output_tensor; // quantize output.weight
} llama_model_quantize_params; } llama_model_quantize_params;
// performance timing information
struct llama_timings {
double t_start_ms;
double t_end_ms;
double load_time_ms;
double sample_time_ms;
double prompt_eval_time_ms;
double eval_time_ms;
int32_t n_sample;
int32_t n_p_eval;
int32_t n_eval;
};
LLAMA_API struct llama_context_params llama_context_default_params(); LLAMA_API struct llama_context_params llama_context_default_params();
LLAMA_API struct llama_model_quantize_params llama_model_quantize_default_params(); LLAMA_API struct llama_model_quantize_params llama_model_quantize_default_params();
@ -331,6 +345,7 @@ extern "C" {
LLAMA_API llama_token llama_sample_token(struct llama_context * ctx, llama_token_data_array * candidates); LLAMA_API llama_token llama_sample_token(struct llama_context * ctx, llama_token_data_array * candidates);
// Performance information // Performance information
LLAMA_API llama_timings llama_get_timings(struct llama_context * ctx);
LLAMA_API void llama_print_timings(struct llama_context * ctx); LLAMA_API void llama_print_timings(struct llama_context * ctx);
LLAMA_API void llama_reset_timings(struct llama_context * ctx); LLAMA_API void llama_reset_timings(struct llama_context * ctx);