Upload 18 files
Browse files- .dockerignore +2 -0
- .env +2 -0
- .gitignore +112 -0
- Cargo.lock +2330 -0
- Cargo.toml +24 -0
- Dockerfile +31 -0
- LICENSE +201 -0
- README.md +127 -10
- docker-compose.yml +21 -0
- src/healthcheck.rs +15 -0
- src/long_term_memory.rs +81 -0
- src/main.rs +122 -0
- src/memory.rs +248 -0
- src/models.rs +276 -0
- src/redis_utils.rs +46 -0
- src/reducer.rs +145 -0
- src/retrieval.rs +33 -0
.dockerignore
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target/
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.git/
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.env
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OPENAI_API_KEY=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
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REDIS_URL=
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.gitignore
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# Logs
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logs
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*.log
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npm-debug.log*
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yarn-debug.log*
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yarn-error.log*
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lerna-debug.log*
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# Diagnostic reports (https://nodejs.org/api/report.html)
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report.[0-9]*.[0-9]*.[0-9]*.[0-9]*.json
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# Runtime data
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pids
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*.pid
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*.seed
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*.pid.lock
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# Directory for instrumented libs generated by jscoverage/JSCover
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lib-cov
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# Coverage directory used by tools like istanbul
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coverage
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*.lcov
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# nyc test coverage
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.nyc_output
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# Grunt intermediate storage (https://gruntjs.com/creating-plugins#storing-task-files)
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.grunt
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# Bower dependency directory (https://bower.io/)
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bower_components
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# node-waf configuration
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.lock-wscript
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# Compiled binary addons (https://nodejs.org/api/addons.html)
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build/Release
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# Dependency directories
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node_modules/
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jspm_packages/
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# TypeScript v1 declaration files
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typings/
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# TypeScript cache
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*.tsbuildinfo
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# Optional npm cache directory
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.npm
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# Optional eslint cache
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.eslintcache
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# Microbundle cache
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.rpt2_cache/
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.rts2_cache_cjs/
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.rts2_cache_es/
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.rts2_cache_umd/
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# Optional REPL history
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.node_repl_history
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# Output of 'npm pack'
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*.tgz
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# Yarn Integrity file
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.yarn-integrity
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# dotenv environment variables file
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.env
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.env.test
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# parcel-bundler cache (https://parceljs.org/)
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.cache
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# Next.js build output
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.next
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# Nuxt.js build / generate output
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.nuxt
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dist
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# Gatsby files
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.cache/
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# Comment in the public line in if your project uses Gatsby and *not* Next.js
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# https://nextjs.org/blog/next-9-1#public-directory-support
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# public
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# vuepress build output
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.vuepress/dist
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# Serverless directories
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.serverless/
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# FuseBox cache
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.fusebox/
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# DynamoDB Local files
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.dynamodb/
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# TernJS port file
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.tern-port
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.cert
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.vscode
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# Added by cargo
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/target
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Cargo.lock
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| 1 |
+
# This file is automatically @generated by Cargo.
|
| 2 |
+
# It is not intended for manual editing.
|
| 3 |
+
version = 3
|
| 4 |
+
|
| 5 |
+
[[package]]
|
| 6 |
+
name = "actix-codec"
|
| 7 |
+
version = "0.5.0"
|
| 8 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 9 |
+
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| 2091 |
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[[package]]
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| 2093 |
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| 2098 |
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"futures-util",
|
| 2099 |
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"js-sys",
|
| 2100 |
+
"wasm-bindgen",
|
| 2101 |
+
"wasm-bindgen-futures",
|
| 2102 |
+
"web-sys",
|
| 2103 |
+
]
|
| 2104 |
+
|
| 2105 |
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[[package]]
|
| 2106 |
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name = "web-sys"
|
| 2107 |
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source = "registry+https://github.com/rust-lang/crates.io-index"
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| 2110 |
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|
| 2111 |
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"js-sys",
|
| 2112 |
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"wasm-bindgen",
|
| 2113 |
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]
|
| 2114 |
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|
| 2115 |
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[[package]]
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| 2116 |
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| 2121 |
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"winapi-i686-pc-windows-gnu",
|
| 2122 |
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"winapi-x86_64-pc-windows-gnu",
|
| 2123 |
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]
|
| 2124 |
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|
| 2125 |
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[[package]]
|
| 2126 |
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name = "winapi-i686-pc-windows-gnu"
|
| 2127 |
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| 2130 |
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|
| 2131 |
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[[package]]
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| 2132 |
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name = "winapi-util"
|
| 2133 |
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| 2134 |
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source = "registry+https://github.com/rust-lang/crates.io-index"
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| 2136 |
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dependencies = [
|
| 2137 |
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"winapi",
|
| 2138 |
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]
|
| 2139 |
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|
| 2140 |
+
[[package]]
|
| 2141 |
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name = "winapi-x86_64-pc-windows-gnu"
|
| 2142 |
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|
| 2143 |
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| 2144 |
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| 2145 |
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|
| 2146 |
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[[package]]
|
| 2147 |
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name = "windows"
|
| 2148 |
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|
| 2149 |
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|
| 2150 |
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| 2151 |
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dependencies = [
|
| 2152 |
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"windows-targets 0.48.0",
|
| 2153 |
+
]
|
| 2154 |
+
|
| 2155 |
+
[[package]]
|
| 2156 |
+
name = "windows-sys"
|
| 2157 |
+
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|
| 2158 |
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|
| 2159 |
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|
| 2160 |
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|
| 2161 |
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"windows_aarch64_gnullvm 0.42.2",
|
| 2162 |
+
"windows_aarch64_msvc 0.42.2",
|
| 2163 |
+
"windows_i686_gnu 0.42.2",
|
| 2164 |
+
"windows_i686_msvc 0.42.2",
|
| 2165 |
+
"windows_x86_64_gnu 0.42.2",
|
| 2166 |
+
"windows_x86_64_gnullvm 0.42.2",
|
| 2167 |
+
"windows_x86_64_msvc 0.42.2",
|
| 2168 |
+
]
|
| 2169 |
+
|
| 2170 |
+
[[package]]
|
| 2171 |
+
name = "windows-sys"
|
| 2172 |
+
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|
| 2173 |
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source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2174 |
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checksum = "75283be5efb2831d37ea142365f009c02ec203cd29a3ebecbc093d52315b66d0"
|
| 2175 |
+
dependencies = [
|
| 2176 |
+
"windows-targets 0.42.2",
|
| 2177 |
+
]
|
| 2178 |
+
|
| 2179 |
+
[[package]]
|
| 2180 |
+
name = "windows-targets"
|
| 2181 |
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version = "0.42.2"
|
| 2182 |
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source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2183 |
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checksum = "8e5180c00cd44c9b1c88adb3693291f1cd93605ded80c250a75d472756b4d071"
|
| 2184 |
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dependencies = [
|
| 2185 |
+
"windows_aarch64_gnullvm 0.42.2",
|
| 2186 |
+
"windows_aarch64_msvc 0.42.2",
|
| 2187 |
+
"windows_i686_gnu 0.42.2",
|
| 2188 |
+
"windows_i686_msvc 0.42.2",
|
| 2189 |
+
"windows_x86_64_gnu 0.42.2",
|
| 2190 |
+
"windows_x86_64_gnullvm 0.42.2",
|
| 2191 |
+
"windows_x86_64_msvc 0.42.2",
|
| 2192 |
+
]
|
| 2193 |
+
|
| 2194 |
+
[[package]]
|
| 2195 |
+
name = "windows-targets"
|
| 2196 |
+
version = "0.48.0"
|
| 2197 |
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source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2198 |
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checksum = "7b1eb6f0cd7c80c79759c929114ef071b87354ce476d9d94271031c0497adfd5"
|
| 2199 |
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dependencies = [
|
| 2200 |
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"windows_aarch64_gnullvm 0.48.0",
|
| 2201 |
+
"windows_aarch64_msvc 0.48.0",
|
| 2202 |
+
"windows_i686_gnu 0.48.0",
|
| 2203 |
+
"windows_i686_msvc 0.48.0",
|
| 2204 |
+
"windows_x86_64_gnu 0.48.0",
|
| 2205 |
+
"windows_x86_64_gnullvm 0.48.0",
|
| 2206 |
+
"windows_x86_64_msvc 0.48.0",
|
| 2207 |
+
]
|
| 2208 |
+
|
| 2209 |
+
[[package]]
|
| 2210 |
+
name = "windows_aarch64_gnullvm"
|
| 2211 |
+
version = "0.42.2"
|
| 2212 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2213 |
+
checksum = "597a5118570b68bc08d8d59125332c54f1ba9d9adeedeef5b99b02ba2b0698f8"
|
| 2214 |
+
|
| 2215 |
+
[[package]]
|
| 2216 |
+
name = "windows_aarch64_gnullvm"
|
| 2217 |
+
version = "0.48.0"
|
| 2218 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2219 |
+
checksum = "91ae572e1b79dba883e0d315474df7305d12f569b400fcf90581b06062f7e1bc"
|
| 2220 |
+
|
| 2221 |
+
[[package]]
|
| 2222 |
+
name = "windows_aarch64_msvc"
|
| 2223 |
+
version = "0.42.2"
|
| 2224 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2225 |
+
checksum = "e08e8864a60f06ef0d0ff4ba04124db8b0fb3be5776a5cd47641e942e58c4d43"
|
| 2226 |
+
|
| 2227 |
+
[[package]]
|
| 2228 |
+
name = "windows_aarch64_msvc"
|
| 2229 |
+
version = "0.48.0"
|
| 2230 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2231 |
+
checksum = "b2ef27e0d7bdfcfc7b868b317c1d32c641a6fe4629c171b8928c7b08d98d7cf3"
|
| 2232 |
+
|
| 2233 |
+
[[package]]
|
| 2234 |
+
name = "windows_i686_gnu"
|
| 2235 |
+
version = "0.42.2"
|
| 2236 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2237 |
+
checksum = "c61d927d8da41da96a81f029489353e68739737d3beca43145c8afec9a31a84f"
|
| 2238 |
+
|
| 2239 |
+
[[package]]
|
| 2240 |
+
name = "windows_i686_gnu"
|
| 2241 |
+
version = "0.48.0"
|
| 2242 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2243 |
+
checksum = "622a1962a7db830d6fd0a69683c80a18fda201879f0f447f065a3b7467daa241"
|
| 2244 |
+
|
| 2245 |
+
[[package]]
|
| 2246 |
+
name = "windows_i686_msvc"
|
| 2247 |
+
version = "0.42.2"
|
| 2248 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2249 |
+
checksum = "44d840b6ec649f480a41c8d80f9c65108b92d89345dd94027bfe06ac444d1060"
|
| 2250 |
+
|
| 2251 |
+
[[package]]
|
| 2252 |
+
name = "windows_i686_msvc"
|
| 2253 |
+
version = "0.48.0"
|
| 2254 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2255 |
+
checksum = "4542c6e364ce21bf45d69fdd2a8e455fa38d316158cfd43b3ac1c5b1b19f8e00"
|
| 2256 |
+
|
| 2257 |
+
[[package]]
|
| 2258 |
+
name = "windows_x86_64_gnu"
|
| 2259 |
+
version = "0.42.2"
|
| 2260 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2261 |
+
checksum = "8de912b8b8feb55c064867cf047dda097f92d51efad5b491dfb98f6bbb70cb36"
|
| 2262 |
+
|
| 2263 |
+
[[package]]
|
| 2264 |
+
name = "windows_x86_64_gnu"
|
| 2265 |
+
version = "0.48.0"
|
| 2266 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2267 |
+
checksum = "ca2b8a661f7628cbd23440e50b05d705db3686f894fc9580820623656af974b1"
|
| 2268 |
+
|
| 2269 |
+
[[package]]
|
| 2270 |
+
name = "windows_x86_64_gnullvm"
|
| 2271 |
+
version = "0.42.2"
|
| 2272 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2273 |
+
checksum = "26d41b46a36d453748aedef1486d5c7a85db22e56aff34643984ea85514e94a3"
|
| 2274 |
+
|
| 2275 |
+
[[package]]
|
| 2276 |
+
name = "windows_x86_64_gnullvm"
|
| 2277 |
+
version = "0.48.0"
|
| 2278 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2279 |
+
checksum = "7896dbc1f41e08872e9d5e8f8baa8fdd2677f29468c4e156210174edc7f7b953"
|
| 2280 |
+
|
| 2281 |
+
[[package]]
|
| 2282 |
+
name = "windows_x86_64_msvc"
|
| 2283 |
+
version = "0.42.2"
|
| 2284 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2285 |
+
checksum = "9aec5da331524158c6d1a4ac0ab1541149c0b9505fde06423b02f5ef0106b9f0"
|
| 2286 |
+
|
| 2287 |
+
[[package]]
|
| 2288 |
+
name = "windows_x86_64_msvc"
|
| 2289 |
+
version = "0.48.0"
|
| 2290 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2291 |
+
checksum = "1a515f5799fe4961cb532f983ce2b23082366b898e52ffbce459c86f67c8378a"
|
| 2292 |
+
|
| 2293 |
+
[[package]]
|
| 2294 |
+
name = "winreg"
|
| 2295 |
+
version = "0.10.1"
|
| 2296 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2297 |
+
checksum = "80d0f4e272c85def139476380b12f9ac60926689dd2e01d4923222f40580869d"
|
| 2298 |
+
dependencies = [
|
| 2299 |
+
"winapi",
|
| 2300 |
+
]
|
| 2301 |
+
|
| 2302 |
+
[[package]]
|
| 2303 |
+
name = "zstd"
|
| 2304 |
+
version = "0.12.3+zstd.1.5.2"
|
| 2305 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2306 |
+
checksum = "76eea132fb024e0e13fd9c2f5d5d595d8a967aa72382ac2f9d39fcc95afd0806"
|
| 2307 |
+
dependencies = [
|
| 2308 |
+
"zstd-safe",
|
| 2309 |
+
]
|
| 2310 |
+
|
| 2311 |
+
[[package]]
|
| 2312 |
+
name = "zstd-safe"
|
| 2313 |
+
version = "6.0.4+zstd.1.5.4"
|
| 2314 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2315 |
+
checksum = "7afb4b54b8910cf5447638cb54bf4e8a65cbedd783af98b98c62ffe91f185543"
|
| 2316 |
+
dependencies = [
|
| 2317 |
+
"libc",
|
| 2318 |
+
"zstd-sys",
|
| 2319 |
+
]
|
| 2320 |
+
|
| 2321 |
+
[[package]]
|
| 2322 |
+
name = "zstd-sys"
|
| 2323 |
+
version = "2.0.7+zstd.1.5.4"
|
| 2324 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 2325 |
+
checksum = "94509c3ba2fe55294d752b79842c530ccfab760192521df74a081a78d2b3c7f5"
|
| 2326 |
+
dependencies = [
|
| 2327 |
+
"cc",
|
| 2328 |
+
"libc",
|
| 2329 |
+
"pkg-config",
|
| 2330 |
+
]
|
Cargo.toml
ADDED
|
@@ -0,0 +1,24 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[package]
|
| 2 |
+
name = "motorhead"
|
| 3 |
+
version = "0.1.0"
|
| 4 |
+
edition = "2021"
|
| 5 |
+
authors = ["Sergio Prada <metal@getmetal.io>"]
|
| 6 |
+
|
| 7 |
+
|
| 8 |
+
# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
|
| 9 |
+
|
| 10 |
+
[dependencies]
|
| 11 |
+
actix-web = "4.3"
|
| 12 |
+
async-openai = "0.11.0"
|
| 13 |
+
async-trait = "0.1.68"
|
| 14 |
+
byteorder = "1.4.3"
|
| 15 |
+
chrono = "0.4.24"
|
| 16 |
+
deadpool = "0.9.5"
|
| 17 |
+
env_logger = "0.10"
|
| 18 |
+
futures-util = { version = "0.3.17", default-features = false, features = ["std"] }
|
| 19 |
+
log = "0.4"
|
| 20 |
+
nanoid = "0.4.0"
|
| 21 |
+
redis = { version = "0.22", default-features = false, features = ["tokio-comp", "connection-manager"] }
|
| 22 |
+
serde = { version = "1", features = ["derive"] }
|
| 23 |
+
tiktoken-rs = "0.4.1"
|
| 24 |
+
tokio = { version = "1", features = ["full"] }
|
Dockerfile
ADDED
|
@@ -0,0 +1,31 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
FROM rust:1.68-slim-buster as build
|
| 2 |
+
|
| 3 |
+
RUN USER=root cargo new --bin motorhead
|
| 4 |
+
WORKDIR /motorhead
|
| 5 |
+
|
| 6 |
+
COPY ./Cargo.lock ./Cargo.lock
|
| 7 |
+
COPY ./Cargo.toml ./Cargo.toml
|
| 8 |
+
|
| 9 |
+
# had to add this for open-ssl
|
| 10 |
+
RUN apt-get update -y && \
|
| 11 |
+
apt-get install -y pkg-config make g++ libssl-dev ca-certificates && \
|
| 12 |
+
rustup target add x86_64-unknown-linux-gnu
|
| 13 |
+
|
| 14 |
+
# cache dependencies
|
| 15 |
+
RUN cargo build --release
|
| 16 |
+
RUN rm src/*.rs
|
| 17 |
+
|
| 18 |
+
# copy your source tree
|
| 19 |
+
COPY ./src ./src
|
| 20 |
+
|
| 21 |
+
# build for release
|
| 22 |
+
RUN rm ./target/release/deps/motorhead*
|
| 23 |
+
RUN cargo build --release
|
| 24 |
+
|
| 25 |
+
FROM debian:buster-slim
|
| 26 |
+
|
| 27 |
+
RUN apt-get update && apt install -y openssl ca-certificates
|
| 28 |
+
|
| 29 |
+
COPY --from=build /motorhead/target/release/motorhead .
|
| 30 |
+
|
| 31 |
+
CMD ["./motorhead"]
|
LICENSE
ADDED
|
@@ -0,0 +1,201 @@
|
|
|
|
|
|
|
|
|
|
|
|
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|
README.md
CHANGED
|
@@ -1,10 +1,127 @@
|
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|
|
| 1 |
+
<h1 align="center" >
|
| 2 |
+
🧠 Motorhead
|
| 3 |
+
</h1>
|
| 4 |
+
<p align="center">
|
| 5 |
+
<a href="https://github.com/getmetal/motorhead/blob/main/LICENSE">
|
| 6 |
+
<img src="https://img.shields.io/github/license/getmetal/motorhead?style=flat&label=license&logo=github&color=4f46e5&logoColor=fff" alt="License" />
|
| 7 |
+
</a>
|
| 8 |
+
<a href="https://twitter.com/Metal_io">
|
| 9 |
+
<img src="https://img.shields.io/badge/metal-message?style=flat&logo=twitter&color=4f46e5&logoColor=#4f46e5" alt="Metal" style="margin-right:3px" />
|
| 10 |
+
</a>
|
| 11 |
+
<a href="https://discord.gg/GHY3Y8tU3J">
|
| 12 |
+
<img src="https://dcbadge.vercel.app/api/server/GHY3Y8tU3J?compact=true&style=flat" alt="License" />
|
| 13 |
+
</a>
|
| 14 |
+
</p>
|
| 15 |
+
|
| 16 |
+
Motorhead is a memory and information retrieval server for LLMs.
|
| 17 |
+
|
| 18 |
+
[](https://railway.app/template/bmO_uf?referralCode=5NirXf)
|
| 19 |
+
|
| 20 |
+
## Why use Motorhead?
|
| 21 |
+
|
| 22 |
+
When building chat applications using LLMs, memory handling is something that has to be built every time. Motorhead is a server to assist with that process. It provides 3 simple APIs:
|
| 23 |
+
|
| 24 |
+
- GET `/sessions/:id/memory` returns messages up to `MAX_WINDOW_SIZE`.
|
| 25 |
+
```json
|
| 26 |
+
{
|
| 27 |
+
"messages": [
|
| 28 |
+
{
|
| 29 |
+
"role": "AI",
|
| 30 |
+
"content": "Electronic music and salsa are two very different genres of music, and the way people dance to them is also quite different."
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"role": "Human",
|
| 34 |
+
"content": "how does it compare to salsa?"
|
| 35 |
+
},
|
| 36 |
+
{
|
| 37 |
+
"role": "AI",
|
| 38 |
+
"content": "Electronic music is a broad genre that encompasses many different styles, so there is no one \"right\" way to dance to it."
|
| 39 |
+
},
|
| 40 |
+
{
|
| 41 |
+
"role": "Human",
|
| 42 |
+
"content": "how do you dance electronic music?"
|
| 43 |
+
},
|
| 44 |
+
{
|
| 45 |
+
"role": "AI",
|
| 46 |
+
"content": "Colombia has a vibrant electronic music scene, and there are many talented DJs and producers who have gained international recognition."
|
| 47 |
+
},
|
| 48 |
+
{
|
| 49 |
+
"role": "Human",
|
| 50 |
+
"content": "What are some famous djs from Colombia?"
|
| 51 |
+
},
|
| 52 |
+
{
|
| 53 |
+
"role": "AI",
|
| 54 |
+
"content": "Baum opened its doors in 2014 and has quickly become one of the most popular clubs for electronic music in Bogotá."
|
| 55 |
+
}
|
| 56 |
+
],
|
| 57 |
+
"context": "The conversation covers topics such as clubs for electronic music in Bogotá, popular tourist attractions in the city, and general information about Colombia. The AI provides information about popular electronic music clubs such as Baum and Video Club, as well as electronic music festivals that take place in Bogotá. The AI also recommends tourist attractions such as La Candelaria, Monserrate and the Salt Cathedral of Zipaquirá, and provides general information about Colombia's diverse culture, landscape and wildlife.",
|
| 58 |
+
"tokens": 744 // tokens used for incremental summarization
|
| 59 |
+
}
|
| 60 |
+
```
|
| 61 |
+
|
| 62 |
+
- POST `/sessions/:id/memory` - Send an array of messages to Motorhead to store.
|
| 63 |
+
|
| 64 |
+
```bash
|
| 65 |
+
curl --location 'localhost:8080/sessions/${SESSION_ID}/memory' \
|
| 66 |
+
--header 'Content-Type: application/json' \
|
| 67 |
+
--data '{
|
| 68 |
+
"messages": [{ "role": "Human", "content": "ping" }, { "role": "AI", "content": "pong" }]
|
| 69 |
+
}'
|
| 70 |
+
```
|
| 71 |
+
|
| 72 |
+
Either an existing or new `SESSION_ID` can be used when storing messages, and the session is automatically created if it did not previously exist.
|
| 73 |
+
|
| 74 |
+
Optionally, `context` can be send in if it needs to get loaded from another datastore.
|
| 75 |
+
|
| 76 |
+
- DELETE `/sessions/:id/memory` - deletes the session's message list.
|
| 77 |
+
|
| 78 |
+
A max `window_size` is set for the LLM to keep track of the conversation. Once that max is hit, Motorhead will process (`window_size / 2` messages) and summarize them. Subsequent summaries, as the messages grow, are incremental.
|
| 79 |
+
|
| 80 |
+
- POST `/sessions/:id/retrieval` - searches by text query using VSS.
|
| 81 |
+
|
| 82 |
+
```bash
|
| 83 |
+
curl --location 'localhost:8080/sessions/${SESSION_ID}/retrieval' \
|
| 84 |
+
--header 'Content-Type: application/json' \
|
| 85 |
+
--data '{
|
| 86 |
+
"text": "Generals gathered in their masses, just like witches in black masses"
|
| 87 |
+
}'
|
| 88 |
+
|
| 89 |
+
```
|
| 90 |
+
|
| 91 |
+
Searches are segmented (filtered) by the session id provided automatically.
|
| 92 |
+
|
| 93 |
+
## Config
|
| 94 |
+
|
| 95 |
+
- `MOTORHEAD_MAX_WINDOW_SIZE` (default:12) - Number of max messages returned by the server. When this number is reached, a job is triggered to halve it.
|
| 96 |
+
- `MOTORHEAD_LONG_TERM_MEMORY` (default:false) - Enables long term memory using Redisearch VSS.
|
| 97 |
+
- `MOTORHEAD_MODEL` (default:gpt-3.5-turbo) - Model used to run the incremental summarization. Use `gpt-3.5-turbo` or `gpt-4` - otherwise some weird things might happen.
|
| 98 |
+
- `PORT` (default:8000) - Motorhead Server Port
|
| 99 |
+
- `OPENAI_API_KEY`- [Your api key](https://platform.openai.com/account/api-keys) to connect to OpenAI. Required if not an Azure deploymnet or if `MOTORHEAD_LONG_TERM_MEMORY` is set to `true`.
|
| 100 |
+
- `REDIS_URL` (required)- URL used to connect to `redis`.
|
| 101 |
+
|
| 102 |
+
### Azure deployment
|
| 103 |
+
|
| 104 |
+
*NOTE: `MOTORHEAD_LONG_TERM_MEMORY=true` won't work with Azure*. Additional Environment Variables are required for Azure deployments:
|
| 105 |
+
|
| 106 |
+
- `AZURE_DEPLOYMENT_ID`
|
| 107 |
+
- `AZURE_API_BASE`
|
| 108 |
+
- `AZURE_API_KEY`
|
| 109 |
+
|
| 110 |
+
## How to run
|
| 111 |
+
|
| 112 |
+
With docker-compose:
|
| 113 |
+
```bash
|
| 114 |
+
docker-compose build && docker-compose up
|
| 115 |
+
```
|
| 116 |
+
|
| 117 |
+
Or you can use the image `docker pull ghcr.io/getmetal/motorhead:latest` directly:
|
| 118 |
+
```bash
|
| 119 |
+
docker run --name motorhead -p 8080:8080 -e PORT=8080 -e REDIS_URL='redis://redis:6379' -d ghcr.io/getmetal/motorhead:latest
|
| 120 |
+
```
|
| 121 |
+
|
| 122 |
+
## Examples
|
| 123 |
+
|
| 124 |
+
- [Chat JS Example](examples/chat-js/)
|
| 125 |
+
- [Chat JS Vanilla Example](examples/chat-vanilla-js/)
|
| 126 |
+
- [Chat JS Vanilla Hosted Example](examples/chat-vanilla-js-hosted/)
|
| 127 |
+
- [Chat Python Example](examples/chat-py/)
|
docker-compose.yml
ADDED
|
@@ -0,0 +1,21 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version: '3'
|
| 2 |
+
services:
|
| 3 |
+
motorhead:
|
| 4 |
+
build: ./
|
| 5 |
+
ports:
|
| 6 |
+
- '8080:8080'
|
| 7 |
+
links:
|
| 8 |
+
- redis
|
| 9 |
+
environment:
|
| 10 |
+
PORT: 8080
|
| 11 |
+
MOTORHEAD_MAX_WINDOW_SIZE: 25
|
| 12 |
+
MOTORHEAD_LONG_TERM_MEMORY: 'true'
|
| 13 |
+
MOTORHEAD_MODEL: 'gpt-3.5-turbo'
|
| 14 |
+
REDIS_URL: 'redis://redis:6379'
|
| 15 |
+
env_file:
|
| 16 |
+
- .env
|
| 17 |
+
|
| 18 |
+
redis:
|
| 19 |
+
image: redis/redis-stack-server:latest
|
| 20 |
+
ports:
|
| 21 |
+
- '6379:6379'
|
src/healthcheck.rs
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
use crate::models::HealthCheckResponse;
|
| 2 |
+
use actix_web::{get, web, Responder};
|
| 3 |
+
use std::time::{SystemTime, UNIX_EPOCH};
|
| 4 |
+
|
| 5 |
+
#[get("/")]
|
| 6 |
+
pub async fn get_health() -> actix_web::Result<impl Responder> {
|
| 7 |
+
let ms = SystemTime::now()
|
| 8 |
+
.duration_since(UNIX_EPOCH)
|
| 9 |
+
.unwrap()
|
| 10 |
+
.as_millis();
|
| 11 |
+
|
| 12 |
+
let res = HealthCheckResponse { now: ms };
|
| 13 |
+
|
| 14 |
+
Ok(web::Json(res))
|
| 15 |
+
}
|
src/long_term_memory.rs
ADDED
|
@@ -0,0 +1,81 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
use crate::models::{parse_redisearch_response, AnyOpenAIClient, MemoryMessage, RedisearchResult};
|
| 2 |
+
use byteorder::{LittleEndian, WriteBytesExt};
|
| 3 |
+
use nanoid::nanoid;
|
| 4 |
+
use redis::Value;
|
| 5 |
+
use std::io::Cursor;
|
| 6 |
+
|
| 7 |
+
fn encode(fs: Vec<f32>) -> Vec<u8> {
|
| 8 |
+
let mut buf = Cursor::new(Vec::new());
|
| 9 |
+
for f in fs {
|
| 10 |
+
buf.write_f32::<LittleEndian>(f).unwrap();
|
| 11 |
+
}
|
| 12 |
+
buf.into_inner()
|
| 13 |
+
}
|
| 14 |
+
|
| 15 |
+
pub async fn index_messages(
|
| 16 |
+
messages: Vec<MemoryMessage>,
|
| 17 |
+
session_id: String,
|
| 18 |
+
openai_client: &AnyOpenAIClient,
|
| 19 |
+
mut redis_conn: redis::aio::ConnectionManager,
|
| 20 |
+
) -> Result<(), Box<dyn std::error::Error>> {
|
| 21 |
+
let contents: Vec<String> = messages.iter().map(|msg| msg.content.clone()).collect();
|
| 22 |
+
let embeddings = openai_client.create_embedding(contents.clone()).await?;
|
| 23 |
+
|
| 24 |
+
// TODO add used tokens let tokens_used = response.usage.total_tokens;
|
| 25 |
+
for (index, embedding) in embeddings.iter().enumerate() {
|
| 26 |
+
let id = nanoid!();
|
| 27 |
+
let key = format!("motorhead:{}", id);
|
| 28 |
+
let vector = encode(embedding.to_vec());
|
| 29 |
+
|
| 30 |
+
redis::cmd("HSET")
|
| 31 |
+
.arg(key)
|
| 32 |
+
.arg("session")
|
| 33 |
+
.arg(&session_id)
|
| 34 |
+
.arg("vector")
|
| 35 |
+
.arg(vector)
|
| 36 |
+
.arg("content")
|
| 37 |
+
.arg(&contents[index])
|
| 38 |
+
.arg("role")
|
| 39 |
+
.arg(&messages[index].role)
|
| 40 |
+
.query_async::<_, ()>(&mut redis_conn)
|
| 41 |
+
.await?;
|
| 42 |
+
}
|
| 43 |
+
|
| 44 |
+
Ok(())
|
| 45 |
+
}
|
| 46 |
+
|
| 47 |
+
pub async fn search_messages(
|
| 48 |
+
query: String,
|
| 49 |
+
session_id: String,
|
| 50 |
+
openai_client: &AnyOpenAIClient,
|
| 51 |
+
mut redis_conn: redis::aio::ConnectionManager,
|
| 52 |
+
) -> Result<Vec<RedisearchResult>, Box<dyn std::error::Error>> {
|
| 53 |
+
let response = openai_client.create_embedding(vec![query]).await?;
|
| 54 |
+
let embeddings = response[0].clone();
|
| 55 |
+
let vector = encode(embeddings);
|
| 56 |
+
let query = format!("@session:{}=>[KNN 10 @vector $V AS dist]", session_id);
|
| 57 |
+
|
| 58 |
+
let values: Vec<Value> = redis::cmd("FT.SEARCH")
|
| 59 |
+
.arg("motorhead")
|
| 60 |
+
.arg(query)
|
| 61 |
+
.arg("PARAMS")
|
| 62 |
+
.arg("2")
|
| 63 |
+
.arg("V")
|
| 64 |
+
.arg(vector)
|
| 65 |
+
.arg("RETURN")
|
| 66 |
+
.arg("3")
|
| 67 |
+
.arg("role")
|
| 68 |
+
.arg("content")
|
| 69 |
+
.arg("dist")
|
| 70 |
+
.arg("SORTBY")
|
| 71 |
+
.arg("dist")
|
| 72 |
+
.arg("DIALECT")
|
| 73 |
+
.arg("2")
|
| 74 |
+
.query_async(&mut redis_conn)
|
| 75 |
+
.await?;
|
| 76 |
+
|
| 77 |
+
let array_value = redis::Value::Bulk(values);
|
| 78 |
+
let results = parse_redisearch_response(&array_value);
|
| 79 |
+
|
| 80 |
+
Ok(results)
|
| 81 |
+
}
|
src/main.rs
ADDED
|
@@ -0,0 +1,122 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
mod healthcheck;
|
| 2 |
+
mod long_term_memory;
|
| 3 |
+
mod memory;
|
| 4 |
+
mod models;
|
| 5 |
+
mod redis_utils;
|
| 6 |
+
mod reducer;
|
| 7 |
+
mod retrieval;
|
| 8 |
+
|
| 9 |
+
use actix_web::{error, middleware, web, App, HttpResponse, HttpServer};
|
| 10 |
+
use healthcheck::get_health;
|
| 11 |
+
use memory::{delete_memory, get_memory, get_sessions, post_memory};
|
| 12 |
+
use models::{AppState, OpenAIClientManager};
|
| 13 |
+
use redis_utils::ensure_redisearch_index;
|
| 14 |
+
use retrieval::run_retrieval;
|
| 15 |
+
use std::collections::HashMap;
|
| 16 |
+
use std::env;
|
| 17 |
+
use std::io;
|
| 18 |
+
use std::sync::Arc;
|
| 19 |
+
use tokio::sync::Mutex;
|
| 20 |
+
|
| 21 |
+
#[actix_web::main]
|
| 22 |
+
async fn main() -> io::Result<()> {
|
| 23 |
+
env_logger::init_from_env(env_logger::Env::new().default_filter_or("info"));
|
| 24 |
+
|
| 25 |
+
log::info!("Starting Motorhead 🤘");
|
| 26 |
+
|
| 27 |
+
let manager = OpenAIClientManager {};
|
| 28 |
+
let max_size = 8;
|
| 29 |
+
let openai_pool = deadpool::managed::Pool::builder(manager)
|
| 30 |
+
.max_size(max_size)
|
| 31 |
+
.build()
|
| 32 |
+
.unwrap();
|
| 33 |
+
|
| 34 |
+
let redis_url = env::var("REDIS_URL").expect("$REDIS_URL is not set");
|
| 35 |
+
let redis = redis::Client::open(redis_url).unwrap();
|
| 36 |
+
|
| 37 |
+
let long_term_memory = env::var("MOTORHEAD_LONG_TERM_MEMORY")
|
| 38 |
+
.map(|value| value.to_lowercase() == "true")
|
| 39 |
+
.unwrap_or(false);
|
| 40 |
+
|
| 41 |
+
if long_term_memory {
|
| 42 |
+
// TODO: Make these configurable - for now just ADA support
|
| 43 |
+
let vector_dimensions = 1536;
|
| 44 |
+
let distance_metric = "COSINE";
|
| 45 |
+
|
| 46 |
+
ensure_redisearch_index(&redis, vector_dimensions, distance_metric).unwrap_or_else(|err| {
|
| 47 |
+
eprintln!("RediSearch index error: {}", err);
|
| 48 |
+
std::process::exit(1);
|
| 49 |
+
});
|
| 50 |
+
}
|
| 51 |
+
|
| 52 |
+
let port = env::var("PORT")
|
| 53 |
+
.ok()
|
| 54 |
+
.and_then(|s| s.parse::<u16>().ok())
|
| 55 |
+
.unwrap_or(8000);
|
| 56 |
+
|
| 57 |
+
let window_size = env::var("MOTORHEAD_MAX_WINDOW_SIZE")
|
| 58 |
+
.ok()
|
| 59 |
+
.and_then(|s| s.parse::<i64>().ok())
|
| 60 |
+
.unwrap_or(12);
|
| 61 |
+
let model = env::var("MOTORHEAD_MODEL").unwrap_or_else(|_| "gpt-3.5-turbo".to_string());
|
| 62 |
+
|
| 63 |
+
let session_cleanup = Arc::new(Mutex::new(HashMap::new()));
|
| 64 |
+
let session_state = Arc::new(AppState {
|
| 65 |
+
window_size,
|
| 66 |
+
session_cleanup,
|
| 67 |
+
openai_pool,
|
| 68 |
+
long_term_memory,
|
| 69 |
+
model,
|
| 70 |
+
});
|
| 71 |
+
|
| 72 |
+
async fn on_start_logger(port: u16) -> io::Result<()> {
|
| 73 |
+
println!();
|
| 74 |
+
println!("-----------------------------------");
|
| 75 |
+
println!("🧠 Motorhead running on port: {}", port);
|
| 76 |
+
println!("-----------------------------------");
|
| 77 |
+
println!();
|
| 78 |
+
|
| 79 |
+
Ok(())
|
| 80 |
+
}
|
| 81 |
+
|
| 82 |
+
let server = HttpServer::new(move || {
|
| 83 |
+
App::new()
|
| 84 |
+
.app_data(web::Data::new(redis.clone()))
|
| 85 |
+
.app_data(web::Data::new(session_state.clone()))
|
| 86 |
+
.wrap(middleware::Logger::default())
|
| 87 |
+
.service(get_health)
|
| 88 |
+
.service(get_memory)
|
| 89 |
+
.service(post_memory)
|
| 90 |
+
.service(delete_memory)
|
| 91 |
+
.service(get_sessions)
|
| 92 |
+
.service(run_retrieval)
|
| 93 |
+
.app_data(web::JsonConfig::default().error_handler(|err, _req| {
|
| 94 |
+
error::InternalError::from_response(
|
| 95 |
+
"",
|
| 96 |
+
HttpResponse::BadRequest()
|
| 97 |
+
.content_type("application/json")
|
| 98 |
+
.body(format!(r#"{{"error":"{}"}}"#, err)),
|
| 99 |
+
)
|
| 100 |
+
.into()
|
| 101 |
+
}))
|
| 102 |
+
})
|
| 103 |
+
.bind(("0.0.0.0", port))?
|
| 104 |
+
.run();
|
| 105 |
+
|
| 106 |
+
let server_future = server;
|
| 107 |
+
let logger_future = on_start_logger(port);
|
| 108 |
+
|
| 109 |
+
let (server_result, logger_result) = tokio::join!(server_future, logger_future);
|
| 110 |
+
|
| 111 |
+
// Handle the Result from server
|
| 112 |
+
if let Err(e) = server_result {
|
| 113 |
+
eprintln!("Server error: {}", e);
|
| 114 |
+
}
|
| 115 |
+
|
| 116 |
+
// Handle the Result from logger
|
| 117 |
+
if let Err(e) = logger_result {
|
| 118 |
+
eprintln!("Logger error: {}", e);
|
| 119 |
+
}
|
| 120 |
+
|
| 121 |
+
Ok(())
|
| 122 |
+
}
|
src/memory.rs
ADDED
|
@@ -0,0 +1,248 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
use crate::long_term_memory::index_messages;
|
| 2 |
+
use crate::models::{
|
| 3 |
+
AckResponse, AppState, GetSessionsQuery, MemoryMessage, MemoryMessagesAndContext,
|
| 4 |
+
MemoryResponse, NamespaceQuery,
|
| 5 |
+
};
|
| 6 |
+
use crate::reducer::handle_compaction;
|
| 7 |
+
use actix_web::{delete, error, get, post, web, HttpResponse, Responder};
|
| 8 |
+
use std::ops::Deref;
|
| 9 |
+
use std::sync::Arc;
|
| 10 |
+
|
| 11 |
+
#[get("/sessions")]
|
| 12 |
+
pub async fn get_sessions(
|
| 13 |
+
web::Query(pagination): web::Query<GetSessionsQuery>,
|
| 14 |
+
_data: web::Data<Arc<AppState>>,
|
| 15 |
+
redis: web::Data<redis::Client>,
|
| 16 |
+
) -> actix_web::Result<impl Responder> {
|
| 17 |
+
let GetSessionsQuery {
|
| 18 |
+
page,
|
| 19 |
+
size,
|
| 20 |
+
namespace,
|
| 21 |
+
} = pagination;
|
| 22 |
+
|
| 23 |
+
if page > 100 {
|
| 24 |
+
return Err(actix_web::error::ErrorBadRequest(
|
| 25 |
+
"Page size must not exceed 100",
|
| 26 |
+
));
|
| 27 |
+
}
|
| 28 |
+
|
| 29 |
+
let start: isize = ((page - 1) * size) as isize; // 0-indexed
|
| 30 |
+
let end: isize = (page * size - 1) as isize; // inclusive
|
| 31 |
+
|
| 32 |
+
let mut conn = redis
|
| 33 |
+
.get_tokio_connection_manager()
|
| 34 |
+
.await
|
| 35 |
+
.map_err(error::ErrorInternalServerError)?;
|
| 36 |
+
|
| 37 |
+
let sessions_key = match &namespace {
|
| 38 |
+
Some(namespace) => format!("sessions:{}", namespace),
|
| 39 |
+
None => String::from("sessions"),
|
| 40 |
+
};
|
| 41 |
+
|
| 42 |
+
let session_ids: Vec<String> = redis::cmd("ZRANGE")
|
| 43 |
+
.arg(sessions_key)
|
| 44 |
+
.arg(start)
|
| 45 |
+
.arg(end)
|
| 46 |
+
.query_async(&mut conn)
|
| 47 |
+
.await
|
| 48 |
+
.map_err(error::ErrorInternalServerError)?;
|
| 49 |
+
|
| 50 |
+
Ok(HttpResponse::Ok()
|
| 51 |
+
.content_type("application/json")
|
| 52 |
+
.json(session_ids))
|
| 53 |
+
}
|
| 54 |
+
|
| 55 |
+
#[get("/sessions/{session_id}/memory")]
|
| 56 |
+
pub async fn get_memory(
|
| 57 |
+
session_id: web::Path<String>,
|
| 58 |
+
data: web::Data<Arc<AppState>>,
|
| 59 |
+
redis: web::Data<redis::Client>,
|
| 60 |
+
) -> actix_web::Result<impl Responder> {
|
| 61 |
+
let mut conn = redis
|
| 62 |
+
.get_tokio_connection_manager()
|
| 63 |
+
.await
|
| 64 |
+
.map_err(error::ErrorInternalServerError)?;
|
| 65 |
+
|
| 66 |
+
let lrange_key = format!("session:{}", &*session_id);
|
| 67 |
+
let context_key = format!("context:{}", &*session_id);
|
| 68 |
+
let token_count_key = format!("tokens:{}", &*session_id);
|
| 69 |
+
let keys = vec![context_key, token_count_key];
|
| 70 |
+
|
| 71 |
+
let (messages, values): (Vec<String>, Vec<Option<String>>) = redis::pipe()
|
| 72 |
+
.cmd("LRANGE")
|
| 73 |
+
.arg(lrange_key)
|
| 74 |
+
.arg(0)
|
| 75 |
+
.arg(data.window_size as isize)
|
| 76 |
+
.cmd("MGET")
|
| 77 |
+
.arg(keys)
|
| 78 |
+
.query_async(&mut conn)
|
| 79 |
+
.await
|
| 80 |
+
.map_err(error::ErrorInternalServerError)?;
|
| 81 |
+
|
| 82 |
+
let context = values.get(0).cloned().flatten();
|
| 83 |
+
let tokens = values
|
| 84 |
+
.get(1)
|
| 85 |
+
.cloned()
|
| 86 |
+
.flatten()
|
| 87 |
+
.and_then(|tokens_string| tokens_string.parse::<i64>().ok())
|
| 88 |
+
.unwrap_or(0);
|
| 89 |
+
|
| 90 |
+
let messages: Vec<MemoryMessage> = messages
|
| 91 |
+
.into_iter()
|
| 92 |
+
.filter_map(|message| {
|
| 93 |
+
let mut parts = message.splitn(2, ": ");
|
| 94 |
+
match (parts.next(), parts.next()) {
|
| 95 |
+
(Some(role), Some(content)) => Some(MemoryMessage {
|
| 96 |
+
role: role.to_string(),
|
| 97 |
+
content: content.to_string(),
|
| 98 |
+
}),
|
| 99 |
+
_ => None,
|
| 100 |
+
}
|
| 101 |
+
})
|
| 102 |
+
.collect();
|
| 103 |
+
|
| 104 |
+
let response = MemoryResponse {
|
| 105 |
+
messages,
|
| 106 |
+
context,
|
| 107 |
+
tokens: Some(tokens),
|
| 108 |
+
};
|
| 109 |
+
|
| 110 |
+
Ok(HttpResponse::Ok()
|
| 111 |
+
.content_type("application/json")
|
| 112 |
+
.json(response))
|
| 113 |
+
}
|
| 114 |
+
|
| 115 |
+
#[post("/sessions/{session_id}/memory")]
|
| 116 |
+
pub async fn post_memory(
|
| 117 |
+
session_id: web::Path<String>,
|
| 118 |
+
web::Json(memory_messages): web::Json<MemoryMessagesAndContext>,
|
| 119 |
+
data: web::Data<Arc<AppState>>,
|
| 120 |
+
redis: web::Data<redis::Client>,
|
| 121 |
+
web::Query(namespace_query): web::Query<NamespaceQuery>,
|
| 122 |
+
) -> actix_web::Result<impl Responder> {
|
| 123 |
+
let mut conn = redis
|
| 124 |
+
.get_tokio_connection_manager()
|
| 125 |
+
.await
|
| 126 |
+
.map_err(error::ErrorInternalServerError)?;
|
| 127 |
+
|
| 128 |
+
let memory_messages_clone: Vec<MemoryMessage> = memory_messages.messages.to_vec();
|
| 129 |
+
|
| 130 |
+
let messages: Vec<String> = memory_messages
|
| 131 |
+
.messages
|
| 132 |
+
.into_iter()
|
| 133 |
+
.map(|memory_message| format!("{}: {}", memory_message.role, memory_message.content))
|
| 134 |
+
.collect();
|
| 135 |
+
|
| 136 |
+
// If new context is passed in we overwrite the existing one
|
| 137 |
+
if let Some(context) = memory_messages.context {
|
| 138 |
+
redis::Cmd::set(format!("context:{}", &*session_id), context)
|
| 139 |
+
.query_async::<_, ()>(&mut conn)
|
| 140 |
+
.await
|
| 141 |
+
.map_err(error::ErrorInternalServerError)?;
|
| 142 |
+
}
|
| 143 |
+
|
| 144 |
+
let sessions_key = match namespace_query.namespace {
|
| 145 |
+
Some(namespace) => format!("sessions:{}", namespace),
|
| 146 |
+
None => String::from("sessions"),
|
| 147 |
+
};
|
| 148 |
+
|
| 149 |
+
// add to sorted set of sessions
|
| 150 |
+
redis::cmd("ZADD")
|
| 151 |
+
.arg(sessions_key)
|
| 152 |
+
.arg(chrono::Utc::now().timestamp())
|
| 153 |
+
.arg(&*session_id)
|
| 154 |
+
.query_async(&mut conn)
|
| 155 |
+
.await
|
| 156 |
+
.map_err(error::ErrorInternalServerError)?;
|
| 157 |
+
|
| 158 |
+
let res: i64 = redis::Cmd::lpush(format!("session:{}", &*session_id), messages.clone())
|
| 159 |
+
.query_async::<_, i64>(&mut conn)
|
| 160 |
+
.await
|
| 161 |
+
.map_err(error::ErrorInternalServerError)?;
|
| 162 |
+
|
| 163 |
+
if data.long_term_memory {
|
| 164 |
+
let session = session_id.clone();
|
| 165 |
+
let conn_clone = conn.clone();
|
| 166 |
+
let pool = data.openai_pool.clone();
|
| 167 |
+
|
| 168 |
+
tokio::spawn(async move {
|
| 169 |
+
let client_wrapper = pool.get().await.unwrap();
|
| 170 |
+
let client = client_wrapper.deref();
|
| 171 |
+
if let Err(e) = index_messages(memory_messages_clone, session, client, conn_clone).await
|
| 172 |
+
{
|
| 173 |
+
log::error!("Error in index_messages: {:?}", e);
|
| 174 |
+
}
|
| 175 |
+
});
|
| 176 |
+
}
|
| 177 |
+
|
| 178 |
+
if res > data.window_size {
|
| 179 |
+
let state = data.into_inner();
|
| 180 |
+
let mut session_cleanup = state.session_cleanup.lock().await;
|
| 181 |
+
|
| 182 |
+
if !session_cleanup.get(&*session_id).unwrap_or(&false) {
|
| 183 |
+
session_cleanup.insert((&*session_id.to_string()).into(), true);
|
| 184 |
+
let session_cleanup = Arc::clone(&state.session_cleanup);
|
| 185 |
+
let session_id = session_id.clone();
|
| 186 |
+
let window_size = state.window_size;
|
| 187 |
+
let model = state.model.to_string();
|
| 188 |
+
let pool = state.openai_pool.clone();
|
| 189 |
+
|
| 190 |
+
tokio::spawn(async move {
|
| 191 |
+
log::info!("running compact");
|
| 192 |
+
let client_wrapper = pool.get().await.unwrap();
|
| 193 |
+
let client = client_wrapper.deref();
|
| 194 |
+
|
| 195 |
+
let _compaction_result =
|
| 196 |
+
handle_compaction(session_id.to_string(), model, window_size, client, conn)
|
| 197 |
+
.await;
|
| 198 |
+
|
| 199 |
+
let mut lock = session_cleanup.lock().await;
|
| 200 |
+
lock.remove(&session_id);
|
| 201 |
+
});
|
| 202 |
+
}
|
| 203 |
+
}
|
| 204 |
+
|
| 205 |
+
let response = AckResponse { status: "Ok" };
|
| 206 |
+
Ok(HttpResponse::Ok()
|
| 207 |
+
.content_type("application/json")
|
| 208 |
+
.json(response))
|
| 209 |
+
}
|
| 210 |
+
|
| 211 |
+
#[delete("/sessions/{session_id}/memory")]
|
| 212 |
+
pub async fn delete_memory(
|
| 213 |
+
session_id: web::Path<String>,
|
| 214 |
+
redis: web::Data<redis::Client>,
|
| 215 |
+
web::Query(namespace_query): web::Query<NamespaceQuery>,
|
| 216 |
+
) -> actix_web::Result<impl Responder> {
|
| 217 |
+
let mut conn = redis
|
| 218 |
+
.get_tokio_connection_manager()
|
| 219 |
+
.await
|
| 220 |
+
.map_err(error::ErrorInternalServerError)?;
|
| 221 |
+
|
| 222 |
+
let context_key = format!("context:{}", &*session_id);
|
| 223 |
+
let token_count_key = format!("tokens:{}", &*session_id);
|
| 224 |
+
let session_key = format!("session:{}", &*session_id);
|
| 225 |
+
let keys = vec![context_key, session_key, token_count_key];
|
| 226 |
+
|
| 227 |
+
let sessions_key = match namespace_query.namespace {
|
| 228 |
+
Some(namespace) => format!("sessions:{}", namespace),
|
| 229 |
+
None => String::from("sessions"),
|
| 230 |
+
};
|
| 231 |
+
|
| 232 |
+
redis::cmd("ZREM")
|
| 233 |
+
.arg(sessions_key)
|
| 234 |
+
.arg(&*session_id)
|
| 235 |
+
.query_async(&mut conn)
|
| 236 |
+
.await
|
| 237 |
+
.map_err(error::ErrorInternalServerError)?;
|
| 238 |
+
|
| 239 |
+
redis::Cmd::del(keys)
|
| 240 |
+
.query_async(&mut conn)
|
| 241 |
+
.await
|
| 242 |
+
.map_err(error::ErrorInternalServerError)?;
|
| 243 |
+
|
| 244 |
+
let response = AckResponse { status: "Ok" };
|
| 245 |
+
Ok(HttpResponse::Ok()
|
| 246 |
+
.content_type("application/json")
|
| 247 |
+
.json(response))
|
| 248 |
+
}
|
src/models.rs
ADDED
|
@@ -0,0 +1,276 @@
|
|
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|
|
|
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|
|
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|
|
|
|
|
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|
|
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|
|
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|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
use async_openai::{
|
| 2 |
+
config::{AzureConfig, OpenAIConfig},
|
| 3 |
+
error::OpenAIError,
|
| 4 |
+
types::{
|
| 5 |
+
ChatCompletionRequestMessageArgs, CreateChatCompletionRequestArgs,
|
| 6 |
+
CreateChatCompletionResponse, CreateEmbeddingRequestArgs, Role,
|
| 7 |
+
},
|
| 8 |
+
Client,
|
| 9 |
+
};
|
| 10 |
+
use async_trait::async_trait;
|
| 11 |
+
use deadpool::managed::{Manager, RecycleResult};
|
| 12 |
+
use futures_util::future::try_join_all;
|
| 13 |
+
use redis::{FromRedisValue, RedisError, Value};
|
| 14 |
+
use serde::{Deserialize, Serialize};
|
| 15 |
+
use std::collections::HashMap;
|
| 16 |
+
use std::env;
|
| 17 |
+
use std::error::Error;
|
| 18 |
+
use std::sync::Arc;
|
| 19 |
+
use tokio::sync::Mutex;
|
| 20 |
+
|
| 21 |
+
pub struct OpenAIClientManager {}
|
| 22 |
+
|
| 23 |
+
#[async_trait]
|
| 24 |
+
impl Manager for OpenAIClientManager {
|
| 25 |
+
type Type = AnyOpenAIClient;
|
| 26 |
+
type Error = MotorheadError;
|
| 27 |
+
|
| 28 |
+
async fn create(&self) -> Result<AnyOpenAIClient, MotorheadError> {
|
| 29 |
+
let openai_client = match (
|
| 30 |
+
env::var("AZURE_API_KEY"),
|
| 31 |
+
env::var("AZURE_DEPLOYMENT_ID"),
|
| 32 |
+
env::var("AZURE_API_BASE"),
|
| 33 |
+
) {
|
| 34 |
+
(Ok(azure_api_key), Ok(azure_deployment_id), Ok(azure_api_base)) => {
|
| 35 |
+
let config = AzureConfig::new()
|
| 36 |
+
.with_api_base(azure_api_base)
|
| 37 |
+
.with_api_key(azure_api_key)
|
| 38 |
+
.with_deployment_id(azure_deployment_id)
|
| 39 |
+
.with_api_version("2023-05-15");
|
| 40 |
+
AnyOpenAIClient::Azure(Client::with_config(config))
|
| 41 |
+
}
|
| 42 |
+
_ => AnyOpenAIClient::OpenAI(Client::new()),
|
| 43 |
+
};
|
| 44 |
+
Ok(openai_client)
|
| 45 |
+
}
|
| 46 |
+
|
| 47 |
+
async fn recycle(&self, _: &mut AnyOpenAIClient) -> RecycleResult<MotorheadError> {
|
| 48 |
+
Ok(())
|
| 49 |
+
}
|
| 50 |
+
}
|
| 51 |
+
|
| 52 |
+
pub enum AnyOpenAIClient {
|
| 53 |
+
Azure(Client<AzureConfig>),
|
| 54 |
+
OpenAI(Client<OpenAIConfig>),
|
| 55 |
+
}
|
| 56 |
+
|
| 57 |
+
impl AnyOpenAIClient {
|
| 58 |
+
pub async fn create_chat_completion(
|
| 59 |
+
&self,
|
| 60 |
+
model: &str,
|
| 61 |
+
progresive_prompt: &str,
|
| 62 |
+
) -> Result<CreateChatCompletionResponse, OpenAIError> {
|
| 63 |
+
let request = CreateChatCompletionRequestArgs::default()
|
| 64 |
+
.max_tokens(512u16)
|
| 65 |
+
.model(model)
|
| 66 |
+
.messages([ChatCompletionRequestMessageArgs::default()
|
| 67 |
+
.role(Role::User)
|
| 68 |
+
.content(progresive_prompt)
|
| 69 |
+
.build()?])
|
| 70 |
+
.build()?;
|
| 71 |
+
|
| 72 |
+
match self {
|
| 73 |
+
AnyOpenAIClient::Azure(client) => client.chat().create(request).await,
|
| 74 |
+
AnyOpenAIClient::OpenAI(client) => client.chat().create(request).await,
|
| 75 |
+
}
|
| 76 |
+
}
|
| 77 |
+
|
| 78 |
+
pub async fn create_embedding(
|
| 79 |
+
&self,
|
| 80 |
+
query_vec: Vec<String>,
|
| 81 |
+
) -> Result<Vec<Vec<f32>>, OpenAIError> {
|
| 82 |
+
match self {
|
| 83 |
+
AnyOpenAIClient::OpenAI(client) => {
|
| 84 |
+
let request = CreateEmbeddingRequestArgs::default()
|
| 85 |
+
.model("text-embedding-ada-002")
|
| 86 |
+
.input(query_vec)
|
| 87 |
+
.build()?;
|
| 88 |
+
|
| 89 |
+
let response = client.embeddings().create(request).await?;
|
| 90 |
+
let embeddings: Vec<_> = response
|
| 91 |
+
.data
|
| 92 |
+
.iter()
|
| 93 |
+
.map(|data| data.embedding.clone())
|
| 94 |
+
.collect();
|
| 95 |
+
|
| 96 |
+
Ok(embeddings)
|
| 97 |
+
}
|
| 98 |
+
AnyOpenAIClient::Azure(client) => {
|
| 99 |
+
let tasks: Vec<_> = query_vec
|
| 100 |
+
.into_iter()
|
| 101 |
+
.map(|query| async {
|
| 102 |
+
let request = CreateEmbeddingRequestArgs::default()
|
| 103 |
+
.model("text-embedding-ada-002")
|
| 104 |
+
.input(vec![query])
|
| 105 |
+
.build()?;
|
| 106 |
+
|
| 107 |
+
client.embeddings().create(request).await
|
| 108 |
+
})
|
| 109 |
+
.collect();
|
| 110 |
+
|
| 111 |
+
let responses: Result<Vec<_>, _> = try_join_all(tasks).await;
|
| 112 |
+
|
| 113 |
+
match responses {
|
| 114 |
+
Ok(successful_responses) => {
|
| 115 |
+
let embeddings: Vec<_> = successful_responses
|
| 116 |
+
.into_iter()
|
| 117 |
+
.flat_map(|response| response.data.into_iter())
|
| 118 |
+
.map(|data| data.embedding)
|
| 119 |
+
.collect();
|
| 120 |
+
|
| 121 |
+
Ok(embeddings)
|
| 122 |
+
}
|
| 123 |
+
Err(err) => Err(err),
|
| 124 |
+
}
|
| 125 |
+
}
|
| 126 |
+
}
|
| 127 |
+
}
|
| 128 |
+
}
|
| 129 |
+
|
| 130 |
+
pub struct AppState {
|
| 131 |
+
pub window_size: i64,
|
| 132 |
+
pub session_cleanup: Arc<Mutex<HashMap<String, bool>>>,
|
| 133 |
+
pub openai_pool: deadpool::managed::Pool<OpenAIClientManager>,
|
| 134 |
+
pub long_term_memory: bool,
|
| 135 |
+
pub model: String,
|
| 136 |
+
}
|
| 137 |
+
|
| 138 |
+
#[derive(Serialize, Deserialize)]
|
| 139 |
+
pub struct SearchPayload {
|
| 140 |
+
pub text: String,
|
| 141 |
+
}
|
| 142 |
+
|
| 143 |
+
#[derive(Serialize, Deserialize, Clone)]
|
| 144 |
+
pub struct MemoryMessage {
|
| 145 |
+
pub role: String,
|
| 146 |
+
pub content: String,
|
| 147 |
+
}
|
| 148 |
+
|
| 149 |
+
#[derive(Deserialize)]
|
| 150 |
+
pub struct MemoryMessagesAndContext {
|
| 151 |
+
pub messages: Vec<MemoryMessage>,
|
| 152 |
+
pub context: Option<String>,
|
| 153 |
+
}
|
| 154 |
+
|
| 155 |
+
#[derive(Serialize)]
|
| 156 |
+
pub struct MemoryResponse {
|
| 157 |
+
pub messages: Vec<MemoryMessage>,
|
| 158 |
+
pub context: Option<String>,
|
| 159 |
+
pub tokens: Option<i64>,
|
| 160 |
+
}
|
| 161 |
+
|
| 162 |
+
#[derive(Serialize)]
|
| 163 |
+
pub struct HealthCheckResponse {
|
| 164 |
+
pub now: u128,
|
| 165 |
+
}
|
| 166 |
+
|
| 167 |
+
#[derive(Serialize)]
|
| 168 |
+
pub struct AckResponse {
|
| 169 |
+
pub status: &'static str,
|
| 170 |
+
}
|
| 171 |
+
|
| 172 |
+
#[derive(Debug)]
|
| 173 |
+
pub enum MotorheadError {
|
| 174 |
+
RedisError(RedisError),
|
| 175 |
+
IncrementalSummarizationError(String),
|
| 176 |
+
}
|
| 177 |
+
|
| 178 |
+
impl std::fmt::Display for MotorheadError {
|
| 179 |
+
fn fmt(&self, f: &mut std::fmt::Formatter) -> std::fmt::Result {
|
| 180 |
+
match self {
|
| 181 |
+
MotorheadError::RedisError(e) => write!(f, "Redis error: {}", e),
|
| 182 |
+
MotorheadError::IncrementalSummarizationError(e) => {
|
| 183 |
+
write!(f, "Incremental summarization error: {}", e)
|
| 184 |
+
}
|
| 185 |
+
}
|
| 186 |
+
}
|
| 187 |
+
}
|
| 188 |
+
|
| 189 |
+
impl From<Box<dyn Error + Send + Sync>> for MotorheadError {
|
| 190 |
+
fn from(error: Box<dyn Error + Send + Sync>) -> Self {
|
| 191 |
+
MotorheadError::IncrementalSummarizationError(error.to_string())
|
| 192 |
+
}
|
| 193 |
+
}
|
| 194 |
+
|
| 195 |
+
impl From<RedisError> for MotorheadError {
|
| 196 |
+
fn from(err: RedisError) -> Self {
|
| 197 |
+
MotorheadError::RedisError(err)
|
| 198 |
+
}
|
| 199 |
+
}
|
| 200 |
+
|
| 201 |
+
impl std::error::Error for MotorheadError {}
|
| 202 |
+
|
| 203 |
+
#[derive(Serialize, Deserialize, Debug)]
|
| 204 |
+
pub struct RedisearchResult {
|
| 205 |
+
pub role: String,
|
| 206 |
+
pub content: String,
|
| 207 |
+
pub dist: f64,
|
| 208 |
+
}
|
| 209 |
+
|
| 210 |
+
impl FromRedisValue for RedisearchResult {
|
| 211 |
+
fn from_redis_value(v: &Value) -> redis::RedisResult<Self> {
|
| 212 |
+
let values: Vec<String> = redis::from_redis_value(v)?;
|
| 213 |
+
let mut content = String::new();
|
| 214 |
+
let mut role = String::new();
|
| 215 |
+
let mut dist = 0.0;
|
| 216 |
+
|
| 217 |
+
for i in 0..values.len() {
|
| 218 |
+
match values[i].as_str() {
|
| 219 |
+
"content" => content = values[i + 1].clone(),
|
| 220 |
+
"role" => role = values[i + 1].clone(),
|
| 221 |
+
"dist" => dist = values[i + 1].parse::<f64>().unwrap_or(0.0),
|
| 222 |
+
_ => continue,
|
| 223 |
+
}
|
| 224 |
+
}
|
| 225 |
+
|
| 226 |
+
Ok(RedisearchResult {
|
| 227 |
+
role,
|
| 228 |
+
content,
|
| 229 |
+
dist,
|
| 230 |
+
})
|
| 231 |
+
}
|
| 232 |
+
}
|
| 233 |
+
|
| 234 |
+
pub fn parse_redisearch_response(response: &Value) -> Vec<RedisearchResult> {
|
| 235 |
+
match response {
|
| 236 |
+
Value::Bulk(array) => {
|
| 237 |
+
let mut results = Vec::new();
|
| 238 |
+
let n = array.len();
|
| 239 |
+
|
| 240 |
+
for item in array.iter().take(n).skip(1) {
|
| 241 |
+
if let Value::Bulk(ref bulk) = item {
|
| 242 |
+
if let Ok(result) =
|
| 243 |
+
RedisearchResult::from_redis_value(&Value::Bulk(bulk.clone()))
|
| 244 |
+
{
|
| 245 |
+
results.push(result);
|
| 246 |
+
}
|
| 247 |
+
}
|
| 248 |
+
}
|
| 249 |
+
|
| 250 |
+
results
|
| 251 |
+
}
|
| 252 |
+
_ => vec![],
|
| 253 |
+
}
|
| 254 |
+
}
|
| 255 |
+
|
| 256 |
+
#[derive(serde::Deserialize)]
|
| 257 |
+
pub struct NamespaceQuery {
|
| 258 |
+
pub namespace: Option<String>,
|
| 259 |
+
}
|
| 260 |
+
|
| 261 |
+
#[derive(serde::Deserialize)]
|
| 262 |
+
pub struct GetSessionsQuery {
|
| 263 |
+
#[serde(default = "default_page")]
|
| 264 |
+
pub page: usize,
|
| 265 |
+
#[serde(default = "default_size")]
|
| 266 |
+
pub size: usize,
|
| 267 |
+
pub namespace: Option<String>,
|
| 268 |
+
}
|
| 269 |
+
|
| 270 |
+
fn default_page() -> usize {
|
| 271 |
+
1
|
| 272 |
+
}
|
| 273 |
+
|
| 274 |
+
fn default_size() -> usize {
|
| 275 |
+
10
|
| 276 |
+
}
|
src/redis_utils.rs
ADDED
|
@@ -0,0 +1,46 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
use redis::{self, RedisResult};
|
| 2 |
+
|
| 3 |
+
pub fn ensure_redisearch_index(
|
| 4 |
+
redis: &redis::Client,
|
| 5 |
+
vector_dimensions: usize,
|
| 6 |
+
distance_metric: &str,
|
| 7 |
+
) -> RedisResult<()> {
|
| 8 |
+
let mut con = redis.get_connection()?;
|
| 9 |
+
let index_name = "motorhead";
|
| 10 |
+
|
| 11 |
+
let index_info: Result<redis::Value, _> = redis::cmd("FT.INFO").arg(index_name).query(&mut con);
|
| 12 |
+
|
| 13 |
+
if let Err(err) = index_info {
|
| 14 |
+
if err.to_string().contains("Unknown: Index name") {
|
| 15 |
+
redis::cmd("FT.CREATE")
|
| 16 |
+
.arg(index_name)
|
| 17 |
+
.arg("ON")
|
| 18 |
+
.arg("HASH")
|
| 19 |
+
.arg("PREFIX")
|
| 20 |
+
.arg("1")
|
| 21 |
+
.arg("motorhead:")
|
| 22 |
+
.arg("SCHEMA")
|
| 23 |
+
.arg("session")
|
| 24 |
+
.arg("TEXT")
|
| 25 |
+
.arg("content")
|
| 26 |
+
.arg("TEXT")
|
| 27 |
+
.arg("role")
|
| 28 |
+
.arg("TEXT")
|
| 29 |
+
.arg("vector")
|
| 30 |
+
.arg("VECTOR")
|
| 31 |
+
.arg("HNSW")
|
| 32 |
+
.arg("6")
|
| 33 |
+
.arg("TYPE")
|
| 34 |
+
.arg("FLOAT32")
|
| 35 |
+
.arg("DIM")
|
| 36 |
+
.arg(vector_dimensions.to_string())
|
| 37 |
+
.arg("DISTANCE_METRIC")
|
| 38 |
+
.arg(distance_metric)
|
| 39 |
+
.query(&mut con)?;
|
| 40 |
+
} else {
|
| 41 |
+
return Err(err);
|
| 42 |
+
}
|
| 43 |
+
}
|
| 44 |
+
|
| 45 |
+
Ok(())
|
| 46 |
+
}
|
src/reducer.rs
ADDED
|
@@ -0,0 +1,145 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
use crate::models::{AnyOpenAIClient, MotorheadError};
|
| 2 |
+
use std::error::Error;
|
| 3 |
+
use tiktoken_rs::p50k_base;
|
| 4 |
+
|
| 5 |
+
pub async fn incremental_summarization(
|
| 6 |
+
model: String,
|
| 7 |
+
openai_client: &AnyOpenAIClient,
|
| 8 |
+
context: Option<String>,
|
| 9 |
+
mut messages: Vec<String>,
|
| 10 |
+
) -> Result<(String, u32), Box<dyn Error + Send + Sync>> {
|
| 11 |
+
messages.reverse();
|
| 12 |
+
let messages_joined = messages.join("\n");
|
| 13 |
+
let prev_summary = context.as_deref().unwrap_or_default();
|
| 14 |
+
// Taken from langchain
|
| 15 |
+
let progresive_prompt = format!(
|
| 16 |
+
r#"
|
| 17 |
+
Progressively summarize the lines of conversation provided, adding onto the previous summary returning a new summary. If the lines are meaningless just return NONE
|
| 18 |
+
|
| 19 |
+
EXAMPLE
|
| 20 |
+
Current summary:
|
| 21 |
+
The human asks who is the lead singer of Motorhead. The AI responds Lemmy Kilmister.
|
| 22 |
+
New lines of conversation:
|
| 23 |
+
Human: What are the other members of Motorhead?
|
| 24 |
+
AI: The original members included Lemmy Kilmister (vocals, bass), Larry Wallis (guitar), and Lucas Fox (drums), with notable members throughout the years including \"Fast\" Eddie Clarke (guitar), Phil \"Philthy Animal\" Taylor (drums), and Mikkey Dee (drums).
|
| 25 |
+
New summary:
|
| 26 |
+
The human asks who is the lead singer and other members of Motorhead. The AI responds Lemmy Kilmister is the lead singer and other original members include Larry Wallis, and Lucas Fox, with notable past members including \"Fast\" Eddie Clarke, Phil \"Philthy Animal\" Taylor, and Mikkey Dee.
|
| 27 |
+
END OF EXAMPLE
|
| 28 |
+
|
| 29 |
+
Current summary:
|
| 30 |
+
{prev_summary}
|
| 31 |
+
New lines of conversation:
|
| 32 |
+
{messages_joined}
|
| 33 |
+
New summary:
|
| 34 |
+
"#
|
| 35 |
+
);
|
| 36 |
+
|
| 37 |
+
let response = openai_client
|
| 38 |
+
.create_chat_completion(&model, &progresive_prompt)
|
| 39 |
+
.await?;
|
| 40 |
+
|
| 41 |
+
let completion = response
|
| 42 |
+
.choices
|
| 43 |
+
.first()
|
| 44 |
+
.ok_or("No completion found")?
|
| 45 |
+
.message
|
| 46 |
+
.content
|
| 47 |
+
.clone();
|
| 48 |
+
|
| 49 |
+
let usage = response.usage.ok_or("No Usage found")?;
|
| 50 |
+
let tokens_used = usage.total_tokens;
|
| 51 |
+
|
| 52 |
+
Ok((completion, tokens_used))
|
| 53 |
+
}
|
| 54 |
+
|
| 55 |
+
pub async fn handle_compaction(
|
| 56 |
+
session_id: String,
|
| 57 |
+
model: String,
|
| 58 |
+
window_size: i64,
|
| 59 |
+
openai_client: &AnyOpenAIClient,
|
| 60 |
+
mut redis_conn: redis::aio::ConnectionManager,
|
| 61 |
+
) -> Result<(), MotorheadError> {
|
| 62 |
+
let half = window_size / 2;
|
| 63 |
+
let session_key = format!("session:{}", &*session_id);
|
| 64 |
+
let context_key = format!("context:{}", &*session_id);
|
| 65 |
+
let (messages, mut context): (Vec<String>, Option<String>) = redis::pipe()
|
| 66 |
+
.cmd("LRANGE")
|
| 67 |
+
.arg(session_key.clone())
|
| 68 |
+
.arg(half)
|
| 69 |
+
.arg(window_size)
|
| 70 |
+
.cmd("GET")
|
| 71 |
+
.arg(context_key.clone())
|
| 72 |
+
.query_async(&mut redis_conn)
|
| 73 |
+
.await?;
|
| 74 |
+
|
| 75 |
+
let max_tokens = 4096usize;
|
| 76 |
+
let summary_max_tokens = 512usize;
|
| 77 |
+
let buffer_tokens = 230usize;
|
| 78 |
+
let max_message_tokens = max_tokens - summary_max_tokens - buffer_tokens;
|
| 79 |
+
|
| 80 |
+
let mut total_tokens = 0;
|
| 81 |
+
let mut temp_messages = Vec::new();
|
| 82 |
+
let mut total_tokens_temp = 0;
|
| 83 |
+
|
| 84 |
+
for message in messages {
|
| 85 |
+
let bpe = p50k_base().unwrap();
|
| 86 |
+
let message_tokens = bpe.encode_with_special_tokens(&message);
|
| 87 |
+
let message_tokens_used = message_tokens.len();
|
| 88 |
+
|
| 89 |
+
if total_tokens_temp + message_tokens_used <= max_message_tokens {
|
| 90 |
+
temp_messages.push(message);
|
| 91 |
+
total_tokens_temp += message_tokens_used;
|
| 92 |
+
} else {
|
| 93 |
+
let (summary, summary_tokens_used) = incremental_summarization(
|
| 94 |
+
model.to_string(),
|
| 95 |
+
openai_client,
|
| 96 |
+
context.clone(),
|
| 97 |
+
temp_messages,
|
| 98 |
+
)
|
| 99 |
+
.await?;
|
| 100 |
+
|
| 101 |
+
total_tokens += summary_tokens_used;
|
| 102 |
+
|
| 103 |
+
context = Some(summary);
|
| 104 |
+
temp_messages = vec![message];
|
| 105 |
+
total_tokens_temp = message_tokens_used;
|
| 106 |
+
}
|
| 107 |
+
}
|
| 108 |
+
|
| 109 |
+
if !temp_messages.is_empty() {
|
| 110 |
+
let (summary, summary_tokens_used) =
|
| 111 |
+
incremental_summarization(model, openai_client, context.clone(), temp_messages).await?;
|
| 112 |
+
total_tokens += summary_tokens_used;
|
| 113 |
+
context = Some(summary);
|
| 114 |
+
}
|
| 115 |
+
|
| 116 |
+
if let Some(new_context) = context {
|
| 117 |
+
let token_count_key = format!("tokens:{}", &*session_id);
|
| 118 |
+
let redis_pipe_response_result: Result<((), (), i64), redis::RedisError> = redis::pipe()
|
| 119 |
+
.cmd("LTRIM")
|
| 120 |
+
.arg(session_key)
|
| 121 |
+
.arg(0)
|
| 122 |
+
.arg(half)
|
| 123 |
+
.cmd("SET")
|
| 124 |
+
.arg(context_key)
|
| 125 |
+
.arg(new_context)
|
| 126 |
+
.cmd("INCRBY")
|
| 127 |
+
.arg(token_count_key)
|
| 128 |
+
.arg(total_tokens)
|
| 129 |
+
.query_async(&mut redis_conn)
|
| 130 |
+
.await;
|
| 131 |
+
|
| 132 |
+
match redis_pipe_response_result {
|
| 133 |
+
Ok(_) => Ok(()),
|
| 134 |
+
Err(e) => {
|
| 135 |
+
log::error!("Error executing the redis pipeline: {:?}", e);
|
| 136 |
+
Err(MotorheadError::RedisError(e))
|
| 137 |
+
}
|
| 138 |
+
}
|
| 139 |
+
} else {
|
| 140 |
+
log::error!("No context found after summarization");
|
| 141 |
+
Err(MotorheadError::IncrementalSummarizationError(
|
| 142 |
+
"No context found after summarization".to_string(),
|
| 143 |
+
))
|
| 144 |
+
}
|
| 145 |
+
}
|
src/retrieval.rs
ADDED
|
@@ -0,0 +1,33 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
use crate::long_term_memory::search_messages;
|
| 2 |
+
use crate::models::{AppState, SearchPayload};
|
| 3 |
+
use actix_web::{error, post, web, HttpResponse, Responder};
|
| 4 |
+
use std::ops::Deref;
|
| 5 |
+
use std::sync::Arc;
|
| 6 |
+
|
| 7 |
+
#[post("/sessions/{session_id}/retrieval")]
|
| 8 |
+
pub async fn run_retrieval(
|
| 9 |
+
session_id: web::Path<String>,
|
| 10 |
+
web::Json(payload): web::Json<SearchPayload>,
|
| 11 |
+
data: web::Data<Arc<AppState>>,
|
| 12 |
+
redis: web::Data<redis::Client>,
|
| 13 |
+
) -> actix_web::Result<impl Responder> {
|
| 14 |
+
if !data.long_term_memory {
|
| 15 |
+
return Ok(HttpResponse::BadRequest().body("Long term memory is disabled"));
|
| 16 |
+
}
|
| 17 |
+
|
| 18 |
+
let conn = redis
|
| 19 |
+
.get_tokio_connection_manager()
|
| 20 |
+
.await
|
| 21 |
+
.map_err(error::ErrorInternalServerError)?;
|
| 22 |
+
|
| 23 |
+
let client_wrapper = data.openai_pool.get().await.unwrap();
|
| 24 |
+
let openai_client = client_wrapper.deref();
|
| 25 |
+
|
| 26 |
+
match search_messages(payload.text, session_id.clone(), openai_client, conn).await {
|
| 27 |
+
Ok(results) => Ok(HttpResponse::Ok().json(results)),
|
| 28 |
+
Err(e) => {
|
| 29 |
+
log::error!("Error Retrieval API: {:?}", e);
|
| 30 |
+
Ok(HttpResponse::InternalServerError().body("Internal server error"))
|
| 31 |
+
}
|
| 32 |
+
}
|
| 33 |
+
}
|