From 1da8b338dc221599e747b991160be3770ae94d2b Mon Sep 17 00:00:00 2001 From: Peli de Halleux Date: Tue, 1 Jul 2025 19:58:39 +0000 Subject: [PATCH 01/22] docs: add instructions for commenting generated code in promptpex specification --- .github/instructions/implementation.instructions.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/.github/instructions/implementation.instructions.md b/.github/instructions/implementation.instructions.md index b5d718983..5bea6294a 100644 --- a/.github/instructions/implementation.instructions.md +++ b/.github/instructions/implementation.instructions.md @@ -79,3 +79,7 @@ It is implemented using [GenAIScript](https://microsoft.github.io/genaiscript/). **Following the patterns and habits of the the target framework/language you are generating**. The reference implementation is a good starting point but you should adapt it to the target framework/language you are generating. + +## Instructions + +- Add comments in generated code explaining the source of the code in the promptpex specification. \ No newline at end of file From 15fd0541c7a73610d08c7676d904a988ac0c3815 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" Date: Tue, 1 Jul 2025 20:00:33 +0000 Subject: [PATCH 02/22] chore: bump version to 0.0.14 --- package-lock.json | 4 ++-- package.json | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/package-lock.json b/package-lock.json index 43b58733b..bc6f84822 100644 --- a/package-lock.json +++ b/package-lock.json @@ -1,12 +1,12 @@ { "name": "promptpex", - "version": "0.0.13", + "version": "0.0.14", "lockfileVersion": 3, "requires": true, "packages": { "": { "name": "promptpex", - "version": "0.0.13", + "version": "0.0.14", "hasInstallScript": true, "license": "MIT", "dependencies": { diff --git a/package.json b/package.json index 3477330ca..4e37f21c6 100644 --- a/package.json +++ b/package.json @@ -1,6 +1,6 @@ { "name": "promptpex", - "version": "0.0.13", + "version": "0.0.14", "author": "Microsoft", "license": "MIT", "description": "PromptPex is a test generator for prompts, that allows evaluating and comparing AI prompts across different models and configurations.", From 6e882bd7f91efd0a515ebdd7880fd415e5e33651 Mon Sep 17 00:00:00 2001 From: Peli de Halleux Date: Tue, 1 Jul 2025 20:01:47 +0000 Subject: [PATCH 03/22] chore: update dependencies to latest versions - bump genaiscript from 2.2.1 to 2.2.2 - bump @types/node from 24.0.7 to 24.0.9 - bump zx from 8.6.0 to 8.6.1 --- package-lock.json | 469 ++++++++++++++++++++++++++++++++++++---------- package.json | 6 +- 2 files changed, 370 insertions(+), 105 deletions(-) diff --git a/package-lock.json b/package-lock.json index 43b58733b..23dd65773 100644 --- a/package-lock.json +++ b/package-lock.json @@ -10,7 +10,7 @@ "hasInstallScript": true, "license": "MIT", "dependencies": { - "genaiscript": "^2.2.1", + "genaiscript": "^2.2.2", "nanoid": "^5.1.5", "openai": "^5.8.2" }, @@ -18,9 +18,9 @@ "promptpex": "bin.mjs" }, "devDependencies": { - "@types/node": "^24.0.7", + "@types/node": "^24.0.9", "prettier": "^3.6.2", - "zx": "^8.6.0" + "zx": "^8.6.1" }, "engines": { "node": ">=22.15.0" @@ -2276,33 +2276,33 @@ } }, "node_modules/@azure/msal-browser": { - "version": "4.13.2", - "resolved": "https://registry.npmjs.org/@azure/msal-browser/-/msal-browser-4.13.2.tgz", - "integrity": "sha512-lS75bF6FYZRwsacKLXc8UYu/jb+gOB7dtZq5938chCvV/zKTFDnzuXxCXhsSUh0p8s/P8ztgbfdueD9lFARQlQ==", + "version": "4.14.0", + "resolved": "https://registry.npmjs.org/@azure/msal-browser/-/msal-browser-4.14.0.tgz", + "integrity": "sha512-6VB06LypBS0Cf/dSUwRZse/eGnfAHwDof7GpCfoo3JjnruSN40jFBw+QXZd1ox5OLC6633EdWRRz+TGeHMEspg==", "license": "MIT", "dependencies": { - "@azure/msal-common": "15.7.1" + "@azure/msal-common": "15.8.0" }, "engines": { "node": ">=0.8.0" } }, "node_modules/@azure/msal-common": { - "version": "15.7.1", - "resolved": "https://registry.npmjs.org/@azure/msal-common/-/msal-common-15.7.1.tgz", - "integrity": "sha512-a0eowoYfRfKZEjbiCoA5bPT3IlWRAdGSvi63OU23Hv+X6EI8gbvXCoeqokUceFMoT9NfRUWTJSx5FiuzruqT8g==", + "version": "15.8.0", + "resolved": "https://registry.npmjs.org/@azure/msal-common/-/msal-common-15.8.0.tgz", + "integrity": "sha512-gYqq9MsWT/KZh8iTG37DkGv+wgfllgImTMB++Z83qn75M5eZ0cMX5kSSXdJqHbFm1qxaYydv+2kiVyA9ksN9pA==", "license": "MIT", "engines": { "node": ">=0.8.0" } }, "node_modules/@azure/msal-node": { - "version": "3.6.1", - "resolved": "https://registry.npmjs.org/@azure/msal-node/-/msal-node-3.6.1.tgz", - "integrity": "sha512-ctcVz4xS+st5KxOlQqgpvA+uDFAa59CvkmumnuhlD2XmNczloKBdCiMQG7/TigSlaeHe01qoOlDjz3TyUAmKUg==", + "version": "3.6.2", + "resolved": "https://registry.npmjs.org/@azure/msal-node/-/msal-node-3.6.2.tgz", + "integrity": "sha512-lfZtncCSmKvW31Bh3iUBkeTf+Myt85YsamMkGNZ0ayTO5MirOGBgTa3BgUth0kWFBQuhZIRfi5B95INZ+ppkjw==", "license": "MIT", "dependencies": { - "@azure/msal-common": "15.7.1", + "@azure/msal-common": "15.8.0", "jsonwebtoken": "^9.0.0", "uuid": "^8.3.0" }, @@ -2985,22 +2985,22 @@ } }, "node_modules/@genaiscript/api": { - "version": "2.2.1", - "resolved": "https://registry.npmjs.org/@genaiscript/api/-/api-2.2.1.tgz", - "integrity": "sha512-mX4TfCjX/x1WOozNIoDn5EBlOzU5p8mScwNRwvHImcjyUfE648BROGh22yNmnGRhXoDqW0nj+3/bQ2SVqqXKhA==", + "version": "2.2.2", + "resolved": "https://registry.npmjs.org/@genaiscript/api/-/api-2.2.2.tgz", + "integrity": "sha512-aj7jnFPRfHgIupNahHlBv0RzYbVi4cP/RFGbsp2dxb/YBl9JkfYj2Gvi2QQJr2iLWlAnIdysmEzxJQeuG5JJww==", "license": "MIT", "dependencies": { - "@genaiscript/core": "2.2.1", - "@genaiscript/runtime": "2.2.1", + "@genaiscript/core": "2.2.2", + "@genaiscript/runtime": "2.2.2", "debug": "^4.4.1", "es-toolkit": "^1.39.3", "tslib": "^2.8.1" } }, 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"engines": { + "node": ">=0.10.0" + } + }, "node_modules/split-ca": { "version": "1.0.1", "resolved": "https://registry.npmjs.org/split-ca/-/split-ca-1.0.1.tgz", @@ -12008,9 +12273,9 @@ } }, "node_modules/zx": { - "version": "8.6.0", - "resolved": "https://registry.npmjs.org/zx/-/zx-8.6.0.tgz", - "integrity": "sha512-CpOskNj7nNW19z5DkOTHX24Yh1qnnx1oANn8EnD3QbCUBnZpuennJaYkb4zea5GJCxT6/IdxeiA5nweQ1S2YtA==", + "version": "8.6.1", + "resolved": "https://registry.npmjs.org/zx/-/zx-8.6.1.tgz", + "integrity": "sha512-ig4Gn2e3L9QaQq3OsyDyGKvXFiq7wYvLCPmFJgcneHsr5vTeJefe0SXtDE7qaur9ysv7giAc0CmEtQcS71UA5Q==", "dev": true, "license": "Apache-2.0", "bin": { diff --git a/package.json b/package.json index 3477330ca..76fe635d4 100644 --- a/package.json +++ b/package.json @@ -5,14 +5,14 @@ "license": "MIT", "description": "PromptPex is a test generator for prompts, that allows evaluating and comparing AI prompts across different models and configurations.", "dependencies": { - "genaiscript": "^2.2.1", + "genaiscript": "^2.2.2", "nanoid": "^5.1.5", "openai": "^5.8.2" }, "devDependencies": { - "@types/node": "^24.0.7", + "@types/node": "^24.0.9", "prettier": "^3.6.2", - "zx": "^8.6.0" + "zx": "^8.6.1" }, "keywords": [ "genai", From cdd117c40af77b5d7b9d688f0e218f23f31941e8 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" Date: Tue, 1 Jul 2025 20:02:09 +0000 Subject: [PATCH 04/22] [chore] upgrade image in action.yml --- action.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/action.yml b/action.yml index c8953601e..724139299 100644 --- a/action.yml +++ b/action.yml @@ -418,4 +418,4 @@ outputs: description: The generated text output. runs: using: docker - image: Dockerfile + image: docker://ghcr.io/microsoft/promptpex:v0.0.14 From 2fcf09d00ffe3cb3669b5a925d57d2a18160cf9a Mon Sep 17 00:00:00 2001 From: Peli de Halleux Date: Tue, 1 Jul 2025 20:05:43 +0000 Subject: [PATCH 05/22] chore: specify Dockerfile for building image in release script --- .github/workflows/release.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/release.sh b/.github/workflows/release.sh index 3b157ba7f..b671abd2e 100644 --- a/.github/workflows/release.sh +++ b/.github/workflows/release.sh @@ -25,7 +25,7 @@ IMAGE_NAME="ghcr.io/microsoft/promptpex" echo "Building Docker image: $IMAGE_NAME:$NEW_VERSION" # Build the Docker image with version tag -docker build -t "$IMAGE_NAME:$NEW_VERSION" . +docker build -t "$IMAGE_NAME:$NEW_VERSION" . -f Dockerfile.serve # Tag with major version docker tag "$IMAGE_NAME:$NEW_VERSION" "$IMAGE_NAME:$MAJOR" From e50b3c9dbbd3e37ae3c7c52fb6d0ca988acb3932 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" Date: Tue, 1 Jul 2025 20:06:49 +0000 Subject: [PATCH 06/22] chore: bump version to 0.0.15 --- package-lock.json | 4 ++-- package.json | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/package-lock.json b/package-lock.json index d89388077..f43a07308 100644 --- a/package-lock.json +++ b/package-lock.json @@ -1,12 +1,12 @@ { "name": "promptpex", - "version": "0.0.14", + "version": "0.0.15", "lockfileVersion": 3, "requires": true, "packages": { "": { "name": "promptpex", - "version": "0.0.14", + "version": "0.0.15", "hasInstallScript": true, "license": "MIT", "dependencies": { diff --git a/package.json b/package.json index eac2a03b7..ca5740734 100644 --- a/package.json +++ b/package.json @@ -1,6 +1,6 @@ { "name": "promptpex", - "version": "0.0.14", + "version": "0.0.15", "author": "Microsoft", "license": "MIT", "description": "PromptPex is a test generator for prompts, that allows evaluating and comparing AI prompts across different models and configurations.", From 840ca7a2bbe99e6b9afd8e9362bdd8b64a28e806 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" Date: Tue, 1 Jul 2025 20:08:58 +0000 Subject: [PATCH 07/22] [chore] upgrade image in action.yml --- action.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/action.yml b/action.yml index 724139299..0e29a854a 100644 --- a/action.yml +++ b/action.yml @@ -418,4 +418,4 @@ outputs: description: The generated text output. runs: using: docker - image: docker://ghcr.io/microsoft/promptpex:v0.0.14 + image: docker://ghcr.io/microsoft/promptpex:v0.0.15 From fa558d02f6094806dd0d49ea6a9f955078adf284 Mon Sep 17 00:00:00 2001 From: Peli de Halleux Date: Tue, 1 Jul 2025 20:13:20 +0000 Subject: [PATCH 08/22] docs: add usage instructions for running PromptPex in Docker --- README.md | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/README.md b/README.md index 44617d9cd..a180f6e0c 100644 --- a/README.md +++ b/README.md @@ -32,6 +32,14 @@ PromptPex provides the following capabilities: - PromptPex uses an LLM to automatically determine whether model outputs meet the specified requirements. - Automatically export the generated tests and rule-based evaluations to the OpenAI Evals API. +## Running PromptPex + +The PromptPex tool runs dockerized with this command. + +```sh +docker run -p 8003:8003 ghcr.io/microsoft/promptpex:v0 +``` + ## Responsible AI Transparency Note Please reference [responsible-ai-transparency-note.md](./docs/src/content/docs/responsible-ai-transparency-note.md) for more information. From 198d009937fba65a4b01896dfde1174d97e49aac Mon Sep 17 00:00:00 2001 From: Peli de Halleux Date: Tue, 1 Jul 2025 20:56:38 +0000 Subject: [PATCH 09/22] chore: update Docker image reference in action.yml and comment out version update in release script --- .github/workflows/release.sh | 8 ++++---- action.yml | 2 +- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/.github/workflows/release.sh b/.github/workflows/release.sh index b671abd2e..a4b455165 100644 --- a/.github/workflows/release.sh +++ b/.github/workflows/release.sh @@ -40,10 +40,10 @@ docker logout ghcr.io echo "✅ Docker image pushed to GHCR: $IMAGE_NAME:$NEW_VERSION and $IMAGE_NAME:$MAJOR" # Update action.yml with new version -sed -i "s|image: .*|image: docker://$IMAGE_NAME:$NEW_VERSION|" action.yml -git add action.yml -git commit -m "[chore] upgrade image in action.yml" -git push origin HEAD +#sed -i "s|image: .*|image: docker://$IMAGE_NAME:$NEW_VERSION|" action.yml +#git add action.yml +#git commit -m "[chore] upgrade image in action.yml" +#git push origin HEAD # Step 4: Create GitHub release gh release create "$NEW_VERSION" --title "$NEW_VERSION" --notes "Patch release $NEW_VERSION" diff --git a/action.yml b/action.yml index 0e29a854a..c8953601e 100644 --- a/action.yml +++ b/action.yml @@ -418,4 +418,4 @@ outputs: description: The generated text output. runs: using: docker - image: docker://ghcr.io/microsoft/promptpex:v0.0.15 + image: Dockerfile From 01be7a0b6c16818fa0aa074a2c9aee0cdcde5136 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" Date: Tue, 1 Jul 2025 20:59:14 +0000 Subject: [PATCH 10/22] chore: bump version to 0.0.16 --- package-lock.json | 4 ++-- package.json | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/package-lock.json b/package-lock.json index f43a07308..e8a31cc0a 100644 --- a/package-lock.json +++ b/package-lock.json @@ -1,12 +1,12 @@ { "name": "promptpex", - "version": "0.0.15", + "version": "0.0.16", "lockfileVersion": 3, "requires": true, "packages": { "": { "name": "promptpex", - "version": "0.0.15", + "version": "0.0.16", "hasInstallScript": true, "license": "MIT", "dependencies": { diff --git a/package.json b/package.json index ca5740734..6ba23666a 100644 --- a/package.json +++ b/package.json @@ -1,6 +1,6 @@ { "name": "promptpex", - "version": "0.0.15", + "version": "0.0.16", "author": "Microsoft", "license": "MIT", "description": "PromptPex is a test generator for prompts, that allows evaluating and comparing AI prompts across different models and configurations.", From bfc08d63dc95a6de57cec64637945e6f58b355b3 Mon Sep 17 00:00:00 2001 From: pelikhan Date: Wed, 2 Jul 2025 19:33:24 +0000 Subject: [PATCH 11/22] chore: update dependencies and remove release script - Updated genaiscript from ^2.2.2 to ^2.2.4 in package.json and package-lock.json - Updated @types/node from ^24.0.9 to ^24.0.10 in package.json and package-lock.json - Updated @aws-sdk/client-bedrock-runtime to version 3.842.0 in package-lock.json - Added @aws-sdk/middleware-websocket to package-lock.json - Removed obsolete dependencies related to @smithy/querystring-builder and @smithy/util-uri-escape - Removed release.sh script as part of the cleanup --- package-lock.json | 471 +++++++++++++++++++++++----------------------- package.json | 4 +- release.sh | 36 ---- 3 files changed, 240 insertions(+), 271 deletions(-) delete mode 100755 release.sh diff --git a/package-lock.json b/package-lock.json index e8a31cc0a..213d7a557 100644 --- a/package-lock.json +++ b/package-lock.json @@ -10,7 +10,7 @@ "hasInstallScript": true, "license": "MIT", "dependencies": { - "genaiscript": "^2.2.2", + "genaiscript": "^2.2.4", "nanoid": "^5.1.5", "openai": "^5.8.2" }, @@ -18,7 +18,7 @@ "promptpex": "bin.mjs" }, "devDependencies": { - "@types/node": "^24.0.9", + "@types/node": "^24.0.10", "prettier": "^3.6.2", "zx": "^8.6.1" }, @@ -274,9 +274,9 @@ "license": "0BSD" }, "node_modules/@aws-sdk/client-bedrock-runtime": { - "version": "3.840.0", - "resolved": "https://registry.npmjs.org/@aws-sdk/client-bedrock-runtime/-/client-bedrock-runtime-3.840.0.tgz", - "integrity": "sha512-F3g8YPMSIF2JAzrzQi2QFeSSWfr8eY8Jqk5SC4KBwfjMw3ZjJyKkwtmL3eWfZn1gbcQnD5ejLfmmaK4YdgW0cw==", + "version": "3.842.0", + "resolved": "https://registry.npmjs.org/@aws-sdk/client-bedrock-runtime/-/client-bedrock-runtime-3.842.0.tgz", + "integrity": "sha512-CrGuU9YGqYZPm2hjjqJYC5+HMjky/HuvlUmboFDdpH96mwm/RrUQAO6sXYojeUPy9ceidUiHd3HskqvpiMTl2Q==", "license": "Apache-2.0", "dependencies": { "@aws-crypto/sha256-browser": "5.2.0", @@ -289,6 +289,7 @@ "@aws-sdk/middleware-logger": "3.840.0", "@aws-sdk/middleware-recursion-detection": "3.840.0", "@aws-sdk/middleware-user-agent": "3.840.0", + "@aws-sdk/middleware-websocket": "3.840.0", "@aws-sdk/region-config-resolver": "3.840.0", "@aws-sdk/token-providers": "3.840.0", "@aws-sdk/types": "3.840.0", @@ -438,20 +439,6 @@ "node": ">=18.0.0" } }, - "node_modules/@aws-sdk/client-bedrock-runtime/node_modules/@smithy/querystring-builder": { - "version": "4.0.4", - "resolved": "https://registry.npmjs.org/@smithy/querystring-builder/-/querystring-builder-4.0.4.tgz", - "integrity": "sha512-SwREZcDnEYoh9tLNgMbpop+UTGq44Hl9tdj3rf+yeLcfH7+J8OXEBaMc2kDxtyRHu8BhSg9ADEx0gFHvpJgU8w==", - "license": "Apache-2.0", - "dependencies": { - "@smithy/types": "^4.3.1", - "@smithy/util-uri-escape": "^4.0.0", - "tslib": "^2.6.2" - }, - "engines": { - "node": ">=18.0.0" - } - }, "node_modules/@aws-sdk/client-bedrock-runtime/node_modules/@smithy/smithy-client": { "version": "4.4.5", "resolved": "https://registry.npmjs.org/@smithy/smithy-client/-/smithy-client-4.4.5.tgz", @@ -496,18 +483,6 @@ "node": ">=18.0.0" } }, - "node_modules/@aws-sdk/client-bedrock-runtime/node_modules/@smithy/util-uri-escape": { - "version": "4.0.0", - "resolved": "https://registry.npmjs.org/@smithy/util-uri-escape/-/util-uri-escape-4.0.0.tgz", - "integrity": "sha512-77yfbCbQMtgtTylO9itEAdpPXSog3ZxMe09AEhm0dU0NLTalV70ghDZFR+Nfi1C60jnJoh/Re4090/DuZh2Omg==", - "license": "Apache-2.0", - "dependencies": { - "tslib": "^2.6.2" - }, - "engines": { - "node": ">=18.0.0" - } - }, "node_modules/@aws-sdk/client-bedrock-runtime/node_modules/uuid": { "version": "9.0.1", "resolved": "https://registry.npmjs.org/uuid/-/uuid-9.0.1.tgz", @@ -663,20 +638,6 @@ "node": ">=18.0.0" } }, - "node_modules/@aws-sdk/client-cognito-identity/node_modules/@smithy/querystring-builder": { - "version": "4.0.4", - "resolved": "https://registry.npmjs.org/@smithy/querystring-builder/-/querystring-builder-4.0.4.tgz", - "integrity": "sha512-SwREZcDnEYoh9tLNgMbpop+UTGq44Hl9tdj3rf+yeLcfH7+J8OXEBaMc2kDxtyRHu8BhSg9ADEx0gFHvpJgU8w==", - "license": "Apache-2.0", - "dependencies": { - "@smithy/types": "^4.3.1", - "@smithy/util-uri-escape": "^4.0.0", - "tslib": "^2.6.2" - }, - "engines": { - "node": ">=18.0.0" - } - }, "node_modules/@aws-sdk/client-cognito-identity/node_modules/@smithy/smithy-client": { "version": "4.4.5", "resolved": "https://registry.npmjs.org/@smithy/smithy-client/-/smithy-client-4.4.5.tgz", @@ -721,18 +682,6 @@ "node": ">=18.0.0" } }, - "node_modules/@aws-sdk/client-cognito-identity/node_modules/@smithy/util-uri-escape": { - "version": "4.0.0", - "resolved": "https://registry.npmjs.org/@smithy/util-uri-escape/-/util-uri-escape-4.0.0.tgz", - "integrity": "sha512-77yfbCbQMtgtTylO9itEAdpPXSog3ZxMe09AEhm0dU0NLTalV70ghDZFR+Nfi1C60jnJoh/Re4090/DuZh2Omg==", - "license": "Apache-2.0", - "dependencies": { - "tslib": "^2.6.2" - }, - "engines": { - "node": ">=18.0.0" - } - }, "node_modules/@aws-sdk/client-sso": { "version": "3.840.0", "resolved": "https://registry.npmjs.org/@aws-sdk/client-sso/-/client-sso-3.840.0.tgz", @@ -874,20 +823,6 @@ "node": ">=18.0.0" } }, - "node_modules/@aws-sdk/client-sso/node_modules/@smithy/querystring-builder": { - "version": "4.0.4", - "resolved": "https://registry.npmjs.org/@smithy/querystring-builder/-/querystring-builder-4.0.4.tgz", - "integrity": "sha512-SwREZcDnEYoh9tLNgMbpop+UTGq44Hl9tdj3rf+yeLcfH7+J8OXEBaMc2kDxtyRHu8BhSg9ADEx0gFHvpJgU8w==", - "license": "Apache-2.0", - "dependencies": { - "@smithy/types": "^4.3.1", - "@smithy/util-uri-escape": "^4.0.0", - "tslib": "^2.6.2" - }, - "engines": { - "node": ">=18.0.0" - } - }, "node_modules/@aws-sdk/client-sso/node_modules/@smithy/smithy-client": { "version": "4.4.5", "resolved": "https://registry.npmjs.org/@smithy/smithy-client/-/smithy-client-4.4.5.tgz", @@ -932,18 +867,6 @@ "node": ">=18.0.0" } }, - "node_modules/@aws-sdk/client-sso/node_modules/@smithy/util-uri-escape": { - "version": "4.0.0", - "resolved": "https://registry.npmjs.org/@smithy/util-uri-escape/-/util-uri-escape-4.0.0.tgz", - "integrity": "sha512-77yfbCbQMtgtTylO9itEAdpPXSog3ZxMe09AEhm0dU0NLTalV70ghDZFR+Nfi1C60jnJoh/Re4090/DuZh2Omg==", - "license": "Apache-2.0", - "dependencies": { - "tslib": "^2.6.2" - }, - 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"version": "24.0.9", - "resolved": "https://registry.npmjs.org/@types/node/-/node-24.0.9.tgz", - "integrity": "sha512-AVQN3mtPEWbtWfXryyHV8+8IBD4Ijm1reEVPjNWT1AvTQdLxlaroFy425Y+tKVSEJvUnKbyOGkaU6BH7Ox+NzQ==", + "version": "24.0.10", + "resolved": "https://registry.npmjs.org/@types/node/-/node-24.0.10.tgz", + "integrity": "sha512-ENHwaH+JIRTDIEEbDK6QSQntAYGtbvdDXnMXnZaZ6k13Du1dPMmprkEHIL7ok2Wl2aZevetwTAb5S+7yIF+enA==", "license": "MIT", "dependencies": { "undici-types": "~7.8.0" @@ -7793,9 +7798,9 @@ } }, "node_modules/es-toolkit": { - "version": "1.39.5", - "resolved": "https://registry.npmjs.org/es-toolkit/-/es-toolkit-1.39.5.tgz", - "integrity": "sha512-z9V0qU4lx1TBXDNFWfAASWk6RNU6c6+TJBKE+FLIg8u0XJ6Yw58Hi0yX8ftEouj6p1QARRlXLFfHbIli93BdQQ==", + "version": "1.39.6", + "resolved": "https://registry.npmjs.org/es-toolkit/-/es-toolkit-1.39.6.tgz", + "integrity": "sha512-uiVjnLem6kkfXumlwUEWEKnwUN5QbSEB0DHy2rNJt0nkYcob5K0TXJ7oJRzhAcvx+SRmz4TahKyN5V9cly/IPA==", "license": "MIT", "workspaces": [ "docs", @@ -8506,18 +8511,18 @@ } }, "node_modules/genaiscript": { - "version": "2.2.2", - "resolved": "https://registry.npmjs.org/genaiscript/-/genaiscript-2.2.2.tgz", - "integrity": "sha512-6o6Wqg/FYtcHNzACXReXs2R7GvcZdBKryqL+vtfyq5+ZC35wMo+taVpq2VZs8BnLPnOXryauJiZawWN7sVoxYQ==", + "version": "2.2.4", + "resolved": "https://registry.npmjs.org/genaiscript/-/genaiscript-2.2.4.tgz", + "integrity": "sha512-eS2+PJYL8pMNJLXp7hITCrgxTLJaic0W1MgLCPbj0uh4aR2AB8d/FV5HUOxITuF1Wp8kDgfVjxvW14/OcbnacA==", "license": "MIT", "dependencies": { "@actions/core": "^1.11.1", "@fastify/cors": "^11.0.1", "@fastify/swagger": "^9.5.1", "@fastify/swagger-ui": "^5.2.3", - "@genaiscript/api": "2.2.2", - "@genaiscript/core": "2.2.2", - "@genaiscript/runtime": "2.2.2", + "@genaiscript/api": "2.2.4", + "@genaiscript/core": "2.2.4", + "@genaiscript/runtime": "2.2.4", "@inquirer/prompts": "^7.5.3", "@modelcontextprotocol/sdk": "^1.13.1", "chokidar": "^4.0.3", @@ -9556,9 +9561,9 @@ } }, "node_modules/mathjs": { - "version": "14.5.2", - "resolved": "https://registry.npmjs.org/mathjs/-/mathjs-14.5.2.tgz", - "integrity": "sha512-51U6hp7j4M4Rj+l+q2KbmXAV9EhQVQzUdw1wE67RnUkKKq5ibxdrl9Ky2YkSUEIc2+VU8/IsThZNu6QSHUoyTA==", + "version": "14.5.3", + "resolved": "https://registry.npmjs.org/mathjs/-/mathjs-14.5.3.tgz", + "integrity": "sha512-srHhiZwFPUjHuRywRG/+5xWUNcQJsDBNMYaSu7zEN+th6BB2TkUmBkIc2cpdDqtgu40Q7DneAsFmyzo8q3ugmA==", "license": "Apache-2.0", "dependencies": { "@babel/runtime": "^7.26.10", diff --git a/package.json b/package.json index 6ba23666a..08e3c06f3 100644 --- a/package.json +++ b/package.json @@ -5,12 +5,12 @@ "license": "MIT", "description": "PromptPex is a test generator for prompts, that allows evaluating and comparing AI prompts across different models and configurations.", "dependencies": { - "genaiscript": "^2.2.2", + "genaiscript": "^2.2.4", "nanoid": "^5.1.5", "openai": "^5.8.2" }, "devDependencies": { - "@types/node": "^24.0.9", + "@types/node": "^24.0.10", "prettier": "^3.6.2", "zx": "^8.6.1" }, diff --git a/release.sh b/release.sh deleted file mode 100755 index 395b0ecca..000000000 --- a/release.sh +++ /dev/null @@ -1,36 +0,0 @@ -#!/bin/bash -set -e # exit immediately if a command exits with a non-zero status -# make sure there's no other changes -git pull - -# Lint and build -npm run lint -# Step 0: ensure we're in sync -if [ "$(git status --porcelain)" ]; then - echo "❌ Pending changes detected. Commit or stash them first." - exit 1 -fi - -# typecheck test -npm run typecheck - -# Step 1: Bump patch version using npm -NEW_VERSION=$(npm version patch -m "chore: bump version to %s") -echo "version: $NEW_VERSION" - -# Step 2: Push commit and tag -git push origin HEAD --tags - -# Step 3: Create GitHub release -gh release create "$NEW_VERSION" --title "$NEW_VERSION" --notes "Patch release $NEW_VERSION" - -# Step 4: update major tag if any -MAJOR=$(echo "$NEW_VERSION" | cut -d. -f1) -echo "major: $MAJOR" -git tag -f $MAJOR $NEW_VERSION -git push origin $MAJOR --force - -echo "✅ GitHub release $NEW_VERSION created successfully." - -# push to npm -npm publish \ No newline at end of file From 4ff8541094a0e94ce8af819619dcac58ac622e20 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" Date: Wed, 2 Jul 2025 19:41:16 +0000 Subject: [PATCH 12/22] chore: bump version to 0.0.17 --- package-lock.json | 4 ++-- package.json | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/package-lock.json b/package-lock.json index 213d7a557..87af4dc18 100644 --- a/package-lock.json +++ b/package-lock.json @@ -1,12 +1,12 @@ { "name": "promptpex", - "version": "0.0.16", + "version": "0.0.17", "lockfileVersion": 3, "requires": true, "packages": { "": { "name": "promptpex", - "version": "0.0.16", + "version": "0.0.17", "hasInstallScript": true, "license": "MIT", "dependencies": { diff --git a/package.json b/package.json index 08e3c06f3..41173c407 100644 --- a/package.json +++ b/package.json @@ -1,6 +1,6 @@ { "name": "promptpex", - "version": "0.0.16", + "version": "0.0.17", "author": "Microsoft", "license": "MIT", "description": "PromptPex is a test generator for prompts, that allows evaluating and comparing AI prompts across different models and configurations.", From 8d925fbfdc61d592475e4f1b2337cd286df12144 Mon Sep 17 00:00:00 2001 From: Peli de Halleux Date: Wed, 2 Jul 2025 20:13:48 +0000 Subject: [PATCH 13/22] chore: add Azure environment configuration for GENAISCRIPT models --- .azure.env | 5 +++++ 1 file changed, 5 insertions(+) create mode 100644 .azure.env diff --git a/.azure.env b/.azure.env new file mode 100644 index 000000000..003bdc8a3 --- /dev/null +++ b/.azure.env @@ -0,0 +1,5 @@ +GENAISCRIPT_MODEL_LARGE="azure:gpt-4o" +GENAISCRIPT_MODEL_SMALL="azure:gpt-4o-mini" +GENAISCRIPT_MODEL_EVAL="azure:gpt-4o" +GENAISCRIPT_MODEL_RULES="azure:gpt-4o" +GENAISCRIPT_MODEL_BASELINE="azure:gpt-4o" From 0f5e0af4f0614e6271197a60d79bccdc27339509 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" Date: Wed, 2 Jul 2025 20:14:56 +0000 Subject: [PATCH 14/22] chore: bump version to 0.0.18 --- package-lock.json | 4 ++-- package.json | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/package-lock.json b/package-lock.json index 87af4dc18..fabff53ec 100644 --- a/package-lock.json +++ b/package-lock.json @@ -1,12 +1,12 @@ { "name": "promptpex", - "version": "0.0.17", + "version": "0.0.18", "lockfileVersion": 3, "requires": true, "packages": { "": { "name": "promptpex", - "version": "0.0.17", + "version": "0.0.18", "hasInstallScript": true, "license": "MIT", "dependencies": { diff --git a/package.json b/package.json index 41173c407..3aab7b1cf 100644 --- a/package.json +++ b/package.json @@ -1,6 +1,6 @@ { "name": "promptpex", - "version": "0.0.17", + "version": "0.0.18", "author": "Microsoft", "license": "MIT", "description": "PromptPex is a test generator for prompts, that allows evaluating and comparing AI prompts across different models and configurations.", From 624273b87c126728a42007820ac1ed4ffe9a4356 Mon Sep 17 00:00:00 2001 From: Peli de Halleux Date: Thu, 3 Jul 2025 02:23:05 +0000 Subject: [PATCH 15/22] chore: add .promptpex.env to .gitignore and update package.json for docker server command --- .gitignore | 1 + package.json | 1 + 2 files changed, 2 insertions(+) diff --git a/.gitignore b/.gitignore index 866cfed0e..cec9b9494 100644 --- a/.gitignore +++ b/.gitignore @@ -33,3 +33,4 @@ evals/explainer/ samples/github-models/**.prompty evals/demo/ evals/summarizer/ +.promptpex.env diff --git a/package.json b/package.json index 3aab7b1cf..90e8651b0 100644 --- a/package.json +++ b/package.json @@ -116,6 +116,7 @@ "docker:serve:build": "docker build -f Dockerfile.serve -t promptpex-serve .", "docker:serve:run": "docker run --rm -p 8003:8003 promptpex-serve", "docker:serve:stop": "docker stop $(docker ps -q --filter ancestor=promptpex-serve) 2>/dev/null || true", + "docker:server:msr": "docker run --env-file .promptpex.env -p 8003:8003 ghcr.io/microsoft/promptpex:v0.0.18", "ollama": "npm run ollama:stop && npm run ollama:start", "ollama:start": "docker run -d -v ollama:/root/.ollama -p 11434:11434 --name ollama -e OLLAMA_FLASH_ATTENTION=1 -e OLLAMA_KV_CACHE_TYPE=q8_0 ollama/ollama", "ollama:stop": "docker stop ollama && docker rm ollama", From 687ce79ec5fd1ab6d254a6b54a0ddf69f9580198 Mon Sep 17 00:00:00 2001 From: pelikhan Date: Thu, 17 Jul 2025 05:11:01 -0700 Subject: [PATCH 16/22] updated instructions --- .github/instructions/implementation.instructions.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/.github/instructions/implementation.instructions.md b/.github/instructions/implementation.instructions.md index 5bea6294a..8d32961ff 100644 --- a/.github/instructions/implementation.instructions.md +++ b/.github/instructions/implementation.instructions.md @@ -17,6 +17,9 @@ at runtime, rather than hardcoding them in your codebase. Whenever possible, use the original `.prompty` files from the `src/prompts` directory. +Always to try to create minimal changes to the existing source code and make sure the generated code is compatible with the existing codebase. +Make changes in such a way that a developer will be able to understand and review the updates. + ## Phase 1: Test Generation PromptPex is a test generate framework for prompts. It is made of a graph of LLM transformations that eventually generate a set of @@ -24,7 +27,7 @@ inputs and expected outputs for a given prompt. - The core of the framework is documented in [Test Generation](docs/src/content/docs/reference/test-generation.md). -## Phase: Validate Test Generation +## Phase 2: Validate Test Generation Once you have implemented the test generation, you should validate it on a prompt. From dabb9dc2de57f1658a886d2438edebdefde38e83 Mon Sep 17 00:00:00 2001 From: Ben Zorn Date: Wed, 23 Jul 2025 21:42:55 +0000 Subject: [PATCH 17/22] getting old samples to work after updates --- package.json | 1 + samples/analyze-metrics.ipynb | 219 ++++++++++++++++------------------ samples/run-samples.zx.mjs | 7 +- 3 files changed, 110 insertions(+), 117 deletions(-) diff --git a/package.json b/package.json index 90e8651b0..895afbb44 100644 --- a/package.json +++ b/package.json @@ -95,6 +95,7 @@ "promptpex:test-st-def:ollama": "genaiscript run promptpex \"samples/speech-tag/speech-tag.prompty\" --vars \"effort=min\" --vars \"out=evals/test-st-def\" --env .env.ollama", "promptpex:test-st-mingt": "genaiscript run promptpex \"samples/speech-tag/speech-tag.prompty\" --vars \"effort=min\" --vars \"groundtruthModel=azure:gpt-4.1-mini_2025-04-14\" --vars \"evalModel=ollama:llama3.3\" --vars \"evals=true\" --vars \"compliance=true\" --vars \"baselineTests=false\" --vars \"modelsUnderTest=ollama:llama3.3\" --vars \"out=evals/test-st-mingt\"", "promptpex:test-st-mediumgt": "genaiscript run promptpex \"samples/speech-tag/speech-tag-multi.prompty\" --vars \"effort=medium\" --vars \"groundtruthModel=azure:gpt-4.1-mini_2025-04-14\" --vars \"evalModel=ollama:llama3.3\" --vars \"evals=true\" --vars \"compliance=true\" --vars \"modelsUnderTest=azure:gpt-4.1-mini_2025-04-14;ollama:llama3.3\" --vars \"out=evals/test-st-mediumgt\"", + "promptpex:test-st-min:ollama": "genaiscript run promptpex \"samples/speech-tag/speech-tag.prompty\" --vars \"effort=min\" --vars \"groundtruthModel=azure:gpt-4.1-mini_2025-04-14\" --vars \"evals=true\" --vars \"modelsUnderTest=ollama:qwen2.5:3b;ollama:llama3.2:1b;ollama:llama3.3\" --vars \"compliance=false\" --vars \"baselineTests=false\" --vars \"evalModelGroundtruth=azure:gpt-4.1-mini_2025-04-14;ollama:llama3.3\" --vars \"out=evals/test-st-min\" --env .env.ollama", "promptpex:test-st-min-gen:ollama": "genaiscript run promptpex \"samples/speech-tag/speech-tag.prompty\" --vars \"effort=min\" --vars \"groundtruthModel=azure:gpt-4.1-mini_2025-04-14\" --vars \"evals=false\" --vars \"compliance=false\" --vars \"baselineTests=false\" --vars \"evalModelGroundtruth=azure:gpt-4.1-mini_2025-04-14;ollama:llama3.3\" --vars \"out=evals/test-st-min-gen\" --env .env.ollama", "promptpex:test-st-min-run:ollama": "genaiscript run promptpex \"evals/test-st-min-gen/speech-tag/promptpex_context.json\" --vars \"evals=false\" --vars \"compliance=false\" --vars \"baselineTests=false\" --vars \"modelsUnderTest=ollama:qwen2.5:3b;ollama:llama3.2:1b;ollama:llama3.3\" --vars \"out=evals/test-st-min-run --env .env.ollama\"", "promptpex:test-st-min-eval:ollama": "genaiscript run promptpex \"evals/test-st-min-run/speech-tag/promptpex_context.json\" --vars \"evals=true\" --vars \"compliance=true\" --vars \"baselineTests=false\" --vars \"evalModel=azure:gpt-4.1-mini_2025-04-14\" --vars \"out=evals/test-st-min-eval\" --env .env.ollama", diff --git a/samples/analyze-metrics.ipynb b/samples/analyze-metrics.ipynb index d500a4ec0..0a64f44f3 100644 --- a/samples/analyze-metrics.ipynb +++ b/samples/analyze-metrics.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -11,16 +11,15 @@ "text": [ "Analyzing metrics for benchmark: speech-tag\n", "Metrics by Model for benchmark 'speech-tag':\n", - " model tests compliant use_rules_prompt_input\n", - "gpt-4o-mini-2024-07-18 100.0 80.0\n", - " gemma2:9b 100.0 90.0\n", - " qwen2.5:3b 100.0 40.0\n", - " llama3.2:1b 40.0 0.0\n" + " model accuracy with eval\n", + " qwen2.5:3b 40.0\n", + "llama3.2:1b 0.0\n", + " llama3.3 60.0\n" ] }, { "data": { - "image/png": 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LH2fg6Wez2XT06FFNmDBBO3fuVIUKFdS6dWuVK1dO0v96vjo6OurWrVv68ccfVa9ePbvQNsG+ffuUL18+ubq6ytHRUUuXLtXixYtVsWJFffHFF4meS/jSB0By2bBhgz7++GNt27ZNpUqV0rFjx9S6dWu9//77ypw5s12okRCm9u/fX8ePH9fLL78sJycnNWrUSI0bN1adOnW0b98+8wusEydO6NChQ6pcubI8PDx05coVTZw4URkyZFCPHj3Url07uy+eErbDOQ5Ackr4DLZ69WqtXr1agYGBatSokfLnz39PW5vNZhfYJnxOPHz4sEqXLi13d/cHXjEZHx+vVatWacqUKbp586YOHTqkxo0bq2fPnvL19f3Pnr7Ak8SRCCDFJIyt9l9iYmK0detWvfjii3Jzc1OmTJk0aNAgBQYGauTIkZLsPxxkzJhR//77r3LlyvXA9SZ8cMmePbtGjx6t+Ph4zZgxwwxZEsZrA/D0iY+PT/QcM23aNNWrV0+hoaFq06aN9u3bpx49emjdunWS7L+cWbVqlUJCQtSrV6971rNixQo1a9ZMCxculCSlS5dOgwYN0tmzZ7Vy5UpVqVIlBfYMAP7n+PHj+uKLL5Q/f379/fffWr9+vfr27astW7Zo/vz5kuzHuU0IWMuWLavmzZvb3em8cuXK8vPzM28qJklLlixRcHCwjhw5Iklq3ry5NmzYoM2bN6tjx45ydHQ0hz8AgJRw69YtTZgwQfnz51eHDh109epVLViwQA0bNtT27dslKdHzUMIVTX/99Zf27dunDh06mNMT/Pbbbxo3bpwuXrwo6faVU9u2bVP69Om1Z88eHThwQCNHjpSvr+89ywKpjZ62AFJMwgeHyMhIu/Ed73bkyBHlyJHDHARekgICAvTaa6+pffv2io6ONm+UYRiG0qVLJ2dnZ8XExEhKfLzIhD+4uXPnVu7cuSXJHFbBwcHB7oMMAOu7s9fEncHr2bNnlTVrVvNx1qxZNXDgQLVt21aSFBwcrJdeeknz58/XCy+8IJvNZg6ZMGHCBHXo0EGenp7m8leuXJG7u7ty586tSpUqyd/f35yX8P+EwJihDwAklzt7jCWIjo5W9erVVb9+ffPL6k6dOmnDhg3mFUf/1SMs4bLjX3/9VTExMXbj97/xxhs6d+6c8ubNK0lKnz69uUzCcFH0OAOQkhwdHRUaGqquXbuqc+fOSp8+vfbv368uXbpoyZIlqlChwn8GqYMHD1atWrWUL18+8/1iwmfEQ4cOqXfv3qpQoYIqVKggNzc3jRgx4gntHfB4+AsMIMUsW7ZMDg4OGjRo0H3nJ4QeefPmVVxcnM6cOWN3M4tKlSopc+bMWrJkiaTbgavNZlNISIi8vb3N0PZhQhMnJyc+fABPmYSbUtz5hj0qKkpvvvmmvLy89NJLL+mzzz4z29apU0dt27bVL7/8orp166pkyZI6d+6c9u3bpx07dki6fS7YsGGDoqOj9eabb2rfvn16++23lS9fPm3YsEHS7fFvZ86cqTp16txTU8LwCgDwuBLe+9w5BnZC79nixYura9eu5s1ZJcnLy0s7duwwg9a713OnCxcuyMHBQceOHdPXX3+tGjVqqFWrVub8jBkzavTo0fd8ue7g4MA5DkCyi4+Pv+dc5eDgoJ49e6pjx47mF0fZs2fXzZs3Va9ePUkP7v26c+dO7dixQz169JB0uyftqlWrzHNYhw4dNH/+fJUvXz4ldglIUSQXAB5JQm+Q+0kIYw8cOKBMmTJp7dq15uUo0u3w9c67unt7e6tgwYL67bffFBISYrbz8vJS+fLltWnTJkn/60mSPXt27d+//54PKwCeLXfe6MZms+nQoUOaPXu2QkNDtW/fPtlsNi1fvlzPP/+83n33XW3btk02m01ubm5av369+vXrp0KFCumPP/7QwoULdf78eW3cuFGSdOPGDU2ePFm7d+/Wiy++qFKlSun48eMaM2aMGjZsaFdHUod6AYBHkfD+5sqVKxo1apRefvllzZ49W9euXTODijvfc3333XfKnDmzKlaseN/1JJw79+zZo4EDB6pChQoqXry4wsPD9eGHH8rFxcVuSIW71w8Aye3Ojjn360CTI0cOubu7KzY2Vl9++aUqVqyoq1ev6uLFizp79qy5jvudq5YuXary5cvLMAw1a9ZMvr6+atq0qSIiIiTdPie2aNGCYQ/wVCK0BfBQ7uwN4uDgYL7pv3s8tejoaC1fvlzfffedQkNDtXnzZnO+k5OTbDab9u/fr/fff1+7du1S586ddfz4cbOHmyRlypRJZ8+eNcPZhD/wly9f1muvvaY8efKk+P4CeHLufiNus9l05coVHTt2TP3791fFihU1ePBg1alTR2+99ZZatmypGjVq6JNPPlGdOnX06aefyjAMxcTE6Ouvv1aGDBk0evRo5cmTR15eXrp06ZK2bNmiqKgoubq66siRI6pQoYLee+89xcTEaO3atWrcuPE9ddHbDEBySGws7h9++EG//PKL+vXrpx9//FHu7u7q0aOH3nvvPbv3XQlXHSxcuFB169ZVrly57M6bUVFReuWVV/T1119LkgIDA5UvXz41b95cx48f15o1a1SyZElzfXfiKiQAKSnhHLN161Z16tRJ7du3108//WQOj5dwLlu4cKHmz5+vpk2bKjg4WCNGjFDLli3NdTg4OOjmzZu6ceOGpNufC8ePH68VK1aoZs2acnZ21saNG3Xjxg3GqMUzgb/OAB5Kwh/c7777Tm3atFHPnj21Zs2ae/4YnjhxQhkzZlTZsmVVtWpVzZ071/ygcvjwYWXOnFnVqlXT0aNH5e7ururVq6tkyZKaPHmy9u/fL0k6ePCgQkNDVbRoUUn2NxabM2eOChYs+KR2G0AKSvjdvl9oUKtWLTVr1kzh4eH666+/tGXLFhUrVkwXLlyQn5+fuVzHjh21Zs0ahYWFydnZWVevXlX27Nl15coVxcfHa+7cuSpUqJDCwsL0+++/S5J27Nih3377zbw7elxcHL1qAaSIhLuR3+9LoIkTJ6p27dq6du2a1q5dq7lz5+rLL7/U3Llz9dtvv0n63xUHx44d05YtW9SuXTtJ9udNR0dHnT9/XsuWLZMkZc6cWb169VLv3r3l5+f3wBs4AkBySOy91IkTJ9SyZUs1b95csbGxun79ut5++20NHz5c0v9C2+bNm+uXX37Rxx9/rE8++URLlizRhg0bzOGtLl++rFq1aumTTz6RdHsImMGDB2vt2rWKjo7W/PnzVaZMmSe0t0DKI7QFcF8JN6C4208//aRKlSqpT58+8vPzU0hIiJo2baqpU6dKuj30gSStWbNGHh4eypAhg9q1a2fetd0wDBUoUECfffaZ9u/fr8WLF6tgwYJycHDQRx99pEyZMqlRo0YKDg5WtWrVVLNmTdWsWVPSvd+S8sEDeHolnCuk//1ub968WVOnTtXx48fNeR06dNCff/4pX19fBQQEKDAwUB999JHCw8N18uRJs92LL76o9OnTm2NpBwcHa+/evapRo4b8/f119OhRff755/rxxx9Vu3ZtGYah9OnT24UYjFMLILnc/R7KZrPpyJEj6t27t9q1a6e5c+fq9OnTkqQhQ4ZIuj2OdsJNwl599VV5eXnp559/NnuUSbdvtlOvXj2VLl1aYWFhGjlypN59911JUoYMGbR48WIztE2Q8J6OcWoBpIS7r7h0dHRUTEyM3Xu9CxcuqFChQtqxY4dmzZqlhQsXqkuXLpoyZYoiIiLMG0SnS5fOvLJAun0Fgaenp/755x9Jt2+WmD9/fnNIvTx58qh///564YUXntDeAk8WoS2A+3JwcDDvunmntWvXKm/evNq5c6fGjBmjb7/9Vj179tTnn38uSeYf3M2bN5uDwb/88suSpMKFC6tSpUo6fPiw2rVrp2zZstmtO2/evFq0aJEmTJigQoUKadGiRfrmm2/s7up+Jz54AE+XO88nCeeKhDflXbp00SuvvKLJkycrODjYHCqlcePG8vPzszsPFCxYUHny5NGKFSvMMMPd3V1NmzbVN998I0lq27atli5dqubNm2vWrFlasWKFKlWqZJ53EoJiQgwAKeHuL5q//fZb1axZUwcPHpS/v79GjRqlrl27Ki4uTpUqVVKmTJl06dIl3bx50zwvNmnSRKtXr1ZYWJgkaffu3frll19kGIZefPFFBQYGav78+SpSpIi5TR8fH0n2IUrCezoASE53Dt+S4Pfff1fVqlVVunRpvffee+a4soULF1aXLl3k5+enr776SmXKlNHw4cMVGRl5zxdNCTefvXbtmubMmaPnnnvOvCmsi4uLpk6dqtmzZz+ZnQRSGaEtgHvcunVLkyZNUtWqVdWrVy+tWrXKnNeuXTsNHz5cWbJkkXT7D2fhwoUVExOjK1euSJIiIiJ05coVHT16VF27dpWPj4/i4+N16dIljRkzRvny5Ut025kzZ1aDBg00ZswY1apVSxI3xwCeFQnh6K1btzRq1ChVrlxZ/fv314oVKxQVFaVjx45p3bp18vHx0bRp03T+/Hn5+fmpVKlS2rt3rxlcSFLHjh21cuVKhYeHm9NeffVV7dy5UydOnJDNZlORIkX0wQcfmHce5lwCICXc+YVUQlj622+/afny5ZJuX847aNAgDR8+XKtXr9aIESM0bdo0rVixQlOmTJEktWjRQj/88IMuXLhgBiBvvPGGjh07pr///luS9Ndff+ns2bPasmWLSpUqpVOnTmnfvn1q27btPTUR0gJIKXcPa7V7927t3LlTkjRnzhxVr15dffv21YwZMzR69Ghdu3ZNGTJkUJYsWfTuu+9q8uTJevXVV7V//361bt1a33zzjW7evKlbt25p48aNmjZtmrp3764CBQpo48aN6tu3r/nZU5KcnZ2f/E4DqYTQFkijEgsv4uLiNGDAAE2cOFHVq1dXeHi4mjVrpi+//FLS7Uv3AgMDJd0OXqTbQyFUrVpV7u7ukqQjR47o8OHD6t27t06cOKGvv/5aixYt0pUrV5Q5c+Yk3ezCMAy7u4wCeHoYhnHf4Uv+/vtvvf3221qzZo3WrVunmjVrasGCBXrjjTfUsGFDeXp6ys/PT23btlVISIjWr18v6XaYsWfPHh04cMBcV+fOnfXvv//a3eSwVq1aunDhgoKCguy2y7kEQHK7831UwhdSly9fNsPS7t27a8uWLZKkQ4cOKV++fKpcubJWrFih2rVrq2HDhipevLgCAgLM9vv37zfH9Zek4sWLy8XFRd9++60Mw1DFihV19OhRHTt2TCNHjlS2bNkUHx9vdwkyAKQ0m82m8PBwnTlzRsWKFVOtWrXUqFEjtWzZUtHR0Xr//ffVvn17DRo0SNu3bzevnlq3bp1mz56tjz76SO+++655b4J9+/bp0KFDZhi7du1anT59WpMnT9bevXvNXrZAWsSnFyANeVAQmvCN6eHDhzVp0iSNHz9ew4YN07fffqs333xTEydO1Pbt2yX9byxKZ2dnnTlzRtu3b1dwcLC5rueee05ff/219u/frx9//FGNGjVSvXr1ZLPZNHPmzCTVarPZCFiAp1DCJW33G3Lg77//1pdffql+/fpp7NixGjZsmCZNmiRXV1e7cWyrVq0qLy8vbdy4UZLUrFkzOTg4aNeuXbp586YkKVOmTKpXr54cHBzsLgPOmDHjPV9KcS4BkBzuHO//zvNKRESESpQoobZt25rjLubNm1enTp2SJIWHh2vLli167rnn1LNnT5UuXVqbN2/W3r171bhxYxmGofz586tgwYJasWKFrl+/bq576tSpeuedd2Sz2cyhYQzDUGxsrDlObcJwMwCQXO7+QujO91obNmxQYGCg+vTpo7feektnzpxRp06dtHz5cuXPn98cm7tu3brKkCGDfvrpJ0mSl5eXIiMjlT9/fknSgQMHFBkZqejoaM2bN0+S9Pzzz2vp0qVasmSJGjVq9KR2F7AsPsUAaUhCEBoWFqYPPvhATZs21ZgxYxQSEmL2DEnoDZI3b15zuY4dO8rX11eTJ08215Ng7ty5cnV1VYsWLcxpLi4uql27ttl7RLrdC2XOnDlq2bJlSu8mgCfo7psW2mw2hYSEqGfPnqpYsaI++OADs7fZc889pypVqiggIEDFihWTdPvNeZ06dcxetZKUL18+FSlSREeOHNGxY8fk6uqq4sWLa/HixQoNDTXbrVq1Sm3atLnnMmBCWgDJ5c6bFSaMDXvr1i2tWLHC7Ol/6dIlOTk5ad++feZwB6VKldLBgwclSQ0bNpQktWrVSgcPHtTo0aNVrFgxxcXFafXq1eZ6XnrpJS1atEiXL182t9+oUSOVL1/eriabzSYnJyeGQADw2KKiojRgwAD9/PPPdtPv/EJo3759dl8mZc2aVVWqVNHWrVvVsGFDpU+fXu+8844aN25sdwVUkSJFVKBAAe3fv19nzpzRc889p6JFi6px48aqUaOG6tSpo5deekk7duxQv379JN3uFMT7OOB/+G0A0pDIyEgNHjxYFSpU0O+//67ixYtr7Nix6ty5s3bs2CFJunr1qmJjY3X+/HlzuQIFCqh27dr6+eefdevWLTk6Oio2NlZXr17VrFmz1KtXL7PtjRs3zJ5wd3vllVdUqlSplN1JACnufiFGgh07dqhJkyY6evSoWrdurUOHDqlbt25au3atcuXKpapVq2rv3r1m+8yZM+u5557TqVOntGvXLnN6lSpVdO7cOa1YsUKSNGDAAA0ePNjuCyVJXBYMIEXdebPCo0ePatiwYZoyZYqWLl2qt956S5KUJUsWubm5qXv37po+fbqOHj0qT09PZc+eXcePH5ejo6MaNmyonTt3atmyZYqJiVFMTIwWL16sL7/80hyve9CgQTpw4MA9N2plPG4AyckwDH355ZeaOHGiPDw8NGXKFG3cuFExMTFmm0OHDqldu3by8fFR8+bN1bx5cy1dulSSFBgYqPLly+vq1avmsHk+Pj6qXLmyQkND7YZ5qVKlim7cuKE1a9ZIknnuLF68uH744Qe1b99e5cqVsxuzFsD/ENoCacjhw4f1zz//6JNPPtG6des0ePBg8zK8hG9X69Wrp5CQELtLlZ2dnVWqVCl5enqal7c4OTlp8eLF8vPzU/PmzbVy5UrVr19fuXPn1uHDhxOtgQ8ewNPvzhDj2LFj+vDDD807/86ZM0dFixbVqlWr1K1bN82cOVPXr1/XqFGjdOPGDdWpU0eGYdjd4LBs2bLy9/fXd999Z06rUKGCqlWrpkKFCkmSypQpo8aNG99TC5cFA0gJCVcQHDhwQC+99JKqV6+ukSNHatKkSTp79qxGjx6tsLAwTZ48WVmyZNHFixdVqlQpdejQQdOmTdOxY8dks9nML7KHDx+uChUq6I033tBLL72koKAg9e7dW6VLl1b9+vUl3X6/5ePjY3f1gsTVAwCSl81m019//WV+idSpUyf9+uuvCgkJkSSdPHlSI0aMUGxsrJYsWaLFixerYMGC6tmzp27cuCEPDw/VqFFDsbGx5lBW0u33c5kyZbrn/Vx8fLy2bt0q6fbVVD169ND48eNVtmzZJ7nbwFOJdwDAM6R79+6aMGHCPdMT3vwHBgaqZ8+eatWqlTmvbNmyOnv2rDkQfJYsWVSqVCktX77crrdtjhw55O7urrNnz0qSoqOjNWbMGG3evFl58uRRq1atlCNHDq1evdq87Pl++OABPL0SziV///23GWKMHj1aU6dO1R9//KHY2Fj9+OOP6t27t3788UdVr15dOXPmVMaMGdWxY0e5uroqd+7cKl++vL766itzvQULFlTu3LnNm+1IUrZs2TRx4kQzzLhz+wCQ0mw2m2JiYtS1a1fdunVLgwcPVo4cOeTg4KBffvlFmTNn1vvvv6+FCxfqp59+0iuvvKK1a9fqvffe082bN/Xnn39q165d8vX1lSTlzJlTn332mbZt26bg4GDNnDlTp0+f1ocffihvb29J/3uPxLAHAFJa165ddfnyZW3evFmvvfaajhw5or/++kuS5O/vr+rVq2vu3LmqVq2aMmXKJMMwFBYWprlz50qS8ufPr3Llymn69OnmOgsXLqzSpUubX+RLt899U6ZM0bRp057sDgLPCNIT4BlSqFAhlSlT5p7pCW/+/fz8VLZsWdlsNjP8OHPmjGJjY+Xv72+279Gjh3bs2GHe6VO6/UFiz549ZiCbPn16ZciQQc2bN9f8+fMVFRWl6dOnq0SJEim5iwBSkc1m040bN/T222/r5s2bGjx4sAICApQuXTpt3LhRoaGhypcvn8qWLavevXurTJky2rx5s3bs2KHWrVtLknx9fdWgQQNt2rRJ165dk/6vvXuNqqrM4zj+PRdBLkrIjIn3CxeTizjpwkuoMITmpUDHS6YZlqmTOjYqjq2lqXlJy3ElrnIcU7AxYjk2zuAYIAaas4ZMpCwVEmZAURcjMKECgnDOvGCxk1GbakpAf583Z7nP2c9+zgu2+/z2f/8fwMXFhRkzZrB79+5bwoqGNgwNxxcRuVsOHjzI2bNnWbRoEaGhoaxatYp169Zx8eJFDhw4wOzZs/H392fhwoW4uLhw48YNPD09mThxIoWFhZSUlBgLk9lsNqxWK4GBgbzwwguMHDkSqD/H6YaUiNxtPj4+ODs7k5ycTGBgIJ6enhw9epTy8nIsFgszZszgH//4B2PHjqVv376cPHmSkJAQo0CoQ4cOjBo1ivT0dONarW3btvTt2xdPT89GaxAEBQXpySiR70mhrcg9ZM6cOQwZMuSWFgR1dXXGtobXhvBjz549ODk5ERYWZvxomDhxIsHBwSxfvpzExESKiop46623GDFiBN27dwfqH0k+duwY7733Hj//+c+B+t6San8gcm9LTk4mPz+fmJgYQkNDWbZsGWvWrKG4uJi0tDRCQkL46U9/Sk5ODhs3biQwMBCAv//97+zduxe73c7PfvYzrFZroxtDgwcPvmWxHcBowyAicrcVFxdjsVgYOHCgsS0yMhIPDw8OHTqEq6srMTExlJeXs379ehwcHKitreWRRx5h8uTJ+Pj4GOew/37SqOF6yWKx6IaUiNx1ZrOZJ598kuzsbEpKSpg0aRJHjx41WuRVVFSwZs0aWrVqxYcffsjBgweZNWsWp0+fJicnB0dHR4KDgyktLSU+Pt4Y9+mnn+bAgQNGr1sR+f8otBVpgex2+x0X33n22WdZtGhRo20WiwWz2UxVVRVms9kIZysqKti0aRMxMTE4OjoanzeZTGzZsoVBgwaxYcMG/Pz8SElJ4cUXX7ylSXxtba1xd9Vqtar9gcg97vLly1it1kYBa2RkJG5ubpw6dYqwsDDKy8tZsWIFn332GVVVVRw4cICVK1fy5ZdfYjKZCAoKIi8vj9GjRzcaW9VmItKc9O/fn6KiIoqKioD6oNXd3Z2uXbuSkZHBF198QY8ePVi2bBllZWWkpqYa1WQrV64kJyfnjguw6npJRJrauHHjKCsrIy0tjSlTpnDp0iWys7OB+sWl4+Pjee6554wnLY8cOQJgtDrw8vJi/fr1jZ60vPk3pYj8/3S1INKMnT17tlFPoIZw1GQyGT8Kzp07ZzxiDPWPqrz//vtcuXLF2LZ7926GDh3KqFGjqKioMCo6EhMTcXNzMxb3MZlMXL58GYD27duzfft2EhISyMrKIicnh4iIiFvmaLVaVQknch8ZMGDAbUOMzp07k56eTpcuXdi+fTt79uzhmWeeoXfv3kydOpXAwECmT5+O2WzG0dGRtm3b3lKZr2ozEWlOvL298fHx4a233gLqg9bq6mquXLlCaWmpsbDO5MmT2bBhA6+99pqxb0Moe6eb7CIiTc3T05MuXbpw8OBBOnXqhL+/P+np6ZSWlgL1PWp37NhBfn4+8fHxVFdXM3/+fPLy8oD6llcvvvjibdvzicgPQ6GtSDP26quv8vnnn1NVVQV8/ZjwtWvXeOONN2jXrh0RERE899xzXL16FYCZM2dy4cIFMjMzAXjqqadYvnw5Q4cO5Xe/+x0uLi4A3Lhxg6SkJKZNm0ZdXR2rVq3Cx8eHZ555xji+2WzGx8cHLy8v7HZ7o96SInJ/8vHxwcfHh61btwL154mamhoqKiooKSnh0KFDTJ06lY8//phXXnmFnTt3UlZWxoYNGxr1zm7YV0SkuXJ2dmbJkiXExcWxcOFCCgoKiIuLo0OHDvj6+pKdnc1XX31FmzZtWLRoEcOHD79lDPVxFJHm7Nlnn+X06dPk5+czbdo0jh07xtmzZ/Hw8OCVV17h7Nmz9O/fn5dffpnhw4ezceNGkpKSmnraIvcNk13PIoo0OzabDbPZbLw2KC0t5emnnyYoKIiLFy/y+OOPYzabmTx5MvPnz+c3v/kN7u7uDBkyhK5du5KQkEBJSQlubm60atWq0THS0tKIiIjA09OT4uJiAgICmDNnDjNnzlS1m4h8o507d7Jo0SJmzJjB3LlzSUlJ4ejRo+Tn5zNgwABWr16Nq6tro31qa2vVu1FEWqQ33niDuLg4CgsLcXZ25s9//jPJyckkJyezdu1aQkJCqKurw2Qy6WaUiLQoV65cYejQoTz//PNMnz4db29v5s6dy5IlS7BYLPzzn/+kpqYGX1/fpp6qyH1Jt35FmgmbzYbdbjf6z0J9FVpGRgY5OTnMmDEDDw8PSkpKWLduHVu2bCEqKgqAdevWsWvXLkaMGEFYWBjR0dHExMRQXFzMgw8+eNvjnT59mpCQEMaMGcP06dNp37698Z7dblewIiJ3FB0dTVlZGfHx8Wzfvh1nZ2cOHz7MmjVryMnJwcXFxTiPNLyq2kxEWqpf/epXREVFUV1djbe3NwCtW7cmISGB1NRUQkJC1CpKRFqktm3b0q9fP/bv388vf/lLwsLCsFgs3LhxA4vFQo8ePZp6iiL3Nd0KFmkmzGbzbS/44+Pj2bFjBydPngTqw5J27drRvXt34zMNPyQ++eQTAMaPH091dTWHDh26ZbyG4vrnn3+ew4cPs3jxYtq3b09dXV2jnrkiIt9k4cKFpKSkcPz4cS5cuICXlxd5eXlYrVZMJpNxHtH5RETuBV27dsXb29tYDNbPz4/+/fvTs2dP9a0VkRYtOjoaT09PSktLeeedd1iyZAmtW7du6mmJCAptRZqEzWa7pT/shQsXmDt3LhEREUYPSIApU6Zgt9uNQDYyMhInJyfy8vKMMbp164afnx8ff/wxBQUFuLu7ExERQWxs7C2rsTcEKA3/EdfW1hoVvqoSEZHvwtHREZvNxqeffsrs2bMpKSlh7dq1TT0tEZEfjclkMq6X4uLiiI6O1pMEItKiDR06lLfffhsPDw/dbBdpZhTaitxFDSFrQ1VteXk5Fy5cAOC3v/0t//rXv/D19WXJkiW8/vrrAISFhfHAAw+QlZXFV199RYcOHQgKCuLIkSNcunTJGHv8+PHk5eVx/PhxoP6Oqbu7O5WVld84p4aqOBGR76q4uJilS5cybNgwCgoKePPNNwkMDGzqaYmI/Kh03SQiIiJ3g0JbkbuooTKjpKSE8PBwPD09GTt2LIsXLyY/P59du3YRGxvLvHnz+OCDDzhx4gQWi4UhQ4aQm5vLiRMnAJg8eTKfffYZOTk5xtiPPfYY165d49KlS9hsNh5//HEOHDiAi4tLk3xXEbn3eXt7s2LFCoqLi0lOTiY0NLSppyQiIiIiInJPUGgrchdlZmbi7u5OXFwcwcHBHD9+nICAAGJjYxk9erTRsiAiIgIXFxf27NkDwJgxY6isrDSqaCdMmEBNTQ1paWlUV1cD9U3kMzMzmTdvnrGQmd1ux2azNcE3FZH7gdVqxd/fX33PREREREREfmAKbUV+IP/dO/Z2fvKTn+Dh4cFrr73GxIkT6dOnD6tWrWLgwIEkJycbn+vTpw/9+vUjPT0dgP79+9OjRw9OnDjBuXPncHBwICIiAnd390bHbd++faN/m0wmI8AVEREREREREZGWQWmOyLdwp0DWbrcbfWrv1N+srq7OWFW4U6dOjBgxgnbt2tG3b18AOnbsSFRUFBkZGdTU1ADQpk0bBg4cSGVlJSkpKQA8/PDD5ObmUlRUBMDvf//7267sqT5rIiIiIiIiIiItm0JbkW/hTkHozSsIp6SkkJ2dzY0bNwCMoNZisWC1WqmsrMTJyYmxY8eSm5tLQUEBAK1atWLQoEE4OTnx3nvvGWP37dsXBwcHdu3aBcALL7xARkYGgwcPNj5TV1f3rSp8RURERERERESk5VBoK/It5OTksGHDBgoLC4GvK2+vX7/OihUrcHV1ZebMmTz55JNERkZSXV2N1WoFIDExkdDQULp3705hYSGDBg2iV69e7Nixwxi/V69eDB8+nG3bthnbfH19Wb16NWvWrAHqq2/d3NwahbQWi0WVtSIiIiIiIiIi9xiFtiL/Q3l5OVOnTmXZsmXs27cPwFjcKzs7m3feeYf4+HjOnDlDbGwsx48fJyYmhpqaGrZs2cKqVasYNGgQhw4dolu3brRp04Zf/OIXJCQkGMfw8PDgkUceIScnh/LycqC+AnfkyJF0794d+LraVyGtiIiIiIiIiMi9zWTXs9Ui3+jzzz8nPDyc0NBQABISEozgNDo6msLCQpKSknBycsJsNhMbG0tcXBybNm1i6NChVFdX4+jo2GjMY8eOMXDgQD766COGDBkCwJUrV3B1db1l4TC73a6gVkRERERERETkPqJKW7nvfNf7FAkJCbz00kv069ePwsJCMjMzG41lNptxcXExetmOHz+eiooKvvjiC4BbAluob30wadIkqqqqjG1t27bFbDYbC5s1UGArIiIiIiIiInJ/UWgr952bQ9D/Dkhv1vDemTNn6Ny5M6NHj8ZkMpGamgrUB7aDBw/mk08+AerDWZvNRseOHQG4evUq8HUrhZu5ubmRkJBAeHj4Le81LGwmIiIiIiIiIiL3J4W2ct/ZvHkzu3btAhoHpDdX4NrtdiwWC7m5uZw5c4ZRo0bh7+9Pv379yM7OZu/eveTm5jJs2DBatWrFxo0bATCbzWRnZ3P16lXat29vbLuT2traH+MrioiIiIiIiIhIC2Zt6gmI3C02mw2z2Ux6ejqXLl1i8ODBJCYmUlVVxerVq7lx4wYWiwWLxWJU454/f57Q0FCcnJw4d+4cJ0+eJCsri7/85S8kJCQwadIkli5dyquvvkpmZibh4eFs376doKAgpkyZ8j/nZLXqT1BERERERERERBpTpa3cs+x2e6NK1oaes3379iU7OxtfX1/+9Kc/0adPHwAcHBywWCyUl5ezb98+Kisr+eMf/8jevXvp3bs3vr6+2Gw2vLy8mDVrFpMmTQJg4cKFbNu2DbPZzLZt2xg5ciR/+MMfbtvLVkRERERERERE5H9RmZ/cc+rq6oxq2YZK1oqKClxcXADIysrCarUya9YsNm/ebOyXlZXFrFmzOHXqFOHh4fTr149hw4Zx+vRpxo0bx7hx4+jatSsLFizg008/paioiM6dO1NXV0dUVBSPPfYYrVu3Nsaz2+1aRExERERERERERL4zVdrKPeHmxb4a+tSWlpayZMkSevTowbRp09i7dy92u52kpCQWLFhAWloa58+fN/arrq4mJCSEY8eOkZSURLdu3ZgwYQJpaWksWLCAzp07AxAQEEBtbS0FBQWNjtcQ2NbW1iqwFRERERERERGR781kv3n1JZEWxGazGQuG3ezDDz8kIyODqqoq8vPzGT16NKmpqWRmZjJ79myWLl3Kl19+Se/evdm/fz+jRo36VsdrCGIrKytp3br1Ny4wJiIiIiIiIiIi8n0ptJV7Ql5eHm+//TZjxoyhsrKSESNG0KtXL/bt24efnx8Ay5YtY/fu3Xz00Ud06tSJhx56iGHDhrFp0yacnJyA79bSoGFhMxERERERERERkR+SEidpcRruM5w6dYqoqCiGDx/Ohg0b2LZtGykpKTz66KMEBATg7u6Ot7e3sd8TTzxBmzZtePfddwGYOXMm+/fv58yZMwCcP3/+O7U0UGArIiIiIiIiIiI/BqVO0uKYTCauX7/OnDlzqKmp4eWXX6ZLly44OjqSlpbG9evXGTNmDLW1tUYgC9CzZ0969epFbm4uALNmzcLFxYV58+bRp08fHnroIQoLC5vqa4mIiIiIiIiIiAAKbaWFSk5OJj8/n5iYGEJDQ1m2bBlr167l4sWLpKen89RTT3Hx4kX+9re/Gfu4urqSlZVFQEAAdrsdFxcX3n//fcaOHcuvf/1rysrK6NatG+oYIiIiIiIiIiIiTcna1BMQ+T4uX76M1WolODjY2PbEE0+wZcsWPvjgAzZv3oyXlxfr16/Hzc2NRx99lL/+9a84ODjw8MMPG20Q/Pz8jJ63oD61IiIiIiIiIiLS9JROSYs0YMAAioqKKCoqAurDVnd3d7p27UpaWhqXL18mOjqa8+fP8+677xIVFcX8+fOZMWMGAwYMuGU8m80GqE+tiIiIiIiIiIg0PVXaSovk4+ODj48PW7du5fXXX8dsNlNTU8O1a9f497//TWpqKmPGjKFjx45ERkYSHBxMYGDgHcdTWCsiIiIiIiIiIs2FkippkZydnYmJiWHnzp0sXryYwsJC4uLi6NChAz179iQzM5MHH3wQf39/MjIy6N69OwA1NTXqWSsiIiIiIiIiIs2aQltpsaKjo3nppZdISUkhKCiIlStXsnz5cnx8fDhz5gwA48aN48iRI2RmZgLg4OBg9LMVERERERERERFpjhTaSou2cOFCUlJSOH78OBcuXMDLy4u8vDwcHBwAmDBhAl5eXjzwwANNO1EREREREREREZFvyWTXs+LSwpWVlVFaWkpFRQVbt27l8OHDJCYmfmMPWxERERERERERkeZKlbbS4hUXF7N06VKGDRtGQUEBb775pgJbERERERERERFpsVRpKy1ebW0tOTk5eHl50bp166aejoiIiIiIiIiIyP9Foa2IiIiIiIiIiIhIM6L2CCIiIiIiIiIiIiLNiEJbERERERERERERkWZEoa2IiIiIiIiIiIhIM6LQVkRERERERERERKQZUWgrIiIiIiIiIiIi0owotBURERERERERERFpRhTaioiIiIiIiIiIiDQjCm1FREREREREREREmhGFtiIiIiIiIiIiIiLNyH8AL/zgJiwFbwwAAAAASUVORK5CYII=", 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nz56dSy+9NKuuuuqyGA4AAAAAYIW11MsjrLTSStVuRFYoFDJz5sw0bNgwN9100zItDgAAAABgRbPUoe2f/vSnaqFteXl5WrVqlV69emWllVZapsUBAAAAAKxoljq0PeSQQ5ZDGQAAAAAAJEsY2r788stLPGC3bt2+dTEAAAAAACu6JQptN9xww5SVlaVQKHxtv7KyslRWVi6TwgAAAAAAVkRLFNqOGzduedcBAAAAAECWMLTt2LHj8q4DAAAAAIB8ixuRLTBmzJhMmDAhc+fOrda+yy67fOeiAAAAAABWVEsd2r777rvZfffd88orr1Rb57asrCxJrGkLAAAAAPAdlC/tC44//vh06tQpH330URo2bJjXXnstjz32WDbeeOOMHDlyOZQIAAAAALDiWOqZtk8++WQeeeSRrLzyyikvL095eXm22GKLDBo0KMcdd1xeeOGF5VEnAAAAAMAKYaln2lZWVqZJkyZJkpVXXjkffPBBki9vVvbGG28s2+oAAAAAAFYwSz3TtmvXrnnppZfSqVOn9OrVKxdeeGHq1q2bq6++OmusscbyqBEAAAAAYIWx1KHtb3/728yaNStJcs455+RnP/tZ+vTpk5YtW+b2229f5gUCAAAAAKxIlji03XjjjXPEEUdk//33T9OmTZMka621VsaOHZtPP/00K620UsrKypZboQAAAAAAK4IlXtO2e/fuOeWUU9K2bdscdNBBGTlyZHFbixYtBLYAAAAAAMvAEoe21157bSZPnpzLL788EyZMyLbbbpu11lor5513XiZNmrQ8awQAAAAAWGEscWibJA0bNswhhxySkSNH5s0338x+++2Xq666Kquvvnp22mmn/P3vf19edQIAAAAArBCWKrT9qjXXXDPnnntuxo8fn1tvvTVPPfVU9t5772VZGwAAAADACmeJb0S2KCNHjsz111+fu+66K7Vr186RRx65rOoCAAAAAFghLXVo+/7772fw4MEZPHhw3n333fTp0yd//etfs/fee6dBgwbLo0YAAAAAgBXGEoe2d9xxR6677ro8/PDDWWWVVXLwwQfnsMMOy1prrbU86wMAAAAAWKEscWh74IEHZqeddsrdd9+dHXfcMeXl33o5XAAAAAAAFmOJQ9v3338/q6yyyvKsBQAAAABghbfE02UFtgAAAAAAy581DgAAAAAASojQFgAAAACghAhtAQAAAABKyFKHts8880xGjx69UPvo0aPz7LPPLpOiAAAAAABWVEsd2g4YMCATJ05cqH3SpEkZMGDAMikKAAAAAGBFtdSh7ZgxY7LRRhst1N6jR4+MGTNmmRQFAAAAALCiWurQtl69epkyZcpC7R9++GFq1669TIoCAAAAAFhRLXVo+9Of/jSnn356pk+fXmybNm1afvOb32S77bZbpsUBAAAAAKxolnpq7EUXXZQtt9wyHTt2TI8ePZIkL774Ylq3bp0bb7xxmRcIAAAAALAiWerQdtVVV83LL7+cm2++OS+99FIaNGiQQw89NP3790+dOnWWR40AAAAAACuMpV4eIUkaNWqUX/ziF7n88stz0UUX5aCDDvpWge0VV1yRbt26pWnTpmnatGl69+6dBx54oLh9zpw5GTBgQFq2bJnGjRtnzz33XOR6ugAAAAAAPxZLNNP2H//4R3bYYYfUqVMn//jHP7627y677LLEO19ttdVy/vnnZ+21106hUMiQIUOy66675oUXXsj666+fgQMH5p///GeGDh2aZs2a5Ve/+lX22GOPPPHEE0u8DwAAAACAH5KyQqFQ+KZO5eXlmTx5clZZZZWUly9+cm5ZWVkqKyu/U0EtWrTIH//4x+y1115p1apVbrnlluy1115JkrFjx2bdddfNk08+mU033XSJxpsxY0aaNWuW6dOnp2nTpt+pth+K1U/7Z02XAPCjNP78nWq6BACgBvmuBbB8rEjftZY0q1yimbZVVVWL/P9lqbKyMkOHDs2sWbPSu3fvPPfcc5k3b1769etX7NOlS5d06NDha0PbioqKVFRUFJ/PmDFjudQLAAAAALA8LNWatvPmzcu2226bt956a5kV8Morr6Rx48apV69ejjrqqNx9991Zb731Mnny5NStWzfNmzev1r9169aZPHnyYscbNGhQmjVrVny0b99+mdUKAAAAALC8LVVoW6dOnbz88svLtIB11lknL774YkaPHp2jjz46Bx98cMaMGfOtxzv99NMzffr04mPixInLsFoAAAAAgOVrqULbJDnwwANz7bXXLrMC6tatm7XWWis9e/bMoEGD0r1791xyySVp06ZN5s6dm2nTplXrP2XKlLRp02ax49WrVy9Nmzat9gAAAAAA+KFYojVtv2r+/Pm57rrr8tBDD6Vnz55p1KhRte3/+7//+50KqqqqSkVFRXr27Jk6derk4Ycfzp577pkkeeONNzJhwoT07t37O+0DAAAAAKBULXVo++qrr2ajjTZKkrz55pvfaeenn356dthhh3To0CEzZ87MLbfckpEjR2bYsGFp1qxZDj/88Jx44olp0aJFmjZtmmOPPTa9e/de7E3IAAAAAAB+6JY6tB0xYsQy2/lHH32Ugw46KB9++GGaNWuWbt26ZdiwYdluu+2SJH/6059SXl6ePffcMxUVFdl+++3z17/+dZntHwAAAACg1Cx1aHvYYYflkksuSZMmTaq1z5o1K8cee2yuu+66JR7rm9bGrV+/fi6//PJcfvnlS1smAAAAAMAP0lLfiGzIkCGZPXv2Qu2zZ8/ODTfcsEyKAgAAAABYUS3xTNsZM2akUCikUChk5syZqV+/fnFbZWVl/vWvf2WVVVZZLkUCAAAAAKwolji0bd68ecrKylJWVpbOnTsvtL2srCxnn332Mi0OAAAAAGBFs8Sh7YgRI1IoFLLNNtvkrrvuSosWLYrb6tatm44dO6Zdu3bLpUgAAAAAgBXFEoe2W221VZJk3Lhx6dChQ8rKypZbUQAAAAAAK6qlvhFZx44dM2rUqBx44IHZbLPNMmnSpCTJjTfemFGjRi3zAgEAAAAAViRLHdredddd2X777dOgQYM8//zzqaioSJJMnz4955133jIvEAAAAABgRbLUoe25556bK6+8Mtdcc03q1KlTbN98883z/PPPL9PiAAAAAABWNEsd2r7xxhvZcsstF2pv1qxZpk2btixqAgAAAABYYS11aNumTZu8/fbbC7WPGjUqa6yxxjIpCgAAAABgRbXUoe2RRx6Z448/PqNHj05ZWVk++OCD3HzzzTn55JNz9NFHL48aAQAAAABWGLWX9gWnnXZaqqqqsu222+aLL77IlltumXr16uXkk0/OscceuzxqBAAAAABYYSx1aFtWVpb/9//+X37961/n7bffzueff5711lsvjRs3Xh71AQAAAACsUJY6tF2gbt26WW+99ZZlLQAAAAAAK7wlDm0PO+ywJep33XXXfetiAAAAAABWdEsc2g4ePDgdO3ZMjx49UigUlmdNAAAAAAArrCUObY8++ujceuutGTduXA499NAceOCBadGixfKsDQAAAABghVO+pB0vv/zyfPjhhznllFNy3333pX379tlnn30ybNgwM28BAAAAAJaRJQ5tk6RevXrp379/hg8fnjFjxmT99dfPMccck9VXXz2ff/758qoRAAAAAGCFsVShbbUXlpenrKwshUIhlZWVy7ImAAAAAIAV1lKFthUVFbn11luz3XbbpXPnznnllVfyl7/8JRMmTEjjxo2XV40AAAAAACuMJb4R2THHHJPbbrst7du3z2GHHZZbb701K6+88vKsDQAAAABghbPEoe2VV16ZDh06ZI011sijjz6aRx99dJH9/v73vy+z4gAAAAAAVjRLHNoedNBBKSsrW561AAAAAACs8JY4tB08ePByLAMAAAAAgGQpb0QGAAAAAMDyJbQFAAAAACghQlsAAAAAgBIitAUAAAAAKCFCWwAAAACAEiK0BQAAAAAoIUJbAAAAAIASIrQFAAAAACghQlsAAAAAgBIitAUAAAAAKCFCWwAAAACAEiK0BQAAAAAoIUJbAAAAAIASIrQFAAAAACghQlsAAAAAgBIitAUAAAAAKCFCWwAAAACAEiK0BQAAAAAoIUJbAAAAAIASIrQFAAAAACghQlsAAAAAgBIitAUAAAAAKCFCWwAAAACAEiK0BQAAAAAoIUJbAAAAAIASIrQFAAAAACghQlsAAAAAgBIitAUAAAAAKCFCWwAAAACAEiK0BQAAAAAoIUJbAAAAAIASIrQFAAAAACghQlsAAAAAgBIitAUAAAAAKCFCWwAAAACAEiK0BQAAAAAoIUJbAAAAAIASIrQFAAAAACghQlsAAAAAgBIitAUAAAAAKCFCWwAAAACAEiK0BQAAAAAoIUJbAAAAAIASUqOh7aBBg7LJJpukSZMmWWWVVbLbbrvljTfeqNZnzpw5GTBgQFq2bJnGjRtnzz33zJQpU2qoYgAAAACA5atGQ9tHH300AwYMyFNPPZXhw4dn3rx5+elPf5pZs2YV+wwcODD33Xdfhg4dmkcffTQffPBB9thjjxqsGgAAAABg+aldkzt/8MEHqz0fPHhwVllllTz33HPZcsstM3369Fx77bW55ZZbss022yRJrr/++qy77rp56qmnsummm9ZE2QAAAAAAy01JrWk7ffr0JEmLFi2SJM8991zmzZuXfv36Fft06dIlHTp0yJNPPrnIMSoqKjJjxoxqDwAAAACAH4qSCW2rqqpywgknZPPNN0/Xrl2TJJMnT07dunXTvHnzan1bt26dyZMnL3KcQYMGpVmzZsVH+/btl3fpAAAAAADLTMmEtgMGDMirr76a22677TuNc/rpp2f69OnFx8SJE5dRhQAAAAAAy1+Nrmm7wK9+9avcf//9eeyxx7LaaqsV29u0aZO5c+dm2rRp1WbbTpkyJW3atFnkWPXq1Uu9evWWd8kAAAAAAMtFjc60LRQK+dWvfpW77747jzzySDp16lRte8+ePVOnTp08/PDDxbY33ngjEyZMSO/evb/vcgEAAAAAlrsanWk7YMCA3HLLLbn33nvTpEmT4jq1zZo1S4MGDdKsWbMcfvjhOfHEE9OiRYs0bdo0xx57bHr37p1NN920JksHAAAAAFguajS0veKKK5Ikffv2rdZ+/fXX55BDDkmS/OlPf0p5eXn23HPPVFRUZPvtt89f//rX77lSAAAAAIDvR42GtoVC4Rv71K9fP5dffnkuv/zy76EiAAAAAICaVaNr2gIAAAAAUJ3QFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghNRoaPvYY49l5513Trt27VJWVpZ77rmn2vZCoZAzzzwzbdu2TYMGDdKvX7+89dZbNVMsAAAAAMD3oEZD21mzZqV79+65/PLLF7n9wgsvzKWXXporr7wyo0ePTqNGjbL99ttnzpw533OlAAAAAADfj9o1ufMddtghO+ywwyK3FQqF/PnPf85vf/vb7LrrrkmSG264Ia1bt84999yT/fbb7/ssFQAAAADge1Gya9qOGzcukydPTr9+/YptzZo1S69evfLkk08u9nUVFRWZMWNGtQcAAAAAwA9FyYa2kydPTpK0bt26Wnvr1q2L2xZl0KBBadasWfHRvn375VonAAAAAMCyVLKh7bd1+umnZ/r06cXHxIkTa7okAAAAAIAlVrKhbZs2bZIkU6ZMqdY+ZcqU4rZFqVevXpo2bVrtAQAAAADwQ1GyoW2nTp3Spk2bPPzww8W2GTNmZPTo0endu3cNVgYAAAAAsPzUrsmdf/7553n77beLz8eNG5cXX3wxLVq0SIcOHXLCCSfk3HPPzdprr51OnTrljDPOSLt27bLbbrvVXNEAAAAAAMtRjYa2zz77bLbeeuvi8xNPPDFJcvDBB2fw4ME55ZRTMmvWrPziF7/ItGnTssUWW+TBBx9M/fr1a6pkAAAAAIDlqkZD2759+6ZQKCx2e1lZWc4555ycc84532NVAAAAAAA1p2TXtAUAAAAAWBEJbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIQIbQEAAAAASojQFgAAAACghAhtAQAAAABKiNAWAAAAAKCECG0BAAAAAEqI0BYAAAAAoIT8IELbyy+/PKuvvnrq16+fXr165emnn67pkgAAAAAAlouSD21vv/32nHjiiTnrrLPy/PPPp3v37tl+++3z0Ucf1XRpAAAAAADLXMmHtv/7v/+bI488MoceemjWW2+9XHnllWnYsGGuu+66mi4NAAAAAGCZK+nQdu7cuXnuuefSr1+/Ylt5eXn69euXJ598sgYrAwAAAABYPmrXdAFf55NPPkllZWVat25drb1169YZO3bsIl9TUVGRioqK4vPp06cnSWbMmLH8Ci0xVRVf1HQJAD9KK9K5BABYmO9aAMvHivRda8GxFgqFr+1X0qHttzFo0KCcffbZC7W3b9++BqoB4Mek2Z9rugIAAIAfnxXxu9bMmTPTrFmzxW4v6dB25ZVXTq1atTJlypRq7VOmTEmbNm0W+ZrTTz89J554YvF5VVVVPv3007Rs2TJlZWXLtV5g6cyYMSPt27fPxIkT07Rp05ouBwAWyzkLgB8S5y0oXYVCITNnzky7du2+tl9Jh7Z169ZNz5498/DDD2e33XZL8mUI+/DDD+dXv/rVIl9Tr1691KtXr1pb8+bNl3OlwHfRtGlTv0gA8IPgnAXAD4nzFpSmr5thu0BJh7ZJcuKJJ+bggw/OxhtvnJ/85Cf585//nFmzZuXQQw+t6dIAAAAAAJa5kg9t991333z88cc588wzM3ny5Gy44YZ58MEHF7o5GQAAAADAj0HJh7ZJ8qtf/WqxyyEAP1z16tXLWWedtdCSJgBQapyzAPghcd6CH76yQqFQqOkiAAAAAAD4UnlNFwAAAAAAwP8R2gIAAAAAlBChLQAAAABACRHaAgAAAACUEKEtAAAAAItVKBRSVVVV02XACkVoC6wwCoVCZs6cmQceeCBffPFFkmTevHkpFAo1XBkALGzcuHEZNGhQxo4dmySZO3duDVcEwIqqrKws5eXlqaysLJ6XgOVLaAv8aBUKhWIgWygUUlZWlnvvvTc77bRT3nrrrSRJnTp1UlZWJrgFoEYt6jz04Ycf5ne/+12ee+65JEndunWTJJ9++un3WhsAjBgxIjvttFNWXXXV9O/fP/37988LL7yQJGbgwnIitAV+dBb80lBWVpaysrLi/yfJgQcemEaNGuU///lPKisrc+utt2bbbbfNySefnFGjRtVYzQCsmL56zvpvm222WTbaaKM88cQTee+993L22WdnlVVWyW677ZYLL7wws2fPTrLowBcAlpULLrggv/zlL7PWWmvlgQceyOmnn5533nknp512WhLnIVheatd0AQDLWnn5l3+Peu655/Lggw+me/fu6dWrV1q1apUk2W677fKvf/0rlZWVueGGG9KrV6+89NJLGTx4cK666qrstddeNVk+ACuQ8vLyzJ8/P7feemsaNmyYnXfeOXXr1s28efNSp06d7Ljjjhk+fHiuu+66vPrqq7nkkksyduzYXHzxxRk/fnz++te/LjLwBYBvsuDKxAXfn/5bVVVVysvLs+2222bNNdcsfk/q0aNHxowZk7vuuitVVVWpVavW91k2rDDKCv4kAvyIzJ07N7fddlvOP//8fPzxx+nRo0fefffdtG/fPtdff31WX331jBw5Mttss026dOmSa6+9Nr17906SHHTQQXn77bdzww03ZK211qrhIwHgx27u3Lm56667cv755+eVV15Jjx49cv/996dt27aprKxMrVq18t5776Vnz56pqqrK0KFDs+222yZJ/va3v+UPf/hDrrnmmvTr16+4DBAAfJMFYex/W9Jzyfjx43PEEUfkuOOOyy677PK1YwLfnn9RwI/K+PHjM3r06BxxxBF555138u9//zt33XVXnn322bz22mtJkr59+6Z9+/apU6dO1l9//eJrDzrooNSuXTv33XdfEpf5ALB8zZ49OxMnTswee+yRf/zjH3nllVfy+uuvJ0lq1aqVQqGQjh07pk+fPmnSpEnWWGON4mu33XbbdO3aNTfffHMS5ywAltyCcPWBBx7Icccdl4suuihvvvnmNwa27733Xvbee++sscYaeeedd3LOOefkuOOOqzYmsOz4VwX8IFRVVS3RF9JOnTrlF7/4RY455pg0bdo0SbLOOuukUaNGadasWbHfXnvtlc8//zyffPJJsW2jjTZK06ZN8/bbbydZ9PqCAPB1CoXCEt+QpVmzZtl7770zcODA/OxnP8tqq62W++67LxUVFUmS+fPnJ0l22223lJeX58033yy+dvXVV0+nTp0yZcqUzJ8/35dlAJbIvHnzcumll6Zz58457LDDMmvWrNxyyy3ZeeedM3r06CSLv7FYkyZNcuCBB+bNN9/ME088kbPPPjtXXHFFrr/++u/zEGCF4bc7oGR99YtveXl5ysrK8uKLL+bJJ59cqN8CderUSffu3VO/fv0kydChQ7PFFlvkJz/5SbXXHHnkkRk3blyef/75YluLFi3y5ptvZtVVV11ehwTAj1xZWVnKy8tTWVmZyZMnf2P/Tp06Ff/IeOihh+aee+4pvm7BGoF77LFHqqqq8tBDD1Xbz9NPP52OHTumdm23qQBgydSqVSsTJkzIgAED8u677+baa6/NDTfckNatW2fo0KFJFj95pUWLFtl1112z1lprpV27dtlpp52y9dZbZ8SIEUkWH/YC347QFihZC774fvjhhzn11FPTtm3bbLLJJnnrrbeKvxBUVVWlrKws7733XmbMmJHk/0Lc2267LUcddVQ22GCDtG3bNjvuuGPOO++8fP755+nSpUu6dOmS8847L8OGDSt+GZ4/f361JRMAYGmMHDkyP/vZz7Lmmmtmv/32y+9///tMmjQpyZezm5LkwQcfzIcffpik+h8ojzrqqLz33nt59tlnizeGqaysTJMmTbLNNtvk6quvztlnn5133nknt99+ez777LNsvfXWNXOgAJS8qqqqhYLU8vLynHDCCTn88MPToEGDJMmqq66auXPnZocddkiy5Fccvv7663n33Xez8sorF8cGlh3/ooCSdsopp2TVVVfNI488kj/96U+ZOXNmDjrooOIvBOXl5Rk9enQ6deqUxx57LMn//ZKx++6754MPPsj111+fq666KmeffXaGDh2aUaNGJUmOO+64vPjii7nooouyww47ZIcddsg222yTfv361czBAvCDVVlZmcsvvzzHHntsVl999dx6663p06dPbr311px77rlJvrwa5PXXX8+OO+6YRx99NEn1mbmtWrXKxhtvnL///e/54osvkvzfHyIPPvjgzJw5M4888kh++ctf5uijj87ee++dnXbaqWYOGICS9dWrFRcVpK622mpp3Lhx5s+fn2uuuSa9e/fOrFmz8umnn+ajjz4qjvHfge/cuXPzzjvv5LPPPsvw4cPz29/+Nuuuu27OOOOM5X9QsAJyLRVQY77u7qQL7prdtm3brLPOOrnzzjvTsWPHzJs3Lx9//HFatWpV7NurV6/89Kc/TZMmTaqNUa9evSRfrglYu3btrLPOOpk0aVJatGiRJNl3331zzDHH5Pjjj09VVVVuuummauMCQPLl+WrBzNfF+eKLLzJ9+vQcdNBBOemkk1JeXp5NN900LVq0yODBg4vntXXXXTcnnXRSunTpstA+kmTAgAEZOHBgJk2alLXXXjtTpkzJqquumr59+2a99dbLr3/966yzzjpZe+21l+sxA/DDteB8NWrUqAwZMiTz589P//79s8UWW6Rhw4apqqpKeXl5brvtttxyyy3Zc889U1lZmfPOOy9XXnllHn744eIYc+fOTWVlZRo0aJCxY8fmsssuy0MPPZQZM2Zk3333zSmnnJKVVlrpa7/bAd9OWcGtZoHv0eK++P73SX7B8ylTpuQnP/lJdtxxx0yZMiVvv/122rZtmy233DIHH3xwVltttSXa74wZM3LGGWfkxRdfzL333ptmzZqlrKwsEyZMSIcOHYr9vvpXaQBWbAu+1P63RX0xLRQKmT59epo3b16tz3HHHVdczqBx48bfuM/Kyso0atQoO+64Y95+++20aNEiN9xwQzp06LDYegBYMVVWVib5vzXQFxg3blx+85vf5NFHH83222+f2bNn55lnnsm+++6b8847rzipZe7cualTp07xnPbOO+9k7bXXzpNPPplevXpl2rRp2XnnnbPtttvmd7/7XWbPnp2RI0emYcOG2Wqrrb7344UVjZm2wPeqrKwsZWVl+fDDDzNq1Kh07tw53bt3X+jLb1lZWaqqqtK6detssskmeeCBB7LrrrvmkEMOyfDhw3PdddflmWeeyT333LPYv+reddddKS8vz6uvvpqhQ4emvLw8l112WbUv1B06dCjOblpwiSoAJP/3B7wHHnggDzzwQDp06JBddtklnTt3XqhvWVlZtfNLVVVVatWqlTfeeCMbbbRRGjdu/LWzkKqqqvLPf/4zV1xxRebOnZuxY8dm1113zQknnJDWrVt/40xfAFYMXz2XLAhrKyoqUqtWreKNKadOnZp11103F154Ydq3b58kufjii3Puuefm+OOPT+vWrZMkdevWrTbmjBkz0rRp07zzzjvp1atXGjRokM6dO+e9995LkjRo0KC47i2w/JlpC3yvRowYkT/84Q958skn06NHj7z99ts54IAD8pvf/CYtW7as9kvIgktJn3322bz77rvZY489ir+IPPTQQ/npT3+al156KRtssEGSL/+iPHbs2GyxxRZp0qRJhgwZkssuuywNGzbMwQcfnEMOOWShv0IDwKLMmzcvV1xxRf7yl79k5syZ2XHHHfPiiy/m888/z5AhQ7Lpppt+48zXl19+Of/zP/+TRx99dKHlDP7zn//k6aefzkEHHZQWLVpk1qxZ+cMf/pA33ngjZ555Zrp37768DxGAH5BFnXOefvrpnHzyyZk6dWr+53/+J6ecckpat26dL774Il988UWaNWuWIUOG5Iorrsi7776b6dOn569//WuOOuqo4hgLvn998cUX+c1vfpMxY8bklltuKd5cbN68ealTp873eqzAl4S2wPfm3XffzamnnppWrVrllFNOSdu2bXPZZZfljjvuyM9//vMce+yxS3zp55w5c7LGGmvkjDPOyNFHH50k+eMf/5hTTz01zzzzTHr27JnZs2dn/vz51da6dWkpAEuiqqoqp5xyStq3b59f/OIXadCgQV599dUcc8wx+clPfpKLLrroG9fv23333dO4cePceOONxb4L/iB53XXX5Ygjjsh//vOfbLrppt/jkQHwQ/Lf55rnnnsuVVVV2WSTTTJgwIC0bNkynTp1ysCBA3P44Yfn97//fRo2bJgkGThwYEaOHJn+/fvngAMOyGmnnZZx48blkUceSVlZWZ544omMHTs2Y8aMyd13352WLVvmwgsvzE9/+tOaOlzgKyyPACwXX700dIGZM2emb9++2XHHHbP66qsnSY488siMGDEi06ZNS/LNa8kuCF2feOKJVFRUpH79+sVtRxxxRD7++OOstdZaSb68fGfBawqFQmrVqiWwBWAhi1rPvLy8PCeccEKaN29ePJ+suuqqmTt3bvHS0K8LbJ955pmMHj06//jHP5Iks2fPzogRI7LTTjslSQ477LA0bNgwvXr1Wi7HBMCPQ1lZWSZPnpxCoZCf/vSnmThxYho0aJC+ffumTp06ufjii1O/fv189tlnueuuu4rnmuHDh2fw4MG58cYb87Of/ay4/u0rr7ySsWPHplu3bkmSYcOGpVatWrn88suzyy671OShAv9FegEsUwu++JaVlRUD2wUT+rt165YBAwakU6dOxf7NmjXL6NGji0Hrf4/zVVOnTk15eXnefvvt3Hjjjdl6662z//77F7evtNJKufDCC9OsWbNqrysvL7csAgAL+WpYu6g/6q222mpp3Lhx5s+fn2uuuSa9e/fOrFmz8umnn+ajjz4qjrGoc9Zdd92VXr16pVAoZO+9907r1q2z5557ZsqUKUm+PDfut99+7rQNQKqqqjJ//vzi869eED1ixIh06NAhJ510Uo466qh8+OGHOfLII3PPPfekc+fOxUks22+/fRo2bJh///vfSb78njV9+vTiOuxjxozJ9OnTM3PmzNx8881Jks033zx33XVX7rzzToEtlCDLIwDLxeeff57LL788o0ePzs4775x99923eJnOV5co+Pvf/57TTz89w4YNK86+/aoFlwO98MILueaaa/L888/n5ZdfzpZbbpnzzz8/G2644UKXDFkCAYClMWrUqAwZMiTz589P//79s8UWW6Rhw4bF88lNN92Ua6+9NptttlkqKyszbNiwtGjRIg8//HBxjLlz56aqqir169fPtGnT0rZt21RUVKRRo0bZeeedc9JJJ6Vnz541eJQA1LQZM2Zk0KBB2XbbbdOvX79F9nnllVey5pprFr87vfbaaznuuOPy1ltvZdSoUenQoUM+/vjjHHvssfn000+LIW2S/OpXv8rrr7+em266KW3btk23bt0yb968tGnTJmPHjs15552Xrl27plOnTsU1a4HSJdUAvpWqqqriJTZfdd999+WRRx7Jr3/96/zrX/9K48aNc/zxx+fUU0+tNgu3UCikUCjktttuy/bbb5/VV1+92kylGTNmZK+99sqNN96YJOnQoUPWXnvt7LPPPnn33Xfz4IMPZsMNNyyO91UCWwC+qrKycpHnrHHjxqV///7ZZ599Mn/+/MyePTtHH310zj333CT/NxN3n332ySOPPJI//OEPOf/883PnnXdmxIgRGT16dJJk2rRp2XbbbXP++ecn+fLKkLPOOivDhg3LzJkzc8sttwhsAVZQhUIh11xzTS677LI0adIkV1xxRUaOHJmKiopin7Fjx+aQQw5Jq1atss8++2SfffbJXXfdleTL70G9evXKrFmz0qFDhyRJq1atssUWW2TChAl59dVXi+P06dMnc+bMyYMPPpjky6s+jjrqqHTr1i333XdfDj300GyyySYCW/iBkGwAS61QKCx2yYHLLrss/fr1yxdffJFhw4blhhtuyDXXXJMbbrgh//nPf5J8GbKWlZXl7bffzuOPP55DDjkkSfWwtVatWvnkk09y9913J0latmyZgQMH5sQTT0ybNm0WGxoDQFL90tJatWqlVq1aqaioqHb56dSpU7Puuutm9OjRuf7663PbbbflmGOOyRVXXJEpU6akdu0vb/9Qt27d4h8cky//sNi0adO88847Sb5cQ71z584ZP358kmTNNdfMaaedlu222+57OloASlVZWVlefvnl3H333amoqMiRRx6ZJ554onjOmDhxYs4777zMnz8/d955Z4YOHZouXbrkhBNOyJw5c9KkSZNsvfXWmT9/fkaOHFkcd+ONN06LFi3y97//vdi26aabpqqqKqNGjUqSrL322jn++ONzySWXZOONN/4+DxtYBoS2wDf671VUysrK8uabb+bEE0/MIYcckhtuuCEffPBBkuR3v/tdkmSDDTYorq+07777plmzZnnooYcyZ86c4jhnnXVWdthhh2y00UaZNGlSBg0alFNOOSVJ0rBhwwwdOrQY2i6w4KZi1qkFYFG+elXHAk8//XS23HLLbLTRRjn11FOL68qut956OeaYY9KmTZv87W9/S8+ePXPuuedm+vTpC51/FizF88UXX2TIkCH5yU9+Ury7dr169XLllVdm8ODB389BAvCDMmDAgEybNi2PPfZYfv7zn+fNN9/Myy+/nCRp165d+vbtmxtuuCFbbbVVWrRokUKhkEmTJuWGG25IknTu3DmbbLJJrr766uKY6623XjbaaKNq56uOHTvmiiuuyFVXXfX9HiCwXAhtgW/038sP3HHHHdlmm23y+uuvp127drngggsyYMCAVFZWZrPNNkuLFi3y2WefZe7cucXAd7fddssDDzyQSZMmJUmee+65PPLIIykUCvmf//mfdOjQIbfcckvWX3/94j5btWqVpHpoXF5e7qYtACxkwbliwVUbzz33XJ555pkkyZAhQ9K3b9+cfPLJufbaa3PhhRfmiy++SMOGDbPyyivnlFNOyeWXX5599903r776ag444IDcdNNNmTt3bubNm5eRI0fmqquuynHHHZd11lknI0eOzMknn1zt8tI6dep8/wcNwA9C586d07Bhwzz44IPp1q1b2rZtm1GjRmX69OmpVatWDjvssLz77rvZeeed071797z88svp06dPLr300iRJmzZtsuOOO2bEiBHFqw2bNm2a7t27p23btpkwYUJxXxtuuGHxShHgh01oC1Tz1SUHFnwB/s9//pN77rknyZfr9p155pk599xz88ADD+S8887LVVddlXvvvTdXXHFFkmS//fbLfffdl6lTpxYD1iOOOCJvv/12XnvttSTJyy+/nI8++iiPP/54evTokffffz+vvPJKDj744IVqEtIC8E3KysoyefLkfPjhh9lggw2y7bbbZpdddkn//v0zc+bM/OY3v8mhhx6aM888M0899VRGjBiRJBk+fHgGDx6c3//+9znllFPSpk2bJF/eCGbs2LHFMHbYsGH54IMPcvnll+fFF18szrIFgG9SXl6e/v3754UXXsgnn3ySfffdN6NGjcq7776bJJk1a1b+8Ic/pE6dOnnkkUcyfPjw/PKXv8yYMWMyduzY1KtXL7169crUqVMzZMiQ4rgHHXRQ/vWvfxXXugV+XIS2QLUbgC1YcmDatGnFsPS4447L448/nuTLRfLXXnvtbLHFFrn33nvTr1+/7LzzzunWrVvat29f7P/qq69WWxS/W7duqVevXu64444UCoX07t07b731Vt5+++0MGjQobdu2TVVVVbW1BgHgq/77PPHVKzFGjBiRDh065KSTTspRRx2VDz/8MEceeWTuueeedO7cubhkz/bbb5+GDRsW77bdrFmzTJ8+PZ07d06SjBkzJtOnT8/MmTNz8803J0k233zz3HXXXbnzzjuzyy67fF+HC8CPyB577JFPP/00Dz30UPbff/98+OGHeeGFF5Ikc+bMyZAhQ3LEEUdkgw02SJI89thjSVJc6mCttdbKBRdckO7duxfHrFev3vd8FMD3SWgLK6gFa8Mm1W8ANmXKlHTv3j0HH3xw8QYra621Vt5///0kyeTJk/P444/nJz/5SU444YRstNFGeeyxx/Liiy9m1113TaFQSOfOndOlS5fce++9mT17dnHsK6+8Mscee2zKysrSpUuXrLnmmikUCpk/f35xnVqX8gAwY8aMnH766XnooYeqtX/1PPHKK69UO8esssoq6dOnT0aNGpWdd945DRo0yLHHHptdd921+MU3SdZff/2ss846efXVV/Phhx/mJz/5Sbp27Zpdd901W2+9dX76059m9913z+jRo/PrX/86yZdLH3z1XAkAS6tt27Zp3759hg8fnlVXXTVdu3bNiBEjMnXq1CRfrlF73XXX5Z133smQIUNSUVGR4447Lm+//XaSpHXr1hk4cGB69uxZk4cBfI/89gkrkKqqquLyBwvWhp03b17uvffe4hfazz77LLVr184rr7xSXO6gR48eef3115MkO++8c5Jk//33z+uvv54LL7wwG2ywQSorK/PAAw8Ux9l9991z++23Z9q0acX977LLLunVq1e1msrKylK7dm1LIACs4AqFQq655ppcdtlladKkSa644oqMHDkyFRUVxT5jx47NIYccklatWmWfffbJPvvsk7vuuitJ0qFDh/Tq1SuzZs0qXibaqlWrbLHFFpkwYUK1qz/69OmTOXPm5MEHH0yS3HXXXTnqqKPSrVu33HfffTn00EOzySabVFuzFgC+q8MPPzxjxozJO++8k5///Od5+umn89Zbb6Vly5b5/e9/n7feeisbb7xxzjrrrPTt2zcXX3xx7rvvvpouG6ghQltYgZSXlxeXP3jrrbdyzjnn5Iorrih+WU2SlVdeOY0aNcpxxx2Xq6++Om+99VaaNm2aVVddNe+++25q1aqVnXfeOc8880zuvvvuVFRUpKKiIkOHDs0111xTvNHYmWeemTFjxqRt27bVavjqUgwAsEBZWVlefvnl4rnlyCOPzBNPPJHx48cnSSZOnJjzzjsv8+fPz5133pmhQ4emS5cuOeGEEzJnzpw0adIkW2+9debPn5+RI0cWx914443TokWL/P3vfy+2bbrppqmqqsqoUaOSJGuvvXaOP/74XHLJJdl4442/z8MGYAWy7bbbZvbs2Rk2bFj22GOPzJw5M4888kgqKyuz++6755577slTTz2V8ePH5+CDDy5+dwNWTEJbWAEsWAZhzJgx2X333dO3b98MGjQof/nLX/LRRx/lwgsvzKRJk3L55Zdn5ZVXzqeffpoePXrksMMOy1VXXZW33347ZWVlmTt3bpLk3HPPzaabbpojjjgiu+++ezp16pQTTzwxG220UXbcccckX15K2qpVq2rrDSZxeSkAizVgwIBMmzYtjz32WH7+85/nzTffzMsvv5wkadeuXfr27ZsbbrghW221VVq0aJFCoZBJkyblhhtuSPLl3bk32WSTXH311cUx11tvvWy00Ua5++67i20dO3bMFVdcUVwnEAC+D02bNk2PHj1y//33p1GjRtlmm21Sq1atzJs3L0nSqVOnrLPOOjVcJVAqpCewAigrK0tFRUUGDBiQefPm5ayzzspqq62W8vLyPPLII2nZsmV+85vf5Lbbbsu///3v7LXXXhk2bFhOPfXUzJ07Ny+99FKeffbZtG7dOsmXX3YvvvjiPPnkk9lpp51y3XXX5YMPPshvf/vbNG/ePMn/hbOWPQBgSXXu3DkNGzbMgw8+mG7duqVt27YZNWpUpk+fnlq1auWwww7Lu+++m5133jndu3fPyy+/nD59+uTSSy9NkrRp0yY77rhjRowYUVwOqGnTpunevXvatm2bCRMmFPe14YYbWkcdgO/doYcemrZt22bq1Km58cYbc+qppxZvlgnwVUJbWEEMHz48b731Vk4++eRsvfXWOeecczJo0KB88MEH+de//pWjjjoqXbt2zUknnZRGjRpl3rx5adu2bfbZZ5+89957+eSTT4o3Jquqqkrt2rXTrVu3DBgwIP/zP/+TJKmsrFxoZi0ALKny8vL0798/L7zwQj755JPsu+++GTVqVN59990kyaxZs/KHP/whderUySOPPJLhw4fnl7/8ZcaMGZOxY8emXr166dWrV6ZOnZohQ4YUxz3ooIPyr3/9q7jWLQDUlC233DLXXnttWrZsaYIL8LWEtrCCmDJlSmrVqpVNN9202LbbbrulZcuWefjhh9O4ceOccsopmT59ei644ILUrVs38+fPzxZbbJH99tsvnTt3Lq6p9N9LHCxYp7ZWrVp+8QDgO9ljjz3y6aef5qGHHsr++++fDz/8MC+88EKSZM6cORkyZEiOOOKIbLDBBklSvAHmgqUO1lprrVxwwQXp3r17ccx69ep9z0cBAADfjdAWVhAbb7xx3n///bz//vtJvgxaV1pppXTo0CEjR47Mq6++mk6dOuWMM87Ip59+mn//+9/Fy0bPPvvsjB07Nj169Fjk2NapBWBZadu2bdq3b5/hw4dn1VVXTdeuXTNixIhMnTo1yZdr1F533XV55513MmTIkFRUVOS4447L22+/nSRp3bp1Bg4cmJ49e9bkYQAAwHciaYEVxNprr53OnTvniiuuSPJl0FpRUZEZM2Zk6tSpxTto77fffrnwwgvzxz/+sfjaBaHs/Pnzv//CAVjhHH744RkzZkzeeeed/PznP8/TTz+dt956Ky1btszvf//7vPXWW9l4441z1llnpW/fvrn44otz33331XTZAACwzJQVLEAJK4zBgwfnpJNOyiGHHJJjjz02w4YNy2OPPZYPP/wwa6yxRi666KLijcQAoKbMmDEjW265ZX7xi1/k4IMPztprr51f/epXOfXUU1OrVq2MGzcuc+fOdYdtAAB+tNwyF1YghxxySKZPn57Bgwfn+uuvT8OGDXPvvffmwQcfzIMPPphXXnklffr0SWVlZcrKyix7AECNaNq0aXr06JH7778/xxxzTLbZZpvUqlUr8+bNS61atdKpU6eaLhEAAJYrM21hBTRhwoRUVFRk7bXXTpK89tpr2XfffbP77rvn97//fQ1XBwBf3mBsyJAhufDCC9OiRQs3ugQAYIUitIUVWKFQSGVlZWrXrp1DDjkkW221VX7+858Xb0AGAAAAwPdPaAsruEKhYPYSAAAAQAmxYCWs4AS2AAAAAKVFaAsAAAAAUEKEtgAAAAAAJURoCwAAAABQQoS2AAAAAAAlRGgLAAAAAFBChLYAAAAAACVEaAsAAAAAUEKEtgAAAAAAJURoCwAAAABQQoS2AAAAAAAl5P8D0ZfCRcVd17EAAAAASUVORK5CYII=", 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" ] @@ -34,16 +33,15 @@ "text": [ "Analyzing metrics for benchmark: classify-input-text\n", "Metrics by Model for benchmark 'classify-input-text':\n", - " model tests compliant use_rules_prompt_input\n", - "gpt-4o-mini-2024-07-18 100.0 80.0\n", - " gemma2:9b 100.0 15.0\n", - " qwen2.5:3b 80.0 73.0\n", - " llama3.2:1b 70.0 38.0\n" + " model accuracy with eval\n", + " qwen2.5:3b 79.0\n", + "llama3.2:1b 60.0\n", + " llama3.3 100.0\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -57,16 +55,15 @@ "text": [ "Analyzing metrics for benchmark: text-to-p\n", "Metrics by Model for benchmark 'text-to-p':\n", - " model tests compliant use_rules_prompt_input\n", - "gpt-4o-mini-2024-07-18 90.0 59.5\n", - " gemma2:9b 30.0 37.0\n", - " qwen2.5:3b 40.0 22.0\n", - " llama3.2:1b 20.0 5.0\n" + " model accuracy with eval\n", + " qwen2.5:3b 33.0\n", + "llama3.2:1b 6.0\n", + " llama3.3 90.0\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -80,16 +77,15 @@ "text": [ "Analyzing metrics for benchmark: sentence-rewrite\n", "Metrics by Model for benchmark 'sentence-rewrite':\n", - " model tests compliant use_rules_prompt_input\n", - "gpt-4o-mini-2024-07-18 100.0 94.5\n", - " gemma2:9b 50.0 70.5\n", - " qwen2.5:3b 100.0 92.5\n", - " llama3.2:1b 60.0 60.5\n" + " model accuracy with eval\n", + " qwen2.5:3b 78.0\n", + "llama3.2:1b 48.0\n", + " llama3.3 100.0\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -103,16 +99,15 @@ "text": [ "Analyzing metrics for benchmark: extract-names\n", "Metrics by Model for benchmark 'extract-names':\n", - " model tests compliant use_rules_prompt_input\n", - "gpt-4o-mini-2024-07-18 100.0 100.0\n", - " gemma2:9b 100.0 98.0\n", - " qwen2.5:3b 70.0 70.0\n", - " llama3.2:1b 20.0 12.0\n" + " model accuracy with eval\n", + " qwen2.5:3b 30.0\n", + "llama3.2:1b 30.0\n", + " llama3.3 90.1\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -126,16 +121,15 @@ "text": [ "Analyzing metrics for benchmark: elements\n", "Metrics by Model for benchmark 'elements':\n", - " model tests compliant use_rules_prompt_input\n", - "gpt-4o-mini-2024-07-18 100.0 94.5\n", - " gemma2:9b 60.0 78.5\n", - " qwen2.5:3b 50.0 72.0\n", - " llama3.2:1b 10.0 56.0\n" + " model accuracy with eval\n", + " qwen2.5:3b 76.0\n", + "llama3.2:1b 39.0\n", + " llama3.3 90.0\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -149,16 +143,15 @@ "text": [ "Analyzing metrics for benchmark: art-prompt\n", "Metrics by Model for benchmark 'art-prompt':\n", - " model tests compliant use_rules_prompt_input\n", - "gpt-4o-mini-2024-07-18 80.0 90.3\n", - " gemma2:9b 50.0 46.0\n", - " qwen2.5:3b 70.0 74.0\n", - " llama3.2:1b 30.0 38.5\n" + " model accuracy with eval\n", + " qwen2.5:3b 73.0\n", + "llama3.2:1b 27.0\n", + " llama3.3 100.0\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -172,16 +165,15 @@ "text": [ "Analyzing metrics for benchmark: shakespearean-writing-assistant\n", "Metrics by Model for benchmark 'shakespearean-writing-assistant':\n", - " model tests compliant use_rules_prompt_input\n", - "gpt-4o-mini-2024-07-18 100.0 94.0\n", - " gemma2:9b 100.0 83.0\n", - " qwen2.5:3b 100.0 87.0\n", - " llama3.2:1b 100.0 87.5\n" + " model accuracy with eval\n", + " qwen2.5:3b 0.0\n", + "llama3.2:1b 0.0\n", + " llama3.3 0.0\n" ] }, { "data": { - "image/png": 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" ] @@ -196,7 +188,7 @@ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", - "benchmarkVersion = \"test-all-2025-05-21\"\n", + "benchmarkVersion = \"test-all-2025-07-22\"\n", "\n", "rootDir = \"/workspaces/promptpex/\"\n", "\n", @@ -206,6 +198,7 @@ "evalsDir = f'{rootDir}/evals/{benchmarkVersion}/'\n", "\n", "\n", + "\n", "benchmarks = [\n", " \"speech-tag\"\n", "]\n", @@ -261,10 +254,11 @@ " df.columns = df.columns.str.strip() # Strip whitespace from column names\n", "\n", " # Find the index of the 'tests valid compliant' column\n", - " start_col = df.columns.get_loc('tests valid compliant') + 1\n", + " start_col = df.columns.get_loc('tests negative') + 1\n", "\n", " # Include \"tests compliant\" as a metric (ensure it's included)\n", - " metrics = ['tests compliant'] + list(df.columns[start_col:])\n", + " # metrics = ['tests compliant'] + list(df.columns[start_col:])\n", + " metrics = list(df.columns[start_col:])\n", "\n", " # Extract model names and metrics columns\n", " models = df['model']\n", @@ -309,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -317,16 +311,15 @@ "output_type": "stream", "text": [ "Average Metrics by Model:\n", - "Model\tprompt ok/err\tuse_rules_prompt_input\n", - "gemma2:9b\t73.75\t64.75\n", - "gpt-4o-mini-2024-07-18\t96.25\t86.60\n", - "llama3.2:1b\t43.75\t37.19\n", - "qwen2.5:3b\t76.25\t66.31\n" + "Model\taccuracy with eval\n", + "llama3.2:1b\t26.25\n", + "llama3.3\t78.76\n", + "qwen2.5:3b\t51.12\n" ] }, { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -352,8 +345,9 @@ " df = pd.read_csv(csv_path)\n", " df.columns = df.columns.str.strip()\n", " # Find metrics columns\n", - " start_col = df.columns.get_loc('tests valid compliant') + 1\n", - " metrics = ['tests compliant'] + list(df.columns[start_col:])\n", + " start_col = df.columns.get_loc('tests negative') + 1\n", + " # metrics = ['tests compliant'] + list(df.columns[start_col:])\n", + " metrics = list(df.columns[start_col:])\n", " all_metrics.update(metrics)\n", " all_data[benchmark] = {}\n", " for _, row in df.iterrows():\n", @@ -415,46 +409,38 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Benchmark Model prompt ok/err use_rules_prompt_i\n", - "speech-tag gpt-4o-mini-2024-0100.00 80.00 \n", - "speech-tag gemma2:9b 100.00 90.00 \n", - "speech-tag qwen2.5:3b 100.00 40.00 \n", - "speech-tag llama3.2:1b 40.00 0.00 \n", - "classify-input-texgpt-4o-mini-2024-0100.00 80.00 \n", - "classify-input-texgemma2:9b 100.00 15.00 \n", - "classify-input-texqwen2.5:3b 80.00 73.00 \n", - "classify-input-texllama3.2:1b 70.00 38.00 \n", - "text-to-p gpt-4o-mini-2024-090.00 59.50 \n", - "text-to-p gemma2:9b 30.00 37.00 \n", - "text-to-p qwen2.5:3b 40.00 22.00 \n", - "text-to-p llama3.2:1b 20.00 5.00 \n", - "sentence-rewrite gpt-4o-mini-2024-0100.00 94.50 \n", - "sentence-rewrite gemma2:9b 50.00 70.50 \n", - "sentence-rewrite qwen2.5:3b 100.00 92.50 \n", - "sentence-rewrite llama3.2:1b 60.00 60.50 \n", - "extract-names gpt-4o-mini-2024-0100.00 100.00 \n", - "extract-names gemma2:9b 100.00 98.00 \n", - "extract-names qwen2.5:3b 70.00 70.00 \n", - "extract-names llama3.2:1b 20.00 12.00 \n", - "elements gpt-4o-mini-2024-0100.00 94.50 \n", - "elements gemma2:9b 60.00 78.50 \n", - "elements qwen2.5:3b 50.00 72.00 \n", - "elements llama3.2:1b 10.00 56.00 \n", - "art-prompt gpt-4o-mini-2024-080.00 90.30 \n", - "art-prompt gemma2:9b 50.00 46.00 \n", - "art-prompt qwen2.5:3b 70.00 74.00 \n", - "art-prompt llama3.2:1b 30.00 38.50 \n", - "shakespearean-writgpt-4o-mini-2024-0100.00 94.00 \n", - "shakespearean-writgemma2:9b 100.00 83.00 \n", - "shakespearean-writqwen2.5:3b 100.00 87.00 \n", - "shakespearean-writllama3.2:1b 100.00 87.50 \n" + "Benchmark Model accuracy with eval\n", + "speech-tag qwen2.5:3b 40.00 \n", + "speech-tag llama3.2:1b 0.00 \n", + "speech-tag llama3.3 60.00 \n", + "classify-input-texqwen2.5:3b 79.00 \n", + "classify-input-texllama3.2:1b 60.00 \n", + "classify-input-texllama3.3 100.00 \n", + "text-to-p qwen2.5:3b 33.00 \n", + "text-to-p llama3.2:1b 6.00 \n", + "text-to-p llama3.3 90.00 \n", + "sentence-rewrite qwen2.5:3b 78.00 \n", + "sentence-rewrite llama3.2:1b 48.00 \n", + "sentence-rewrite llama3.3 100.00 \n", + "extract-names qwen2.5:3b 30.00 \n", + "extract-names llama3.2:1b 30.00 \n", + "extract-names llama3.3 90.10 \n", + "elements qwen2.5:3b 76.00 \n", + "elements llama3.2:1b 39.00 \n", + "elements llama3.3 90.00 \n", + "art-prompt qwen2.5:3b 73.00 \n", + "art-prompt llama3.2:1b 27.00 \n", + "art-prompt llama3.3 100.00 \n", + "shakespearean-writqwen2.5:3b 0.00 \n", + "shakespearean-writllama3.2:1b 0.00 \n", + "shakespearean-writllama3.3 0.00 \n" ] } ], @@ -494,9 +480,10 @@ "csv_path = os.path.join(evalsDir, benchmarks[0], benchmarks[0], \"overview.csv\")\n", "df = pd.read_csv(csv_path)\n", "df.columns = df.columns.str.strip()\n", - "start_col = df.columns.get_loc('tests valid compliant') + 1\n", + "start_col = df.columns.get_loc('tests negative') + 1\n", "# columns_of_interest = [\"tests\", \"tests compliant\", \"errors\", \"tests compliance unknown\"] + list(df.columns[start_col:])\n", - "columns_of_interest = [\"tests compliant\"] + list(df.columns[start_col:])\n", + "# columns_of_interest = [\"tests compliant\"] + list(df.columns[start_col:])\n", + "columns_of_interest = list(df.columns[start_col:])\n", "\n", "print_benchmark_model_metrics_table(benchmarks, evalsDir, columns_of_interest)" ] @@ -511,7 +498,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -521,10 +508,10 @@ "Benchmark\terrors\ttests compliance unknown\n", "speech-tag\t0.00\t0.00\n", "classify-input-text\t0.00\t0.00\n", - "text-to-p\t0.00\t10.00\n", - "sentence-rewrite\t0.00\t10.00\n", + "text-to-p\t0.00\t0.00\n", + "sentence-rewrite\t0.00\t0.00\n", "extract-names\t0.00\t0.00\n", - "elements\t0.00\t10.00\n", + "elements\t0.00\t0.00\n", "art-prompt\t0.00\t0.00\n", "shakespearean-writing-assistant\t0.00\t0.00\n" ] @@ -541,7 +528,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -613,7 +600,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -621,19 +608,19 @@ "output_type": "stream", "text": [ "Benchmark\tAverage Tests per Model\n", - "speech-tag\t10.00\n", - "classify-input-text\t10.00\n", - "text-to-p\t10.00\n", - "sentence-rewrite\t10.00\n", - "extract-names\t10.00\n", - "elements\t10.00\n", - "art-prompt\t10.00\n", - "shakespearean-writing-assistant\t10.00\n" + "speech-tag\t20.00\n", + "classify-input-text\t20.00\n", + "text-to-p\t20.00\n", + "sentence-rewrite\t20.00\n", + "extract-names\t20.00\n", + "elements\t20.00\n", + "art-prompt\t20.00\n", + "shakespearean-writing-assistant\t20.00\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -701,12 +688,12 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -775,7 +762,7 @@ " plt.show()\n", "\n", "# Example usage:\n", - "plot_metric_by_benchmark_and_model(benchmarks, evalsDir, \"use_rules_prompt_input\")" + "plot_metric_by_benchmark_and_model(benchmarks, evalsDir, \"accuracy with eval\")" ] } ], @@ -795,7 +782,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.12" + "version": "3.11.13" } }, "nbformat": 4, diff --git a/samples/run-samples.zx.mjs b/samples/run-samples.zx.mjs index 3d61509ae..209d9768c 100644 --- a/samples/run-samples.zx.mjs +++ b/samples/run-samples.zx.mjs @@ -29,9 +29,14 @@ const outDir = `evals/test-all-${dateStr}`; for (const prompty of promptyFilesAll) { const promptyFileBase = path.basename(prompty, path.extname(prompty)); - await $`npm run promptpex ${prompty} -- --vars \"effort=medium\" --vars \"evals=true\" --vars \"compliance=true\" --vars \"baselineTests=false\" --vars \"modelsUnderTest=azure:gpt-4o-mini_2024-07-18;ollama:gemma2:9b;ollama:qwen2.5:3b;ollama:llama3.2:1b\" --vars "out=${outDir}/${promptyFileBase}"`; + await $`npm run promptpex ${prompty} -- --vars \"effort=min\" --vars \"groundtruthModel=ollama:llama3.3\" --vars \"evals=true\" --vars \"modelsUnderTest=ollama:qwen2.5:3b;ollama:llama3.2:1b;ollama:llama3.3\" --vars \"compliance=false\" --vars \"baselineTests=false\" --vars \"evalModelGroundtruth=ollama:llama3.3\" --env .env.ollama --vars \"out=${outDir}/${promptyFileBase}\"`; } +// uses gp4 models from TRAPI +// await $`npm run promptpex ${prompty} -- --vars \"effort=min\" --vars \"groundtruthModel=azure:gpt-4o_2024-11-20\" --vars \"evals=true\" --vars \"modelsUnderTest=ollama:qwen2.5:3b;ollama:llama3.2:1b;ollama:llama3.3\" --vars \"compliance=false\" --vars \"baselineTests=false\" --vars \"evalModelGroundtruth=azure:gpt-4o_2024-11-20;ollama:llama3.3\" --env .env.ollama --vars \"out=${outDir}/${promptyFileBase}\"`; + +// await $`npm run promptpex ${prompty} -- --vars \"effort=medium\" --vars \"evals=true\" --vars \"compliance=true\" --vars \"baselineTests=false\" --vars \"modelsUnderTest=azure:gpt-4o-mini_2024-07-18;ollama:gemma2:9b;ollama:qwen2.5:3b;ollama:llama3.2:1b\" --vars "out=${outDir}/${promptyFileBase}"`; + // await $`npm run promptpex ${prompty} -- --vars "splitRules=true" --vars "maxRulesPerTestGeneration=5" --vars "testGenerations=1" --vars "evals=true" --vars"testExpansions=0" --vars "compliance=true" --vars baselineTests=false --vars "modelsUnderTest=azure:gpt-4o-mini_2024-07-18;ollama:gemma2:9b;ollama:qwen2.5:3b;ollama:llama3.2:1b" --vars "out=${outDir}/${promptyFileBase}"`; // await $`npm run promptpex ${prompty} -- --vars "splitRules=true" --vars "maxRulesPerTestGeneration=5" --vars "testGenerations=1" --vars "evals=true" --vars "testExpansions=0" --vars "compliance=true" --vars "baselineTests=false" --vars "modelsUnderTest=ollama:llama3.2:1b" --vars "out=${outDir}/${promptyFileBase}"`; \ No newline at end of file From fe81d4f5b32da720fcbf706d0671f958db189f17 Mon Sep 17 00:00:00 2001 From: Ben Zorn Date: Wed, 23 Jul 2025 21:59:31 +0000 Subject: [PATCH 18/22] handle missing "score" field in metric --- samples/analyze-metrics.ipynb | 36 +++++++++++++++++------------------ 1 file changed, 18 insertions(+), 18 deletions(-) diff --git a/samples/analyze-metrics.ipynb b/samples/analyze-metrics.ipynb index 0a64f44f3..3a77ecd21 100644 --- a/samples/analyze-metrics.ipynb +++ b/samples/analyze-metrics.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 16, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -166,14 +166,14 @@ "Analyzing metrics for benchmark: shakespearean-writing-assistant\n", "Metrics by Model for benchmark 'shakespearean-writing-assistant':\n", " model accuracy with eval\n", - " qwen2.5:3b 0.0\n", - "llama3.2:1b 0.0\n", - " llama3.3 0.0\n" + " qwen2.5:3b 71.5\n", + "llama3.2:1b 64.0\n", + " llama3.3 80.0\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -303,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -312,14 +312,14 @@ "text": [ "Average Metrics by Model:\n", "Model\taccuracy with eval\n", - "llama3.2:1b\t26.25\n", - "llama3.3\t78.76\n", - "qwen2.5:3b\t51.12\n" + "llama3.2:1b\t34.25\n", + "llama3.3\t88.76\n", + "qwen2.5:3b\t60.06\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -409,7 +409,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -438,9 +438,9 @@ "art-prompt qwen2.5:3b 73.00 \n", "art-prompt llama3.2:1b 27.00 \n", "art-prompt llama3.3 100.00 \n", - "shakespearean-writqwen2.5:3b 0.00 \n", - "shakespearean-writllama3.2:1b 0.00 \n", - "shakespearean-writllama3.3 0.00 \n" + "shakespearean-writqwen2.5:3b 71.50 \n", + "shakespearean-writllama3.2:1b 64.00 \n", + "shakespearean-writllama3.3 80.00 \n" ] } ], @@ -498,7 +498,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -600,7 +600,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -688,12 +688,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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6qFOnTjajbZB57hwduWTJErVs2VKjRo3SX3/9JWdnZ12/fl3BwcH6+++/Jf3fsTB79mzrH+A1atRQcHCwjh07pnHjxjG37RPuztH1d763DA0N1eTJk/XJJ59owIABGj9+vJYsWaJXXnlF77//vqKiotSwYUPlyZNHu3fvVmRkJIEMnhgpDWC5+7184hRSiX+nx8bGauzYsQoPD9fIkSP1wgsvaPny5bp48aJ++uknSf9+YH79+nVt2bLlEdyTtEspczh16pRat26t3Llza8yYMVq9erUOHTpkDW3d3NwUFhamqlWrqnbt2tq7d6+mTp2qnTt36rnnnnuUdwEp4C98ZFmJV1OuUKGCcubMqbZt28rPz08tW7bUpUuXlCtXLnXo0EFz5sxRjRo1VLZsWbm7uyssLEwHDhyQn5+fypUrp02bNllPepJ0/PhxJSQkaP78+db9IGtbsmSJFi5cKMk2WE1ISNCHH36oRo0aKTw8XLdv39aLL76oiRMn6ubNmypevLgWL16s//73v1qxYoWuXr2qf/75x7q+r6+vXnzxRU2YMEE7duzQ119/rUmTJj3y+/ekuTMkk/7vOVuwYIG6dOmizz77TIcOHbL2vfMT7JCQELm4uKhly5Y6efKk9uzZI0dHR2s/Ly8vXbhwQU5OTsxDjBTdOb9a4kUIjTFatGiR/P399f333+vMmTM6dOiQvv/+e9WsWVNt2rRRXFyc9WKY0r/TJhQrVkyVKlXSiBEjVK5cOUn//nEyYsQIu/3DA/+6+1yU+I2MHTt26MaNG9b269ev69NPP9XgwYPVrl07eXt7y83NTUeOHNGcOXPk6empBQsW6OzZs5o5c6ZWrlypbdu2afv27Yy2zQTJnfv/+usvLV++XBMnTtTUqVOVM2dOLVmyRC+99JLCw8Pl6Oiozp07a82aNTp16pT1WMiXL59ee+019e/fXwMGDNCQIUNUvHhxXb9+nSDuCXLn1d0TxcTEaMKECapTp47effddHT58WNK/o2hLlSql27dvq1WrVpIkb29v9erVS9mzZ7e+Hw0KCtKRI0eso20TB6AAj7PE9+x3XoQvsT02NlafffaZateurZdffllffvml9TzZs2dP5cmTR0899ZT1W0yFChVSxYoVtW3bNp04cUK+vr567rnn9Nlnn+n69euSZB2Fm5nfdkwcPXz3OT8xg1ixYoUOHDigffv2adSoURo6dKj++usvbd++XcYY5c2bV7lz51a1atV09uxZ/fDDD+rYsaOyZ8+uP/74Q5cuXcqMu4U7ENoiSzPGaNOmTdq/f782b96sSZMmad26dcqbN68KFCig7t27a+vWrapXr56eeeYZXblyRf7+/tZ5RHv27Klr166pa9eu2rlzp1auXKnff/9db731lnbs2KGIiAhGP2Zx8fHxWr9+vUaMGCFJ+uKLL/TRRx9J+vcrbPPnz9eXX36p77//XlOmTNHo0aM1efJkrV69WtK/I+vq1KkjZ2dnOTk5qVGjRlq/fr2kf0dZvP7666pVq5Y6duyot956Sz4+PkyT8ACuX7+u4cOHKzQ01BqSJTp16pTq1aunUaNGycXFRbNmzVK9evV04MABOTg4aMuWLapfv74KFiyoTz/9VBcvXlTZsmVVuXJljR8/XseOHZODg4P+/vtvnTlzRk899ZQkcUEypOjO+dVu376tjh076s0339SuXbs0ZMgQtWjRQjVr1lS5cuW0fPlySdIzzzyj/PnzKywszHoOyJ07tzp16qQ///xTHTp00KpVq7R69Wq9+OKLWr16NSNt7VDiH1mJU+fceS6aPn26fHx81LRpU3Xq1Mk619yOHTtUsGBB/fnnn2rUqJHy5s2rZcuWaerUqRo1apSkf78JdPv2beXPn1+5cuXS//73P1WrVs36xyky3p0jvSTbD/V/+ukntWvXTsuXL9esWbOsFw48d+6cli5dqoSEBLVq1UqOjo768ccfbdY/deqUQkNDdfToUY0dO1aHDh1SmzZt5OHh8YjvIdJbYlB759XdEz80XrVqlTZs2KBnn31WS5YsUd++fRUdHS1/f38988wzypEjh/bs2WPdTq5cuRQUFKQ1a9ZIklq2bCknJye9++67ateunXLmzGkzCAV4HH300Udq3769zTcTJenXX39V/fr1NWfOHDVq1EgFChRQv379NGfOHN28eVP+/v6qVKmSzpw5o9OnT1vXa9mypQ4dOqR9+/ZJkoYOHapff/1VwcHB8vb21pAhQ3Tr1q1H/vf+nb8/EkcPHz58WMuWLbPWnxjizpkzRy1atFCZMmXk7++vfv36qWXLllq3bp0uXLigMmXKKDAwUGfPnrX5vbF+/Xp98MEHunjx4iO9b0iGAZ4gx44dMz///LP19q1bt+7ZPyEhwRw8eNCMHj3alCpVyoSHhxtjjLl9+7YxxpgzZ86Yxo0bm169elmXDRgwwOTNm9e6jX379pmgoCBTsGBB4+XlZWbMmGEWLVpkSpcubXbs2JG+dxB2IyEhwSQkJKSq7/jx442Tk5NxdnY2gYGBZv78+cYYY6ZMmWI6depk4uLizLx580y9evWMh4eHee6550xYWJh1/YkTJ5pKlSqZq1evmn79+hkfHx/Tq1cv8+effxpjjLlw4YI5e/Zs+t/JLOTMmTOmevXqpkuXLubSpUtmyJAhJiQkxBhjzCeffGKKFStmjh49aowxJiYmxlStWtW0b9/eXL9+3SxdutQMHz7c7N+/37q9hIQE8/HHHxuLxWKCgoLMsGHDTNGiRU3VqlXNxYsXM+U+wn7dfS65fv26GTt2rJk9e7YxxpjevXsbi8Vi+vfvb7POqFGjTJkyZcz58+eNMcZ88MEHpnbt2mbbtm022/v+++9Nq1atTIUKFUy+fPlMnz59zKFDhzL4XuFhHTp0yLz99ttm3rx55pdffjGvv/662b59u9myZYt59tlnTeXKlY0xxpw9e9bkyJHD5M+f3/z3v/81Bw4csNlOdHS0OX78uPnoo49M3759TenSpY2vr6/1+MKjExUVZSZMmGDatm1rxo4da32uIiIiTOHChU1wcLBN/y5dupjmzZubv//+2xhjzIsvvmjq1KljYmJijDHGxMXFmZ07d5pq1aoZf39/U7FiRbNgwYJUvz/B4yE6OtoMGjTIZM+e3RQoUMAMGDDA1KpVy3r8rFmzxpQoUcJ89tlnxhhj1q5da6pXr27effdd6zZu3Lhhmjdvbrp27WptO3DggOnbt68ZNGiQ2b1796O9U0A6iY+Pt/7t/vPPPxtnZ2ezYMEC06FDB+vvyQMHDpiPP/7Yeu40xphWrVqZOnXqmO3btxtjjJkzZ44pXry4TZZw9epVU6lSJTNixAgTGxtrjDFm8+bNZsKECWbr1q2P6i4aY5K+V0xsW758ualSpYrx9PQ0FStWNP7+/mb58uUmLi7OGGNM+fLlzbBhw4wx/55LjDHmhx9+MDly5DBr1qwxxhizfv164+3tbSpXrmzeeustU7NmTePn52cGDhzI3y12gNAWT5QhQ4YYb29vc+3atRT7JCQkmLi4OBMfH29t2759u6levboZOXKkMeb/wt7169cbi8Vi/YM4KirKBAUFGYvFYn744Qfr+jdv3jTHjh2z3n7nnXdMYGAgQVoWEBkZaYwx1l+Md0tISDAtW7Y0bm5upnv37jbLvv76a2OxWEzu3LlNsWLFzIgRI6xBbOK6xhhTvXp18/bbb1vbv/nmGzNw4ECbYy6xf0p14N6uX79ugoODjaurq3FxcTFNmjQxv/32mzHGmEaNGpmePXsaY/7v3BASEmIqVapkfbOTnH379hkvLy8zZcoUM378eDNjxgyeHxhj/u+DQWP+73V+5MgRa/B/4sQJ06BBAzNmzBhjjDEbN240Tk5O1t87ib+/fvjhB1OhQgUza9YsY4wxYWFhJigoyHTr1s1cunTJTJs2zSacvfucgcx15/sQY/49Fm7cuGHWrl1rVqxYYUqXLm0qV65sypUrZ3LmzGneeOMNa9+tW7cai8ViDVqqV69uWrVqZaKioqx9bty4YT755BMzZ84cExcXZ6ZPn266dOli5syZY3MMIv3c6/fw4cOHTaVKlUyFChXMe++9Z+rUqWNKly5tfv/9d2OMMe3btzcNGza0fkBojDHffvutKVWqlFmyZIkxxpjdu3cbi8ViBg4caDp06GBq1qxpzpw5Y0JDQ63vVfH4uX37drKvyWvXrpkiRYqYN954w/Tt29fs3bvXTJw40QQEBJgWLVpY+125csV0797dVK1a1Rjz73vT9u3bm9y5c5uff/7ZREdHm927d5v8+fObFStWGGOSnn8AexYbG2sNTY2xDWrvNGHCBOPg4GDc3NxMp06dTGhoqDHm39fE7du3zenTp02/fv1M/vz5jbe3tylcuLCZNGmSMebfQLNw4cJm3LhxNgO/WrdubRo3bmxOnjyZbG2Z8VqaP3+++fnnn82FCxdMnz59zPDhw01ERIQxxph3333X1KhRw2zatMkYY8xrr71mSpcubYz5v/ec169fNy4uLubNN9+0/i27a9cu8/HHH5t27dqZkSNHkmPYEUJbPBEST0B//vmncXV1NZs3bzY3b94048ePN3Xq1DHjxo2zjlK40+HDh822/9fefQdEcXVtAH8WEBAQUCwISlFRVMCCqCB2ULAr9oK9R40t9q6xl9h7FxtqbLH3giiQ2FARKyqKBUEQUNjn+4NvJ65g8uZ9o6Ce3z8Js7OzM+7szJ1zzz33/Hm+f/+ePXv2pIeHh9brFy9epKGhIefPn88nT57wl19+Yd++fVmjRg2tIFpKSgrPnj3LmzdvcsyYMSxZsiQXLVr0eQ9aZLlZs2bR09NTaUS8efNGuXGnpaUpD25paWmcOXMmrayslL9J8vr168yVKxfnzZuntd3ExEQePnyY4eHhvH37NvPnz889e/Z8qcP6Jj158oTkpxtWt27dore3N42Njbly5Uqt17p06UJPT0+SVHro37x5w8KFC3PFihUZtqW5HiUmJtLb25t+fn5ar8uDkvhYZGQkVSoVK1SooJw/7u7uStD2xYsXLF26NAcOHEjyz06ix48fs3Xr1mzYsCHJ9E6FNWvW0MHBgblz52bRokWVTCzJvMs+MnvQ1Hw/58+fp0qlooeHBw8ePEiSPHLkCE1MTPjLL78o68fGxrJChQpKh9L27dtZpkwZVq1alQcOHOCvv/7Kpk2b0s3NjTt37vzk54ovp3Xr1lqdt0lJSSxcuDDr169Pkty9ezft7Oy0OgNTUlLo5ubG4cOHMyEhgSS5cuVKNm7cmP7+/gwLC/uyByE+q/j4+AyBkqZNm1KlUiltk6SkJE6YMIGWlpZa623evJm5cuViZGQkyfRRQhYWFixTpgybNGlClUrFdu3aZZo1l5qaKm0TkW2dP3+ehoaGvH79eobXkpKSuHLlSk6aNIkpKSncvHkz3d3dWalSJeX57MNAZaNGjdi4cWPu2LGDJFmxYkX6+fkpnV4dOnRgtWrVtDq8Hz16xKSkJK3PVavVn+03o1arM71fX7p0icHBwRw9ejRz587N7du38+nTpwwNDVXW2b9/P6tVq0YjIyOOHj2aZHrHv46OjlYG8eLFi2lsbExvb2+tkYIfS0tLk2tDNiBBW/HV+lQ2Q/ny5TlgwADOmTOHtWrVYr9+/ejo6KgMj1Cr1fz555/p5OREU1NT/vzzzyTJtWvXslSpUjx16pSyrdTUVI4ZM4bFihVjzpw5WapUKR4+fDjTz+3RowetrKzo6urK9evXywPyN+rDhu2uXbtYsWJF9uzZk8WLF6eHhwefPXuW6c0tLCyMurq6Sq8nmR5g8fLyYo0aNXjhwgUly2rx4sVs2bIlQ0JC+PDhQ86bNy9DqQ+5if5nkpKS2LhxYyWwQaYHwDQ+zG6JjY1l27Zt6eXlpbxGpvdm58yZU+nB1vy7W1pacsmSJVrLPrZ27VrmypWLiYmJ/6ikhvg2fOo+9eLFC9arV095uH7w4AHd3d2pUqk4Z84ckmTHjh3ZpEkTkumBm/Hjx9Pa2jrDtubNm0dbW1utIfHXr1/ny5cvP8chiX/RmTNnuGTJEq3MSpIsWbIkHR0dtYI3fn5+rFOnjnJdUqvVnDVrFvPkyaP8HRQUxPr169Pd3Z0FCxZkjx49tEZviH9XZpleMTExHDJkCMuXL8/p06crpbXi4+PZpEkTbtu2jeHh4WzTpg3z5ctHOzs7zpkzR7k3FC9enKNHj9YKEHTr1o0uLi78/ffflc8VX68Pvz/N937ixAl6eHjQ3NycVapU4dChQ5Vza+fOndTT01NG/5BkaGgoc+TIodWmvHHjBsuVK8dRo0aRTA901alTh/3792doaKjSeS3E1+jj5KvY2FilZIiTkxOHDBmi/B6uXLlCXV1drWd6kly/fj1tbW2V7FuS9PT0pJOTk5Ics3v3bnp6emZaQupzt+H/KhCclJTEevXqUaVSsUOHDnz16pXW68eOHWP58uVZrFgxjh49mvXr12etWrV4584dkmSnTp1obW3Nfv368eeff2bTpk25ePFi5s6dO8O/E5n+DCTPLNmHBG3FN+Hq1au8ffs2SXLhwoVUqVSsXbu20mt2/fp15siRQxle1qlTJ86YMYOPHj1SthEeHs7atWvTx8eH4eHhHD16tHIRCwsL482bN7U+88OMSjJ9aOuHwSDx7RszZgxVKhVz587Nn3/+Wet8IskNGzbQ09OTx48fJ0lWrVqVbdq0IUml9/f69eusXbs2CxQowMaNGzNv3ry0t7fnL7/8otQdEv/chw/So0ePZuXKldmqVSuqVCr27NmTZOYPvitXrqSpqSljYmKUZY8fP2axYsXYtWtX5TqzZs0aOjo6MiQk5C/34/bt21SpVNy8efO/cVjiKxYeHq5VusfZ2ZnNmzfnkydPGB4ezn79+rFPnz709vbmvn37uHjxYpYvX15ZX/OQrql3rTnHjx8/Tl9fX+U6I7KPzB563r17x5UrV9LBwYGWlpYsX748LS0tuXTpUmXd4cOH097eXgn4kenZMwYGBso1iEy/fxgYGCjDncn0h75PDeEU/46PA7Xx8fFKG3H+/Pls2rQpR4wYQQcHB9auXZtkeskTV1dX5s6dmxYWFuzQoQOPHDmSoUO2X79+rFGjhlYnzNWrV7l37155gP7Kffz9hYSE8MWLF3z27BkrVqzIfv368dKlS5w3bx7z5MnDH374ge/evWNycjLNzc21RvC9efOG1atXV9qUZHoWYY8ePWhubk4y/Tzt1q0b69atq3QCfFweTojs6sP7p6bzOyIiQhnKf+TIEZYqVUqpK/txMouVlRWHDRumVcN24cKFdHV1VUaxbNu2jVWrVqWtra0ysulLy+y6/vr1a86ePZsjRozgkSNHlOW//vor9fT0tEbdqNVqJiQksEGDBuzSpYuSSb906VKam5srzx+vXr3i0qVL6e7uTjc3N27cuJFJSUnU1dVVSm/JPSb7kqCt+Gq9evWKI0aMYL58+Vi6dGlOmTKFZPqEHKampvzxxx+11vf19WW9evU+WWssLS2NR44cobOzMwsUKJBhaAT56eEK4tukufl/eBM7duwYPTw8+P79e54/f55dunRhtWrV+PDhQ2Wd48ePs3DhwnRwcODIkSP59OlTkuTy5ctpbGysZMC9fv2aarWaSUlJPHjwIKdOnap1c/6Q3Ej/uYSEBCYkJLB27dpUqVR0dnbmgQMHtK4BkZGRHDRoED09Pfnw4UPeunWLRYsWVbIdNQ/U+/btY4kSJViqVCm6u7vT2NiYY8aM+dt9SE1NzXQ4l/j2fJwhoVarGRcXx7Fjx7JAgQK0t7dn7dq1OX36dJJkcHAwq1SpwnHjxvHdu3d0c3PjpUuXOG7cOLZp04YDBw5k69atlSzM+Ph4enp6snHjxiT/fIiRe1L28ncBkaioKA4cOFDroWvx4sW0t7dXHj7v3r1LlUqlNUw+KSmJVlZWnDt3rrJMc337T65F4t/34MEDdu3alSqVii4uLvTx8WHHjh2Vh+YzZ85QpVIpEwM2atSIHh4eDA8P19pOSEiIMvHliRMnaGxsrDVvgvg6ZdZue/z4MR88eMAKFSrQzs6OZ86c4apVq2hpaanVSfPLL7+wfPnySvZfhw4d6OHhoRXk17QpP6zz+ccff2hNZLtmzRq6urpy48aNJCVLW2R/H5+jHya5qFQqHjp0iCQ5adIkOjk5MTExkc+fP+e9e/eYlpamdFD89NNPdHR05OPHj5VtPXz4kNWqVaO9vT2dnJxoaWnJo0eP8vLly8o6mt9tVrWtNm3aRCsrK5YrV449e/Zkzpw5OXnyZL5+/ZovX76ktbU1J02aRPLPdmBwcDCLFy/ODRs2kExvL/j5+dHMzIwdOnTQGrnx4TPQ3LlzaWNjo5XFL7InCdqKbOvjYWcfN35GjhxJDw8Pbtu2jY8ePeKVK1eUC1GDBg1Yv359rV63Xbt20cjI6JNDBTXbf/jwYaaNGgmaffsy+47j4uK0bnB79uxhwYIFGRAQQDI9+8nd3V2rLm1sbCxDQ0MzdBDExcXR2tqa3t7eLFu2LEuXLs3g4OBM90WGpfxv1q1bRwcHB8bHx/PkyZP08vJit27dtBouM2bMoJGREX18fJQs/NevX7NPnz50dHRU1tME5GNiYrho0SLOnj1bhhkKxce/02fPnim/6xUrVtDNzY27du3iw4cPuXHjRpqYmCjBuKVLl9LKyor379+nm5sbt23bxsTERPr7+9PY2JjNmjXTmjxswYIFSv1akf1t2LCBHTp04KpVq5SRP8+fP1ceEOPi4rhw4UKWK1eOOjo6nDJlijLColSpUuzWrZvWiIuePXuyUKFCWtexD7OIxL/rU3U+w8PDWbZsWfbo0YMDBw5kWFgYFy1aRJVKxe7du2tdE9zc3NilSxeS6QG0UqVKceTIkYyNjWVqaiqDgoLYoUMHrUnmNGVTxNfpU8Ge+/fvU6VSsVmzZpw0aZJScql79+709fXl27dvlXWvX7/O+vXrc8CAASTTg/n6+vpaGdjh4eE0MDDgiRMnMnyW5hwMDw9nvXr1uGbNmn/n4IT4l2X2rJOcnMzFixfT19eXEyZMUO5zdnZ2HDx4MMn0568qVaooJUXq1q3LIkWKsHfv3iTTf296enpcsmQJk5OTefDgQcbFxfHt27dcuHAhly5dqjVx55eQ2bH+/vvvPHXqFNVqNePj4+nh4aEkjpBkQEAA7e3tuXDhQpLp7QAnJyeSfwa4U1JS6OLiwlq1ajEwMJA//vgjBwwYwIEDB3LlypVKmyE+Pp6nT5/m8uXL2apVK1pbW2dZhrH4ZyRoK74KYWFhWgGwkJAQFixYkPPnzyeZ8SIYGBhIIyMjrYfdtLQ05s2blwsWLPiPPvNTM7mKb8+nvufz58/T0dGRq1atUpY9evSIzZs3VwInz58/Z/Pmzdm8efNMM3M1NMsuXrzIkSNHcvLkyRkmg/icRe2/JZl9XxcuXGBsbKzyd9WqVbUmC5wxYwbd3d21MpmfPn2aoaQFSQYFBdHU1JS+vr40MzNjixYtMp1BNS0tTQLrQnHr1i2uWLGC+vr67NatG9VqNe3t7ZVheC9evOCWLVuoUqnYu3dvJiQkMCUlhY0bN6aXlxfbtWunnLN//PEHVSoVVSqVVkkFuT5kf+Hh4Vy/fj0DAgLo6OjI1q1bs3DhwmzatKnWejt27GDp0qVZoUIFrlq1ik2aNGGVKlWUYfbz5s1joUKFtOr4/fHHHxw6dKgEav9lGzduVDpiM/uNPXz4MMOEX6VLl6aBgYGS9UWSzZs3Z/Xq1bVKZS1YsIB58+ZlfHw8k5OTuWbNGhoZGbF69eosWbIkjY2N2bFjR+V7l3vKt2Pfvn28dOmS1u+1fv36GeY3WL16NfPnz6+MytLw9fVlv379lJIGlpaWHDRokPJ6ampqpkGnj88huW+I7OZT9f7J9N9NsWLF6OTkxLFjxzIgIIAPHjwgSY4dO5b29vZK9uwff/zBXbt28ddff+WmTZu4cuVKqlQq5XrduXNnlilThqampjQxMcm0g+Nz/j40v/2/ei50dHRk//79SabHL7y9vfn+/XueOXOGHTt2pJmZGUuXLq0kl5w4cYIqlUpJQtP8Ox46dIht2rShlZUVvby8Mp1cLDU1ldu3b6e7uzu7dOmi1EkX2Z8EbUW29fDhQ3bs2JG5c+emo6Mj69Wrx3Xr1pFMz5rNnTu3VrbbhwGvhIQE5smTR6n/pLkw+vn5sXjx4loPweL79fFN9Ny5c7xw4YIyFOfWrVts0qSJVs0wtVrNX375hYUKFVICeVOmTKGnp6cyBPJ/2QfxaZ9qWN27d4/W1tasUKECd+7cyefPn9PFxYVr165V1gkPD2f58uWVIUV/5+jRoxw7dqwyNPHj/ZDvTWgkJSWxU6dOdHFxYaNGjXjhwgW+e/eOjx49oouLC8eNG8eGDRvSxMSErq6unDt3rtbD+f3792lvb09LS0uOHj1aaYBPnTqVAwcOVGaMF1lPcw36VEdfSkoKR40aRZVKRV9fX6VTaPPmzcyTJw8PHz5MMr3zz9vbm3369FHq82kmLdTMaJ2QkECVSqUMaxafR2pqKtu2bUtbW1uS2vfkXbt20cnJiQUKFKCzszM7duyozNI9atQo2tnZaY2WOXr0KPX19bWWRUdH08TERPleyfTffEBAADdu3CgB+G9MTEwMt23bRisrK+bNm5d2dnb09/dXOumXLFlCExMTrdrUcXFx1NfX5/Lly5VlKSkptLa25oQJE5RlU6ZM4fTp0yUoK74pf/zxB3fv3q3MJdG5c2e2atUq03WfPHlClUrFX3/9NdPXNUlde/fuJUlltF1moxo/5+8mNjaWnp6erFSpkjLKJjk5mfv27VOCre/evaNarWaLFi2UyZI1AVk7OzvmzZuX/v7+PHr0qFaAOzY2lmXKlOHQoUNJapc7SEhIyNA++fiZ5cOROuLrIUFbkWU+lcmqubCMHDmSvr6+DAoK4r179zhv3jyamJjwzp07vHHjBlUq1V/2EHXr1o3u7u5a9Z8iIyO1erfF9yWzQNuzZ89448YNFi5cmGZmZixatCjr1q2rnDfTp0+no6Oj1sQu586dY6lSpZTagmfPnmXVqlXZoUMHPn/+nPPnz//bGbul/MFfU6vVmfbEx8XFcdasWfT39+fGjRuV7yUqKorDhg2jra0tq1atSicnJ8bFxWn9G7dq1YqtWrXSqj/8T/ZHfH/+7neqafTPnj2befLkUYblkemdPjVq1GCuXLk4ZsyYDDXDEhMTlW3Pnz+fKpWK/fv3zzAxkch69+7dY8+ePf9yQkFNe+bEiRMsVKgQhw8frrz26tUr1qlTh/Xq1SOZPqmcubm5Urc0MTGR9erVo46ODnv06KFkah47dkwCMp/Jh7/rkydPMkeOHFoTzt6/f5/e3t4cM2YMX758yUuXLrFNmzasVKkSSfLy5cssWLAg169fr7XdPHnycPLkyVq/40qVKrFWrVqf+YjEl/BX94MJEybQzMyMrVq14tatW/nmzRtu376dDg4OSlAmJiaGBgYG3LJlC8k/7yF9+/ZliRIlOHDgQF67do0DBw6km5tbhvrHQnxtMruHpaSkcPHixbSzs6O5uTm7dOnCCxcuMC4ujg0aNGCbNm14//597tu3j8HBwYyIiFDKh5QtW5YdOnRQ5q04ePAgz549y4ULF7JMmTLs3LnzJ7N4P7X833bt2jU2bNiQ9vb27NmzJ1++fMmwsDA6OTnRx8dHWe/t27ds1KgRx4wZw7S0ND5+/JiFChVinz59tDr0UlNTefHiRSXuMWjQIBoZGX3y82W08LdHgrYiy8XGxvLkyZNaw8kePHhAMzMzJSATERHBCRMmUKVScdGiRXzx4gUrVKjAzp07a20rKiqK+/btI0kePnyYKpVKmcRFfL8+deP69ddfqVKp2LNnTy5cuJCvX7/moUOHWLBgQXbv3p2JiYk8d+4cy5UrpzVpzIsXL+jh4UFvb2+S6b2la9asYfHixZk7d24WK1ZMJp/6HyxYsIAtWrTgq1evtJafOXOGRYoUoZubG/v06cMKFSqwfPnyWpNwnDlzhvnz56dKpeKlS5e03r9hwwa6uLhw8uTJDAoK4vDhw7Xe+zEpV/H9+rvv/eMG8R9//EEnJyflwZxMz6ro1q0bXV1dM2x7ypQpWgHAly9f8syZM3K+ZSMfTjyanJxMV1dXDho0iGvXrqWTkxOPHz9OMuND4LNnz+jt7U1fX1+Sf85ovWLFCubIkUNZv0iRIqxSpQp/+eUXtm7dmhMmTOCkSZO4efNm6dT7jDKrU/vq1SuWKlVKq67s3LlzWbFiReXvPXv2sGLFitTR0VECaR4eHuzWrZtW+7V///50cnLSKr1z+fJlrVqk4uuyc+dOBgUFffJ1zfl07949qlQqlitXTmuExOzZs1muXDmePn2aJOnj46OU2NL8zl+9esX58+fTzc2N+fPnp6ura6YjfeTaIL4Gn5q4W/NbCQoKYqlSpbh8+XLGxsby5cuXSo3nrVu3smjRosyXLx/r1avHYsWKMW/evBw1ahTJ9LkAChQowLt37zIuLo6DBg1iyZIl6ezszLlz52rVhv5wf74EzeccPnyYXl5eDAsLY4cOHZTM4atXr9LIyIhz5sxRRtlUrFhR6eRNTk5mu3btWKZMGYaGhirb27dvH9u2bcsDBw6QTJ/QUDp0vi8StBWf3aculDdu3GC9evVoZGRENzc3Fi1alL/++itTU1N56tQpuru7c/To0SxfvjxNTU3p4+PDjRs3Kg2hXbt20dzcnP7+/rxw4QL37dvH5s2bc9CgQUrq/8uXL//j/RFft/DwcA4ePFi5iWUW/Dh06BBv3bqlnAM3b95kiRIlaG1trTVUbdWqVXRxceHBgweVSYGqVaumvK7JzM2RIwevXLmiLL9+/XqGQKP457Zs2UJXV1dOmjSJPj4+dHV1ZWxsLL28vDh69GhlvaSkJKpUKk6ZMkXpkU5ISKC3tzetra1ZpkwZ/vTTT8r6sbGxnDp1Ku3t7Zk3b162aNFCa5IfIT62adMmtmzZkjNnzuTFixczvB4XF6dMKtWtWzfWqVNH675z4sQJOjo6snr16ly/fj337dvHFi1asHTp0hky9ET2kFlQJDY2li4uLlSpVLS1teXw4cOVoZwa27dv56xZs0iSixYtorm5uVbg5saNG8yfPz+XLVtGMj2Ltnfv3ixWrBg7duyo1OwTX8a9e/d44MABZdj6+PHjWbBgQZLpgfj+/fuzVatW7Nq1Ky0sLGhra8uhQ4cyJCREK8O+bNmyvHDhgrLdy5cvU1dXV6ttIL4+mu/4yZMn9PT0ZOPGjUmmTwq0e/dukplns5UtW5Z169ZVAjIkeenSJVarVk2Z8CcwMJCmpqZa825oREVFSTtSfFOOHz/OHTt2aAVTf/rpJ3p4eCh/f1y28N69e4yOjmZYWBgjIiI4a9YsGhgYkExPlFGpVMocNffv389QDzqrn/UfPXrEvHnzMi4ujg8fPqSVlRV//vlnkumJKW5ubkp7oU2bNmzXrp3y3idPnrBmzZrMly8f27dvT0dHR1pYWHDQoEFKqQXx/ZGgrfhs/q7uY8+ePdmyZUveunWLJDlx4kRWq1aN+/bt45UrV2hra0s7OzsuXLhQq2GTkpKibHfjxo2sWrUqHR0dmSdPHvbs2VNZV7OOZC592zTfc2hoKIcMGaI1GRWZnr2wZs0a5s+fnxYWFixevDjnzZtHMr1Hs2PHjhlm4Xz58iWdnJw4ffp0kukZNoaGhhw6dChPnDjB/v37c9CgQWzZsqUyC/yHZFjK/2bWrFnU1dWloaEhO3fuzKCgIL5584ZlypThtWvXePXqVbZq1YoFCxZkoUKFGBAQoGTMhoWFsUCBArx+/Tq3bdvGvHnz0tPTk2fOnFG2LzNzC433799nep+Kjo6mt7c3HRwc2KdPHzZt2pT58uXjuXPnSKZPIlWtWjXq6+srk4etWrWKlSpV4s6dO7W2dfHiRXbo0IEVK1Zk4cKF2a1bN8mQ+ApERERw4sSJPHDgAH///Xd26dKFDg4OXLlypbKOWq1mv379mDt3bhYpUkR5CAsJCaGNjQ2XLl2qrJuQkMAmTZrQxsZGWfZXmf7i8wgODmalSpVobGzMKlWqsHDhwty7dy8vXrzInDlz8ujRoyTTgwo5c+ZkgwYNePLkSa0AvGY+hUePHtHc3JzTpk3Tuo5IiZOv18dtt9TUVPbr14/GxsbU19enlZUVd+/eneG+oal1PGfOHKUNopGWlkYXFxclyKSpV61pY2YmLS1N2pHiq/X69WtOnDiRBQoUoJ2dHUuUKMEqVarw7NmzJNMn2qxUqRIrVKjAZs2asVOnTqxXr57W/fVDP/74I318fJRO8fnz5yvxA42/mtzsSzt27Bhr1aqldPafPHmSDRs2VH7zM2bMoJmZGYODg+nn58eRI0dmqFu7b98+jhgxgitWrJC2gpCgrfj3fRwkvX37Nnfv3q3V6xwaGsrKlSsr2Y2hoaFs1qwZVSoVx40bx8TERNasWZMtW7bU2lZ8fDx79OjBY8eOKcvi4uK06pAJoTkH/f39WaJECXbt2pVHjx7ls2fPOHz4cObKlUupC7R7927q6OgoZTQ073V3d+fAgQOVbc6dO5fu7u40MTGhv79/phkS4t9x8OBBNmjQgHXq1FH+nU+dOsXy5cvTzMxM6X0+evRohofjhQsX0tXVVZlR+caNG+zcuXOmM8ZqZmQW4sGDB1rlNGbPns2aNWtqBWpcXV1Zs2ZN3rt3j0OGDOEPP/zAK1euKOfQrVu36OPjo8wC/LEPh0uLrPepTuUHDx7Q19eXxsbGrFWrFsePH6+M3vH29mbXrl212jNr1qzhkSNHtOrPvXr1ip07d2aVKlW0PuvMmTMysVgW0kz60qtXLyVjacKECUomvJ+fH5s2bUoy/T5kZ2enFXgn0wPy7du3VzJ0e/TowV9//TXLM7vEvys6Opq9evXi8uXLWalSJebIkYNjx47VWufatWts0aIFc+bMqYzGevPmDVUqFceOHasEWm7fvs2cOXNy+/btyntXrFihzHAvxNfm7653R44cob+/P7dt20aSfP78Odu3b09PT0+S6SPlfv31V/7000+cPXs2x48fz06dOtHExISRkZG8fPkyly5dyokTJ7JixYq0sbHJNEkmuzp8+DArVKhAMj0AO3bsWBoaGjJHjhw8deoUSSq1e42NjZUJB/+q/ElmpX3E90OCtuJ/lllvcFJSEq9fv85OnTpRV1eXtra2rFKlitJgOXz4ME1MTDhs2DDa2NgoQZgTJ04ojZzVq1fT3t6eDRs2ZGBgINesWcNatWqxYsWKWkHbD0kQ5vsWEhLC1q1bK1mVx48fp0qlYosWLbTWs7S05IQJE/ju3Ts+f/6cdnZ2HDBggDJU/tGjRyxatKjWrL1kenbNx+eXZEJ8HkeOHGG5cuWU2ZSfP3/OatWq0cfHR6l7pXHo0CGGhISQJN3c3NijRw+S8t2Iv5aamsrVq1ezRIkSLFiwINu1a6cMS/X09OTGjRv55s0b9uvXjw4ODjQ3N+e4ceO06ld+rFevXnRycspQS10COtnD32XiqNVqDhs2jLVr11Yy5WJjY5Xvb/z48axatapSm/KvvteVK1dSpVIpWZki6508eZKenp5Kttbhw4fp6elJAwMDzpgxg6tWraKRkZFyn+/duzcLFCjAwYMHc/fu3Rw4cCBLlizJ7t278/Hjx1l5KOJ/9KlM1i1btnDhwoUcO3Ysq1evzrNnz/L27dvs0qULq1evrrz3/fv3nDp1Kjt16sTjx48zOTlZuR7Ur1+fKpWK3bt356JFi+js7Exvb++/vHcIkd393Qha8s929507d5TkmGfPnnHatGksXLgw9fX1M8w3oXlPSEgICxYsyCNHjjAiIoI9evRgzZo1OXPmTCUR4+P9ya5u3bpFlUpFJycn5siRg87Ozly/fj07dOhADw8PnjlzhtHR0fT391cmof0UeZYRpARtxb/s2bNnDA8PZ/Xq1ZUJGmJiYhgWFkZ/f3+ampoyLi6OL168YL58+ViuXDlu375da0h7XFyckgGxf/9+tmnThuXKlaODgwPHjRunZDeI78/fNRYiIyNpYmKi1Awkybx583LgwIFavZe9e/dmpUqVlBqCw4YNo0qlYrNmzRgQEMA6deqwdOnSjI6OzvRzpLfz80tKSmLNmjXZs2dPpbE2fPhwlixZklu2bFFqYwUFBdHHx4eLFy9mYmIilyxZkunkg9Lo+T79VYBu7969LFeuHKdOncpHjx4xNDSUCQkJTE5OZuvWramnp0dzc3PWqVOHAQEBGToLPqQ5vw4dOsRNmzZpZV2K7OnSpUvcs2ePVp29169f08rKijNnziT55/mjud6HhoayXLlynDNnzie3q7nPPHv2TCnFIkH77GHnzp00NTVl9+7dlTq1P/74oxJcuHPnDnPlysWAgACS6SWUZs6cyZYtW9LBwYHe3t7cu3dvFh6B+Bw+DKaOHj2aKpWKtWvX1qotu27dOubKlUtrxMTH9xfN3/v27aNKpeLMmTPZtGlTjho1KtOArbQjxdcgs/vXlStXlIzRd+/efbKtNXXqVNra2tLT05PLli1jkSJFOHjwYJLpv5ewsDA+fvyYQUFBbNy4MZs3b66UrfpwpBP5df1e9u3bxxIlSrBv3768evWqMlonKiqKXbt2pZ6eHqOjoxkdHc0jR45k8d6Kr4EEbcX/LCgoiC1atKC1tTW7du3K2NhYZbjQb7/9pqz34sUL2tjYcNKkSUxLS2OdOnWU2ZU1oqKiOHHiRGU4hcbHhbflAejbdeXKFS5btuwvhxJ/GJTTZE5pzgkfHx+2bduWDx8+JJme+Va2bFmtAGxoaChNTU25b98+kuTZs2dpaGjIiRMnskOHDuzcuXOGWkniyxs1ahRr1qyp1BF99eoVf/rpJxobG9PLy4tOTk7MlSsXe/bsyTt37mTx3orsQq1WZ7hHXLt2TWuiivj4eNauXVuZXObjepQTJ05kwYIFM1wHIiIieOjQoQwPEyL7yew8SExM5C+//EIbGxtaWVmxRIkS9PLyUtoqp0+fpqOjIzds2KBs42MtWrSgr68vHz58yDdv3igBP5H9PXjwgKampvT29uaxY8eUB2kyPaM6MjKSHTt2pJubm9b7kpOTpU7tN+bixYts1aoV7ezsWLNmTWWSsPv379PY2FiZzV3j2rVrLFmyJCdNmkSSf9sxZ2hoyMWLF2stk2cX8TULCQnhhAkTOGfOHFasWDFDCUMyvTN8//79VKvVPHv2LEuVKsVly5YpAddWrVrRxcWF8fHxfPXqFTt16sQyZcrQzMyM7du3540bN7S2p1arv8qki8OHD7NAgQKZdvY/f/6cAQEBGYLQcn0Qf0UHQvwPDh06BH9/fxgaGmLt2rVo3LgxzM3NUb16dejr60NHJ/0US01NhYWFBVq1aoUtW7ZAR0cH48aNw++//w4PDw9s2LABkydPRoMGDXDo0CHY2dkpn0ES+fPnV7ZDEiqVKisOV3wGJAEA7969w8SJE1GmTBmEhYUhR44cWq9rDB06FL1798br168BACqVCnp6eso50bJlS1y6dAkREREAgL59++Ly5cu4fv26so3y5cvDysoKO3fuRGJiIsqUKYMSJUrgxYsXWL9+PVavXo3ixYt/7kMXf6Nx48Z48+YNAgMDkZaWhtOnT2Pw4MEICQmBr68vBg8ejOfPn2Pp0qUoUqSI8r6PzxnxfVGpVFCpVEhMTMSJEyeQP39+VKtWDS1btsT69esBAPHx8QgPD0erVq2U9wDA+/fvkSNHDlStWhW6urrYsGEDnjx5AgC4d+8eZs6cid9++03uQdnUh7/9D8+D+fPn49q1a7hz5w5OnTqFiRMnIioqCkeOHEGpUqUwdOhQAICLiwtI4uHDh0hJSYFKpVK2mZiYCABo27YtEhISULNmTZiammL27Nlf/kDFfyV//vxwdnZG7ty5Ub16dRgaGgIAbt68iZkzZ+LGjRuoV68eEhISkJSUpLzPwMBAaZOIr9+RI0fQr18/GBgYYOnSpWjatClmzZqFhQsXwtbWFpUrV0ZERATUarXyHltbW9SpUwebNm0CkH5OJCcnZ2hvpKamAgD8/PywdetWvHjxAgCQlpYm9w2RraWlpSEtLS3T16ZMmYLatWvj+vXruHHjBu7evYvbt2/jzp07yutmZmZo37497t69C5VKhTt37iAqKgqdO3eGjo4Obt26hT/++ANXr17FsWPHkDt3bnTv3h3z5s3D69evsWHDBjg6Omp9rkqlgq6u7mc/9n+bhYUFXr9+rbQbPrxO5M2bF23atFFiJBpyfRB/KauixeLb4OvrS39//wzLQ0JCWKVKFQ4dOpTkn71H69evp5WVFd+8eUMyPavlhx9+YPXq1VmxYkUuXbo028z8KD6/D4eEREdH08bGhlu3blWWxcfHKxO+aLJcOnbsyCZNmijr3Lx5kz/88AMrVKjAe/fu8c2bN7S1teX06dOVTIiiRYty4MCBWpkRmqL3mnNxxowZtLKyIim1kbOTyZMns0SJErSwsKCuri6DgoIyrCPlKr5Pn6pJmJyczNGjR7N48eIcPXo0t23bxuvXr7NFixYsXLiwUo7H0tKSU6ZM+eS5s379elpaWrJs2bJK3UsfHx+lZrbIHs6cOcOIiIgMy0NCQrh7927Wr1+frq6uPH36NF+8eMGTJ0+STM+6Xbx4MUuVKkWVSqVcW3r37k13d3dl6CdJXr16VcmaS0tL461bt7h27VqZXO4rdPLkSRYqVIgVKlTgihUrOGDAABYrVox16tRheHi4tEG/A0ePHtWa1CgxMZFubm708PDgkydPuGHDBpqammYokXXu3DkaGBiwW7durFy5Mhs0aKCU2dLQ3E9OnjxJlUqljBQSIru4cuUKyT9r1H7cjvq4TfT8+XOtLHOSXLBgAa2trZV5J1atWsWdO3dqjUK6fv06VSoVf/jhB65Zs4aNGjXiihUr2KdPHx4+fDjDfn1LbfnDhw+zSpUqGTKHhfhvSdBW/E+6dOnCsmXLcv369Zw+fTqXLl3KVatW8dWrV+zWrRuLFy+uVcepSZMmbNKkCRMSErSGAWgmgNL4Vi7aInNpaWlcuHAhnZ2dtR6Q8ufPz0WLFnHt2rUcOXIkq1SpwgYNGmgNYRwzZgxr1qxJkty2bRvNzc1Zr149btq0SalN2KZNGzZo0EB5kB83bhwNDQ21htB/PAzljz/+oEql0irpIbKeWq1mUFAQr127luE1uU58+/7T4WJhYWHKw4JareaKFStoYmLCNm3aKJNb3rp1i7a2tpw6dSpJsl+/fixZsiTv37+vbOft27da5Xmio6O5fv16LliwQCYeyobi4uJYqlQpduzYkWR6APfkyZN89OgRCxcuTEdHR44YMSLDtWLp0qW0s7Ojq6srp0yZwjJlyrBt27Yk0wO07dq1o4GBAQcPHsw+ffrQ3t6eTZs2VTr5xNft/PnzHDx4MGvVqsW6dety165dWb1L4gvStCkPHjzIqlWr0szMjFWrVqWOjg4DAwP54sUL5sqVi+vWrcvw3sDAQLZt25Y//fTTJ+c90Ni+fbu0U0S2MmPGDDo6Omb6WkhICOvWrUtnZ2dOmzZNeWY6ePAg7e3ttTogYmJi2KhRI7Zs2fIv22lLly6lt7c3ra2tOXDgQK060RrfYlmAr7Gkg8jeVKSMIxX/vcePH6Nz58549uwZypYti6ioKJw/fx59+/ZFgQIFMHPmTFhbW6Nz5864c+cOtm/fjlmzZqFdu3bKNvj/5Q7UajVIfpXDIMQ/9/btWxgZGSl/X758GV5eXkhISICpqSkmTpwIV1dXtGzZEi1atMD06dMBAO3bt4eRkRGWLFmCV69eaZXPSEtLg66uLn777Tf06NEDc+fORYsWLfDy5UtMmzYN48aNg4mJifKZH55zycnJ2L9/P7y9vWFqavpl/zHEfyw1NRV6enpZvRviC3r27BkKFCiAd+/eQV9fX1n+5MkTTJgwAdu2bYOVlRVy5syJkSNHolmzZrh9+za8vb3Rrl07TJkyBQCQlJSEIUOG4NChQ4iMjMSTJ09QtWpVFCpUCD/++CMsLS2xZcsWREREYOnSpbC1tc2qQxZ/gR+VSBoxYgSWLFmilDKYPn06evbsic6dO2Pr1q04evQoPDw8lPvD77//jo4dO6Jbt27o1asX9PX10bVrV+zfvx9RUVHIkSMHUlJSsHz5cpw+fRrv3r1Dt27d0LBhwyw8avE5aM4J8f2JjIyEv78/PDw80LNnTzg4OMDFxQXlypXDypUr0aVLF0RFReH48ePQ0dH5ZGm2f7pciKyUmJgIY2Nj5e+UlBT88ssveP/+PZKTk/H27Vvkzp0ba9euhYuLC3bu3In79++jaNGiOHXqFKpUqQIgfSj/jz/+iEOHDmHjxo1wdXWFWq1Whvx/eP7HxcXBzMxMaz++l7a83GPEvyZrYsXiW6TpcV62bBmLFSvGI0eO0MvLi7Vr1+bo0aPZsGFDyWL8jmU27OXp06dcsWIFSXLWrFn08fGhjo6OVkbsli1baGdnp8zW7e/vz2bNmpH860xLZ2dnbtu2TbIcvhHfYk+8+Gvv37/nwoULmStXLmVZTEyMUuZk9OjRrFmzJs+ePcu4uDiOHz+eVatWVUqs9OjRgyVLltTa5uHDh6lSqRgeHk6SDA4Opp+fH11dXWlmZkYfHx+ePXv2Cx2h+E9ohnB+KDExkadPn+azZ89YqFAhqlQqjho1SmudDRs2sEiRIty4cSPJPzNf9u/fT5VKpdwboqKiWL58eapUKm7atElrG3LdEeLbNHjwYJYqVUqZtDYiIoI2NjZ0dHTkjRs3uHfvXhoaGmpNYPmh1NRUuT6IbOfDDM/k5GQePXo0Q0Z4bGwsd+/eTTJ9kvBOnTpRpVKxZ8+eyjrbt2+ngYGBMhmrg4MDf/zxR63tT5o0ifr6+pw+fTrJvx/99uGk0UKIf0YmIhP/itjYWFhaWiIxMRHh4eFwcXGBl5cXnJycoKenhy5dumDPnj3w9fXN6l0VXxj/P5lfV1cXOjo6SExMRHx8PADgwIED6NGjB6KiojB48GAcOHAARYsWxdq1a5X3t2rVCoMHD8aqVauwePFilCxZEu/fvweADEXcASgTR1y+fBktWrTQ6vX9cFIJ8XWRjJXvw4e/UT09PXh4eEBfXx/du3eHtbU1WrZsiWfPniEyMhKHDh3C3LlzUaVKFSQkJCAhIQHnzp3DuXPnAAD169fH48eP8ccffyjbdHZ2RpkyZZTJoypWrIitW7diy5YteP78OQ4cOKBkkoisww8Ggeno6GT4/Tdv3hwzZ85E/vz5ERoaiqZNm+LKlSsA0ie1BAAvLy/ky5cPV69eBQAl28XS0hJGRkbo27cvAgMDMWzYMDRq1AhDhgyRiUGE+E6UKlUKjx49wr1795CQkIBff/0Vbdq0wa1bt3D79m3Uq1cP8fHxKFCgQKbv19XVleuDyFY2bdqEatWq4ffffwcArFu3Dr1798atW7cAADt27EBqaiq2bt2KJk2aIDk5GRYWFmjcuDH09fXRokULZVseHh4oVqwYFi5cCCB9UuetW7diw4YNANJHOl2+fBkVKlTAxYsXkZiYmOkz2Yc+nDRaCPHPSNBW/M/Cw8MxadIkNGrUCIUKFcKJEyfQv39/AICnpyfevHmDkydPAkgfhiG+bR8HRzU36C1btqBGjRpwcXHBnj17QBLu7u5wdnZWgrRqtRotWrRAQECAUroAAH744Qe0a9cOM2fOxJo1a1CmTBllht6PaRoNKpVKaxZUlUr1tw0KIUTW0FwzPuxkAYBdu3bh1atX2L17N6ZPn47t27fDxsYGqampCAsLw6lTp+Dq6gpHR0f8/vvv2LRpEyZOnAgAKF26NEqWLKnVCWRhYQEfHx9cv35dWaarq4tixYrJ7PDZQFpaGtRqtdaD3cOHDzFq1CgcPXoUAPD69WtERUWhadOmAID8+fOjWbNmOHToEOLj46Gvrw+1Wg1LS0uUKVMGV65cwc2bN5XtlS9fHosWLcKNGzfQp08fGBsbo0uXLpgxYwZat279ZQ9YCJElunTpgpIlS6Jz586wtLTE2rVr0b9/f8TGxqJhw4bQ0dFBjhw5pLNfZHuac9Td3R0bNmxAuXLlAABNmjSBnp4eunXrBj09PQwZMgQvX76Et7c38ubNi+3btwMAnJycUKJECezevRtAevsrX7588PPzw+bNmwEA/fr1g5+fH4YMGYJq1arBxcUFjo6OqFmzJmJiYvD06dMsOHIhvh8SwRD/M1tbW9jY2MDZ2RnHjh3D5cuXUb16dQDpPXU6OjrYu3cvAMDAwCArd1V8RmlpaUoNo4+Do6NGjcLw4cNRo0YNLF68GKVKlYJarYa1tTVq1KiBgIAAAOkBm1atWuH+/fsICgpSahQC6XUL/fz8cPv2bbx48QJ6enpaQdnMSB0hIbI3ze9bc80ICgrCpk2b8OLFCwBA06ZNMWbMGKSlpaF9+/bImzcvSMLExASOjo6YNm0aevXqhcuXL+Po0aNo3bo1jI2N8fr1a9jb28PLywvLli1TPi9HjhwYN24cgoKCvvzBir+lGZFx//59HDhwAMnJyUhISEB4eDj8/PwwY8YMhIWFITIyEg0aNFDeV7VqVZiZmSn3Ek22bf369fHy5UsEBwcD+PPhtmPHjggMDERMTAyWL1+OwoULf+EjFUJktYMHD2LJkiU4d+4crl+/DisrK5iZmWkFaqWzX2R3mnZUkSJFUKRIETx8+BBqtRqrVq3C06dP8f79e+zevRv37t1DgQIFUKhQIdSuXVtpGxUsWBCNGjVSgrYqlQo5cuSAr68v3r59i1OnTkFHRwdz5szB1q1b4ePjg02bNmHSpEkwNDREZGSk3EOF+NyypCiD+OZ9WOvpt99+4+3bt7N4j8SXcvPmTY4ZM4bLly8nSd64cYOOjo4ZagVq7Nmzh6ampgwJCSGZPqtvpUqVtGoraeokRUdHs169espM4UKIr0tmNc8ePXrEp0+fsm7durSwsGDRokVZokQJ3rhxgyQZGhrKQoUKKfWvSfL58+ds3bo1XV1dtbYVGxvLadOmMTAwkCR54sQJdu3alS9fvvyMRyX+LcHBwaxUqRKNjY3p4eHBwoULc8+ePSTJTZs2sXDhwixVqhSbN2/O169fK+979+4du3XrRjc3N63tJSUlsVSpUuzWrRvfvXv3RY9FCPF1kRnfxdfi49qwDx8+ZEREBAMDA+ng4MADBw6QJLdu3Uo3NzcGBASQ/LMNtnv3buro6PDJkyckySNHjjBPnjw8duyYss3nz5+zVKlS9PPzy/Szg4ODWbFiRU6cOPHzHKQQQiHdh+Jfo1arld7pD2s9+fr6olixYlm5a+Jf9GHZgg9FRkaiRo0acHNzw/nz5/H8+XO8fv0aRYsWxf3793Hz5k0sWLAA8+bNw/r167F//36QRIUKFeDo6IiVK1cCAAwNDeHv7481a9YgMTERQHqmg2a46+vXr+Ho6PhFj1kI8d8jqWTFf5y1FBcXh8KFC6Njx46oVKkSHj9+jF27dsHMzAwjR44EkJ49Uq1aNaxbtw5A+jUob968GDZsGG7fvo0GDRpg8+bNWLt2Lfz8/LBt2zZlpuIaNWpg5cqVyJMnzxc8YvHfIIlZs2ahXLlyuHv3Ls6dO4fu3btj2rRp2LVrF9q2bYtNmzbh3r17OHXqlFJbD0jPoO7VqxdCQkIwbNgwtGrVCnXr1kVaWhpWrlyJ6dOnS/kLIUSm+MHcC0JkVx8+e2lKwEVERGDr1q2wtbXFtm3bYG9vD1tbWxw5cgQAULduXRgYGOD8+fNISUlR2mAVK1ZEoUKFlPJRJUqUQIUKFbBgwQLlsywsLLBt2zasWbNG+dyYmBgMHz4c5cqVQ+3atWFnZ4euXbt+oX8BIb5fErQV/xodHR0ZRvQNef78udbfHwZdPi4kTxKrV69Grly5cOPGDRw9ehT9+/eHubk5cuTIgcWLF+PAgQMIDAxEcHAwpkyZggEDBmDmzJkoWLAgGjRogN9++03Zno+PD5ydnREdHa0s09HRQXx8PN6+fQsTE5PPeORCiH+TSqVSHob37t2LXbt2KdcXMzMzdO3aFYcPH0blypVhYGAAZ2dnTJo0Cb/99huuXbsGc3Nz+Pr64sqVK3j69Klynylbtiy2bduGAgUKYP78+ZgyZQrc3d1x4MABeHl5Zdnxiv/O6dOnER0djSlTpiB//vw4cuQIjhw5gpCQEERERAAA7O3tkTNnTgwcOBDDhg1Dz549ERMTAwBwdXXF4sWLcePGDejq6uLnn3+GsbEx3N3dJWgvhPgkmRxJZEf8xBwhz549AwD07t0bZcqUwYEDB3Dp0iWMGjUK5cuXh4ODAy5fvozHjx/DzMwMbm5uuH79ulLLn/9fs7Z58+bYtGkTgPTa8NWrV8fdu3eVUncqlQqlS5dGrly5lIBx/vz5UbZsWXTp0gX379/H1q1bYWVl9SX/WYT4LkmETQiRwYABA+Dl5aVVM1YTdDl16hSGDBmCJUuW4MmTJ8rNfdeuXShUqBCsra0RERGBt2/f4u3btwDS6wdeunQJx44dw/z583Hr1i04OzsjODgYqamp8PDwQFRUlNIzXKRIEYSEhGhlaD98+BA2NjYwNDTUqmUohMg+UlNTM0zckpaWhuXLlyNv3rzo378/Zs6ciTp16ij105o2bQpdXV0UKlRIeU+dOnVgamqq1EP38PCApaUlRowYgRs3bmDGjBk4ceIE6tati1WrVmHPnj24ffs2Jk+ejPz583+5Axb/mlevXuHKlSsYPnw48ubNi+7du8PV1RXBwcEYNmwYAGDPnj2wsbHBoEGDsGfPHoSHh6N8+fJKFnb37t2xZ88eBAQEwNXVNSsPRwghhPivfTxHSGJiInr16oVRo0YBAGrVqgVDQ0MYGRnB1dVVeWarUqUKEhIScOzYMQBAgwYNkJCQgLNnz2ptt0GDBggPD8e1a9dgYGCA/v374/Lly5l2Yny4rE2bNujXrx8sLCw+27ELIbRJ0FYIkUHDhg0RERGB27dvK8uOHz+OKlWqoGXLlnjw4AHmz58Pf39/nDx5EgDQt29f7NmzB/nz58fAgQPRuHFjFC9eHIGBgco2kpKSkC9fPty/fx9PnjxBnTp1oKenh3LlyuHy5cvw9vbWGv6Tmpqq/L+NjQ2CgoIQFBQEOzu7z/5vIIT45/T09KCjo4OoqChcvHgRAHDr1i0sXboUCxYswL1793Du3Dk0atQIAwYMQGxsLOrVq4c8efLg8OHDAP4cAtiqVSsEBgbizZs3KFKkCCZPnoyLFy+icuXKOHToECwtLZX18+XLlzUHLP41miDr/fv3sW3bNty8eRNz585F2bJlERMTg7i4OFy9ehV2dnYwMDBA7dq1sW/fPixZsgRt27YFIMObhRBCfJ00bR/Nf9PS0vDLL79g/vz5SElJgbGxMaKiomBubg4AKF++PAoUKKCU/tE8M1WtWhUWFhY4deoUgPTgrr29PdasWYOpU6eiZMmS2LJlC6pUqYJjx47ByclJmeBV87lCiOxFxcyKUwohviuaesR6enrK33Z2dujRowdGjx4NANi4cSOCg4MxZ84c5MiRA8+ePUOPHj1gaGiIrVu3AgBOnjyJlJQUJCcnw9jYGBs2bMCdO3ewfv16XL16FZs3b0ZMTAwuXLiAJk2aYPr06f/xjKOajF4hRPaUlpaG1atXY968eYiJiUGtWrWwdu1abNiwASdOnMDmzZtx//59rFu3DsuXL0dSUhL2798Pd3d3/PDDDzh//jyCgoJgYGAAALhy5QrKli2LY8eOoWbNmgCAO3fuoHDhwtDX18/KQxWfQXJyMry8vGBtbY2AgAAlAHvr1i1s2rQJ9vb2GDp0KJYsWYIWLVoAkPuCEEKIb4darUZqair09fXx6tUrlChRAsnJyVizZg2aN2+OQYMG4cKFCzh//jzi4+MxceJE7NixA/fu3dPazogRIxAcHIwFCxagdOnSuH79OtasWYOLFy/C09MTI0eOlFJzQnxFJGgrhNBy9uxZFClSBMuXL8fWrVsRGhoKIyMjvH79GgBgYGCA1atXY/Xq1QgPD0f+/Pmxd+9euLi4ZNjWtGnTsH37dpw+fRpPnz7FzJkzUbRoUbRv3x4FCxb8wkcmhPicduzYgUmTJqFt27Zo164dnjx5Ajc3N3Tu3BlhYWEwNDTEjRs3ULFiRXTq1EnJsAWAkJAQeHp64vz58yhfvrwSjPP19cXQoUNRq1atLD468SWcOnUK7du3h6WlJXr27Ilr165h//79sLOzw+rVq5GQkICSJUtm9W4KIYQQ/6qYmBg0atQIZcuWxdKlSxEVFYVRo0bh0aNHePLkCa5fv46tW7di9OjRuHv3LgDgwIEDaNu2Lfbv3w8PDw+8e/cO+vr62LdvHwYPHowuXboo5YVSU1OV5BwhxNdFgrZCfMc0gZGoqCiMHTsWgYGBcHR0RIcOHVCnTh2UKlUKZ8+ehYeHBwDg0aNH6N69O168eAF/f39YW1tj/PjxaN68OcaOHYuoqCicOnUKhQsXxvbt23HkyBH07t0bP/74Y4bP1tS9lMnrhPg21KlTBxYWFti8eTOA9N+4jo4O9u3bh0aNGmH06NHo3r27Vnb9tWvXYGtri1y5ciFfvnzw8/PD0qVLs+oQRDYQFBSEHTt24Pfff0eOHDnQq1cvNGnSJKt3SwghhPivpKWlZahRm5nAwED06tULgYGBqFKlCry8vDBu3DiMGjUKrVu3BkkcPXoUP//8M1xcXHD//n107twZxYoVw4oVK5SgbWxsLDZv3gxvb284ODhk2JfMJpUWQmRf0t0ixHdMc8OeMmUKoqOjsWfPHpQuXRqvX79G8eLF4ezsjM2bNytB23Xr1iEyMhLHjh2DjY0Nnj9/jtjYWJw4cQJjx46Fnp4eAgMDceXKFZQoUQLz5s2Dr6+v1mdqGgsSrBXi21KpUiWsXr0a/fv3h1qthoGBAZKSktCjRw8YGRnB1NQUuXPnVtY/dOgQ9uzZg27duqFcuXJYtmyZ1KYVcHd3h7u7O9LS0qRGrRBCiK+SWq2GSqWCSqVS7mWaoKqGpn6s5vXmzZtj69atmDt3LipUqAAzMzPcuXMHM2fOxIYNG3Dv3j2t+6KVlRVq1qyJ8ePHY8WKFcq2c+fOjT59+mS6X3JfFeLrI0FbIb5zJ0+exI4dOzB//nzUrFkTJJXZ1zt16oSZM2di8uTJMDIywosXL2BrawsbGxsAwN69e5ErVy5cvHgRBw8ehI+PD2bPng1bW9tPDsGRxoIQ36YxY8bgzZs3iI6ORpEiRfD8+XMcO3YMqampaN++PdatW4fAwEA0adIEhw4dws2bN+Hv769cT5o1a5bFRyCyE7lXCCGE+Fp9mJyyadMmLF++HMbGxvjhhx9Qt25d6OrqKve558+f49y5c2jQoAGGDRuGYcOG4aeffkL9+vVx+vRpdO/eHY8ePcLWrVvx7t075MqVCwCgr6+PRo0aoXDhwkhNTYWurq5WBq1mxJMQ4usm5RGE+M6tW7cOI0aMwI0bN2BmZgbgz7IJjx8/hr29PbZt24YmTZpg1apVGDNmDDw9PaFWqxEdHY0ePXogf/788PT0hImJidJY+Lj3WAjx/UhMTISxsTG2bNmCQYMG4fTp03j+/DkOHDiAixcvoly5cujbty8KFSqU1bsqhBBCCPFfIQm1Wp3heScmJgZjx45F48aNsWzZMlSoUAGhoaEICwvD1KlT0bZtW5w+fRr9+vXDzZs30ahRIyxevBh58+bF4cOH4evrCz8/P1haWmLGjBnImTMnatSogdOnT+PQoUPw9vbOoiMWQnxpErQV4jt36dIlVK5cGbdu3UKxYsUyvN6wYUMYGBggMDAQKSkpOHz4MNasWYPcuXPjxx9/hLOzcxbstRAiOyKJu3fvwtraGrdv38bUqVNhZGSEZcuWQVdXV7I+hBBCCPHVIwmSn2zThIaGws/PD69fv8aSJUvQpk0bREdHY9y4cQgODsbly5fx22+/4fz582jfvj0cHR2V7apUKnTq1Anr169H06ZNERAQAAMDA4SHh+PNmzeoVKmSsp7mPQCkTq0Q3ygJ2grxnUtISEDFihXh5eWF+fPnK8sjIiLw6NEjvHr1Ci1btsTDhw8/mRUnjQUhBADcvHkTc+bMQXBwMCIjI+Ht7Y3p06ejRIkSWg8YQgghhBBfuxcvXmDlypW4desWvLy8ULt2bVhaWuLly5eYPHkyNm3ahJiYGGX9gwcPol69eoiIiMg0WUZTz/3KlSvo3LkzypUrhxUrVkj7SYjvmARthRAICAjAgAED4OXlhb59+yIyMhIBAQGoVKkShgwZgsOHD6N58+ZaDYb/dCZUIcT34/3799i7dy/evXuHxo0bI2fOnFm9S0IIIYQQ/xW1Wg2SGcofJCYmYuHChZg/fz7s7Ozg5OSEkydPolixYti/fz8AYNeuXWjdujVCQ0Ph5OQEAHjy5Anq1KmDOnXqYM6cOUhNTf3kPCApKSkwMDDQWiYd4EJ8fyRoK4QAAGzduhUrV65EVFQUkpKS0KlTJwwcOBDm5uZZvWtCCCGEEEIIkWXevn0LIyMj5f/Hjx+PunXronbt2gCA4OBgVK9eHdu3b0fDhg0RERGBtm3bwtPTE/PmzQOQ3rn9888/Y/ny5Xj8+PHffqZarQYASZIR4jsmQVshhOLNmzeIi4uTyYGEEEIIIYQQ343MRhFGRkZi9uzZuHjxIkqWLInWrVujVq1aMDIyQmRkJIoVK4agoCAsWrQIhw4dwsuXL1GnTh0cPHgQiYmJmDZtGtavX48HDx4o2zxz5gyqV6+OM2fOoEqVKllxqEKIr4h02QghFLly5VICtqmpqZA+HSGEEEIIIcS3Ki0tDQCgq6sLHR0dxMXFAQAePnyILl264MGDB/jpp59gYmKCKVOmYPHixQCAYsWKYdeuXejSpQsMDQ2xfft2rFmzBkePHsWzZ89gbGyMGjVqIDExEYcOHVI+r2zZsjhx4gSqVKmiZNIKIcSnSNBWCJEpPT09qZkkhBBCCCGE+GZp6tVevXoV1apVQ4sWLfD48WMsW7YMenp6+O2339CqVSuMHz8e+vr6mDBhAoD0urbDhw9H06ZNsXDhQtSoUQNpaWlQq9XYtWsXAKBIkSIoXrw4jh8/rnxerly5UL16dQBS9kAI8ffkKiGEEEIIIYQQQohvEslPjiJctWoVqlevjvXr16NixYpYtmwZ9PX18eDBA7Rq1Qo7d+5E1apV4eDgAJKYPn063r17h9TUVLx//x558uSBoaEhEhMTcenSJVhYWGD8+PEAABsbG/z222+YPn36Fz5iIcS3IvOpCoUQQgghhBBCCCG+YiShUqmgp5ce+oiPj4epqamy3M3NDd27d8ezZ89w7NgxWFtbA0gvj9CnTx8UKVIErVq1wtKlS1G6dGllu7q6umjZsiXGjBmDkJAQXL16FSVLlsSZM2fw8uVLZR1zc3Pls4QQ4p+SoK0QQgghhBBCCCG+OSqVCnFxcVi2bBkCAgJgamqK6tWrY9SoUTA0NISLiwscHR1ha2uL3LlzK+/z9vZGZGQkAgMDUaZMGWX51atXsX//fgwfPhwTJ06Evb09zp8/j0GDBqFLly6ZBmclYCuE+G+pKDMNCSGEEEIIIYQQ4itEEmlpaUo27Yfu3r2L/v3749WrV+jQoQNIYtq0aWjUqBEmTJgACwsLTJgwAatWrcKpU6dgb28PAIiKikKtWrXg7OyMoUOHolixYjh37hzWrFkDe3t7jB07Fnny5Ml0XwAJ1Aoh/h0StBVCCCGEEEIIIcRXLzw8HDY2NjAxMVH+vnTpEvz8/JRlQ4cORWBgIBYvXgxfX188ffoUVlZW2LFjB5o2baps6+zZsxg4cCAAIDo6GikpKejcuTMGDhyIggULKuuRhFqtViY1E0KIf4sEbYUQQgghhBBCCPFVio+Px6xZs7B8+XIYGRmhSJEi8PHxwZAhQ5CSkgJdXV1ER0fj559/RmBgIExNTREbG4s+ffpg+PDhMDExQYUKFVC6dGksXrwYxsbGyrbfvn2LmzdvIiUlBe7u7ll4lEKI75FOVu+AEEIIIYQQQgghRGY05Q8+plarAQA7d+7EwYMHsWzZMpw+fRpdunTBxIkTsX//fhgYGEBPTw8jRoxAVFQU1q9fjzt37qBx48bYv38/Hj58CADo1asXNm/ejLt372p9hpGREcqXL68EbFNTUyF5b0KIL0WCtkIIIYQQQgghhMhWNIFalUqllB64dOkSYmNjAQA6OjpITk7GxIkTMWnSJDRu3BiGhobQ0dFBQkICDhw4gKSkJOzfvx+nTp1Cjx494OvrC7VajcTERDx79gyhoaEAgE6dOsHJyQk6OpmHSDSBWj09PalXK4T4YiRoK4QQQgghhBBCiCylqQ2roQnUvnnzBmPHjoWJiQmaNWuGmjVr4ty5c1Cr1YiLi4OxsTHOnz+PBg0awN7eHrNnz8bcuXMxatQo5MyZE9bW1oiNjUV8fDxI4siRI9DX18e7d+9w69YtJCYmQk9PD2FhYShdunSm+yaBWiFEVpCatkIIIYQQQgghhMgSarUaJDOdyMvBwQGenp54//49evTogbx582Lw4MGIiYnBlClT4ObmhiZNmuDKlSsYOHAg/Pz84OzsrLw/ISEBJiYm8PPzw+XLl5GcnIy4uDjs3LkTJUqUgI2NjdbnpaamQk9P77MfsxBC/CckaCuEEEIIIYQQQogsFRsbi3Xr1iE+Ph7t27dHkSJF0L17d6xatQojRozAlClTAADPnj1Dr169oK+vj61bt6JHjx4IDQ1VSh0A6YHgqVOnwsbGBh06dEBCQgKCgoIQFxeHpk2bagWISUomrRAiW5LyCEIIIYQQQgghhPis1Gp1phOKvXz5Er169ULhwoWxadMmvH//HlFRUQCAvn37AkjPuNUoUKAAPD09ERkZicePH6N79+5ISEhAjRo1sH79euzbtw+tWrXC5s2blfeYmJjA29sbzZs3h66urtZ+SMBWCJFdSd6/EEIIIYQQQgghPhuSn5zk6+LFizhz5gzOnTuHMmXKaGW+li1bFlZWVrh27RoSExNhbGwMALC3t0dKSgpiY2Ph5uaGTZs2Yf78+Vi0aBGio6NRt25dBAYGwtHRUeuz1Go1dHR0Mi3FIIQQ2Y0EbYUQQgghhBBCCPFf0wRDNdLS0rQCoyqVCrdv38aCBQtw7949eHh4oF27drCxscHFixehp6eHIkWK4PHjx0hKSkLhwoWRmpoKY2NjtG/fHhs2bEDz5s1RuXJlAMDDhw/x+PFjFClSBABQoUIFrF+/Hk+ePIGVldUn9/NTgWMhhMiOpKatEEIIIYQQQggh/rHU1FQMGDAAALBo0aIMwVuNI0eOoF+/frCzs0O9evWwevVqFC5cGLNnz8bLly8xePBgXL16FS4uLjA0NERERAR8fHywYsUKPHz4EHZ2dihRogRGjRqFpKQkTJs2DR07dsSYMWOUrNwPM3RTU1Oho6MjQVohxFdNgrZCCCGEEEIIIYT4x0hi3LhxWLp0KWJiYpTlv//+O2bOnIlRo0ahdOnSqFu3LsqWLYvp06cDAEJCQtCkSRNUrVoVmzdvxtWrV/H06VOkpqYiKSkJb9++hb+/P8LCwlC2bFl4eHjg5cuX8PX1xZkzZ9CoUSMMGTJEKZcghBDfIul2EkIIIYQQQgghxD+mUqnQsmVLxMfH48iRI8ryhQsXQqVSoXTp0rh8+TLev3+Pdu3a4ddff0WtWrVQq1YtJesWAJydneHt7Q1fX180a9YMRYsWhZWVFZ4+fQoAaN26NZKTk9GjRw+EhoZi3LhxErAVQnzzJNNWCCGEEEIIIYQQfyktLQ0AlFq1mnIEb9++RaNGjWBmZoYdO3YgNDQUfn5+CAwMRIUKFRAXF4d8+fLBwMAA+fPnR4sWLdCuXTs4Ozsr246Pj8epU6dgZGSES5cuYd26dahWrRoWLVoEPT09JCUlwdzcHKtWrULbtm2V90n5AyHEt0yCtkIIIYQQQgghhPiPJCQk4OXLl7C1tQWQHrxds2YNfvjhByQkJKBJkyawsLDAmjVrlBq31atXh4GBAXbu3AkTExPlfefPn8eLFy9Qt25djBo1CgcPHkSuXLnQvXt3dO7cGTo6OkhNTYWenh4qVaqEHDly4LfffoOpqWlW/hMIIcQXId1SQgghhBBCCCHEd+zdu3cA0gOpn8rr2rt3L6pXrw5HR0c0b94co0aNQnJyMlQqlRKU7datG+Lj49G5c2cAf2bndurUCWFhYVixYgViYmLw9u1b7NixAzNnzkR0dDQMDQ0xaNAgnD9/HhcuXEDXrl2ho6OjtS9z5sxBv379JGArhPhuSKatEEIIIYQQQgjxHbp+/TpGjhyJOnXqoG/fvnj//j1y5MiRYb1du3Zh/vz5cHNzg7+/P0JDQzFp0iR06tQJo0ePxtu3bzFs2DAsWrQIZcuWRWpqKn788Ud06dJF2caUKVMwb948ODk54ebNm0hLS0PPnj3Rv39/5MuXT1lPrVaDpFKGQQghvlcStBVCCCGEEEIIIb5Djx49QteuXVGwYEGsXbsWABAZGYlbt26hatWqSlbrsWPHoFKpUKtWLQDA77//jo4dO0KtVuPUqVOwsLDA/v370ahRI5w5cwZnz57FggULYGFhgX79+qFatWpwcHDA/fv3ERwcDAsLC3h5eWXVYQshxFdByiMIIYQQQgghhBDfCbVarZQtKFSoECpXrow7d+7g2LFj6N27N5ycnNCvXz80b94cly5dAgBUrVoVtWrVwsaNG+Hi4oK6devC0dERN2/exKlTpwAAFSpUgLW1NUJDQ/HTTz8hODgY7du3xy+//ILp06eDJOzs7NCqVSslYJuamvrJcgxCCPG9k0xbIYQQQgghhBDiO5SYmIjQ0FCMGzcOxsbGKFGiBEaMGIGIiAgMGDAAjo6O2LBhAwAgJCQEffr0QaNGjdCrVy/kzZsXFStWRLFixRAQEAC1Wo3+/ftj48aNeP36tfIZSUlJyJkzp9bnaiYoE0II8WlylRRCCCGEEEIIIb4TFy5cQMuWLWFtbY3+/fujTJkyyJ8/P06ePInGjRsjb9688PDwQKdOnRAeHo7jx48DAAICAhAXF4ehQ4cib968uHLlCu7fv4+jR4/i3r170NHRgb+/P7p166ZMbKZWq5EzZ06lTq2GBGyFEOLvyZVSCCGEEEIIIYT4Dhw6dAj+/v4wNDTEunXr0KRJE5iZmcHT0xOmpqZQq9XKupUrV4a5uTn2798PAChTpgzu3LmDs2fP4v79+9i8eTP69esHkoiMjAQAVKxYEbNmzYK+vj6AP4OzOjo6UKlUX/hohRDi6yblEYQQQgghhBBCiO9AvXr1kC9fPqxbt05reUhICAYPHoyqVati8uTJAIB3795hyJAhuHz5Mvbt24dcuXLB19cXkZGRuH//PqpUqYL169ejUKFCWpmzJEFSsmmFEOJ/pJfVOyCEEEIIIYQQQojPr2DBgggLC8OGDRsQHR0NMzMz5MiRA02bNoWDgwNCQ0Px6tUr5MmTB/r6+qhcuTKOHTuGXbt2wd/fH5s3b0ZERARsbGxgaWmpbDctLQ26uroAAJVKJVm1QgjxL5CgrRBCCCGEEEII8R2YOHEiOnfujFmzZqFs2bKIiorC+fPnER4eDltbW9y9exenTp1C06ZNAQDly5dH2bJllXIH5ubmqFixIgAodWp1dXWVgK0QQoh/j5RHEEIIIYQQQgghvjNPnz6FpaUlli9fjlmzZmHBggWYMGECihYtig0bNmT17gkhxHdPMm2FEEIIIYQQQojvSGxsLCwtLZGYmIjw8HA4Ozujbt26uHPnDhwcHDKs/2H5AyGEEF+GZNoKIYQQQgghhBDfifDwcKxcuRKRkZE4c+YMbGxssGDBAlSrVi2rd00IIcQHJNNWCCGEEEIIIYT4Ttja2sLGxgY5c+bE+PHjUb58ea3X1Wo1dHR0smjvhBBCaEimrRBCCCGEEEII8R2T8gdCCJH9SNBWCCGEEEIIIYT4zqjVagCQrFohhMimJGgrhBBCCCGEEEIIIYQQ2Yh0qQkhhBBCCCGEEEIIIUQ2IkFbIYQQQgghhBBCCCGEyEYkaCuEEEIIIYQQQgghhBDZiARthRBCCCGEEEIIIYQQIhuRoK0QQgghhBBCCCGEEEJkIxK0FUIIIYQQQgghhBBCiGxEgrZCCCGEEEIIIYQQQgiRjUjQVgghhBBCCCGEEEIIIbIRCdoKIYQQQgghhBBCCCFENiJBWyGEEEIIIYQQQgghhMhG/g+ruX8B3GA6SwAAAABJRU5ErkJggg==", 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", 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" ] From d43f42b1517b07a749064b62c20fdbb8d5705fc6 Mon Sep 17 00:00:00 2001 From: Ben Zorn Date: Wed, 23 Jul 2025 21:59:59 +0000 Subject: [PATCH 19/22] fixed NaN bug --- src/genaisrc/src/reports.mts | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/genaisrc/src/reports.mts b/src/genaisrc/src/reports.mts index 342715c5f..b48e8f93c 100644 --- a/src/genaisrc/src/reports.mts +++ b/src/genaisrc/src/reports.mts @@ -132,12 +132,12 @@ export function computeOverview( const ms = tests .map((t) => t.metrics?.[metricKey]) .filter((m) => !!m) - const scorer = ms.some((m) => !isNaN(m.score)) + const scorer = ms.some((m) => m.score !== undefined && !isNaN(m.score)) return [ metricKey, scorer ? ms.reduce( - (total, m) => total + m.score, + (total, m) => total + (m.score || 0), 0 ) / ms.length : ms.filter((m) => m.outcome === "ok") From cdb99a1dd7c32f83a65e1b555b5263898094b110 Mon Sep 17 00:00:00 2001 From: Peli de Halleux Date: Mon, 4 Aug 2025 13:15:55 +0000 Subject: [PATCH 20/22] chore: update dependencies to latest versions - upgraded genaiscript from 2.2.4 to 2.3.13 - upgraded openai from 5.8.2 to 5.11.0 - upgraded @types/node from 24.0.10 to 24.2.0 - upgraded zx from 8.6.1 to 8.7.2 --- README.md | 14 +- action.yml | 26 +- package-lock.json | 2317 +++++++++++++++++++++++++++++---------------- package.json | 8 +- 4 files changed, 1528 insertions(+), 837 deletions(-) diff --git a/README.md b/README.md index a180f6e0c..b6d903ed8 100644 --- a/README.md +++ b/README.md @@ -3,20 +3,12 @@ > Test Generation for Prompts - [Read the documentation](https://microsoft.github.io/promptpex/) +- [PromptPex technical paper](http://arxiv.org/abs/2503.05070) **Prompts** are an important part of any software project that incorporates the power of AI models. As a result, tools to help developers create and maintain effective prompts are increasingly important. -- [Prompts Are Programs - ACM Blog Post](https://blog.sigplan.org/2024/10/22/prompts-are-programs/) - -**PromptPex** is a tool for exploring and testing AI model prompts. PromptPex is -intended to be used by developers who have prompts as part of their code base. -PromptPex treats a prompt as a function and automatically generates test inputs -to the function to support unit testing. - -- [PromptPex technical paper](http://arxiv.org/abs/2503.05070) - PromptPex provides the following capabilities: @@ -32,6 +24,10 @@ PromptPex provides the following capabilities: - PromptPex uses an LLM to automatically determine whether model outputs meet the specified requirements. - Automatically export the generated tests and rule-based evaluations to the OpenAI Evals API. +## Integrations + +- [GitHub Models Extension](https://github.com/github/gh-models/releases/tag/v0.0.25) + ## Running PromptPex The PromptPex tool runs dockerized with this command. diff --git a/action.yml b/action.yml index c8953601e..d9435f8dd 100644 --- a/action.yml +++ b/action.yml @@ -356,63 +356,55 @@ inputs: .prompty,.md,.txt,.json,.prompt.yml required: false debug: - description: Enable debug logging - (https://microsoft.github.io/genaiscript/reference/scripts/logging/). + description: Enable [debug + logging](https://microsoft.github.io/genaiscript/reference/scripts/logging/). + required: false + model_alias: + description: "A YAML-like list of model aliases and model id: `translation: + github:openai/gpt-4o`" required: false openai_api_key: description: OpenAI API key required: false - default: ${{ secrets.OPENAI_API_KEY }} openai_api_base: description: OpenAI API base URL required: false - default: ${{ env.OPENAI_API_BASE }} azure_openai_api_endpoint: description: Azure OpenAI endpoint. In the Azure Portal, open your Azure OpenAI resource, Keys and Endpoints, copy Endpoint. required: false - default: ${{ env.AZURE_OPENAI_API_ENDPOINT }} azure_openai_api_key: description: Azure OpenAI API key. **You do NOT need this if you are using Microsoft Entra ID. required: false - default: ${{ secrets.AZURE_OPENAI_API_KEY }} azure_openai_subscription_id: description: Azure OpenAI subscription ID to list available deployments (Microsoft Entra only). required: false - default: ${{ env.AZURE_OPENAI_SUBSCRIPTION_ID }} azure_openai_api_version: description: Azure OpenAI API version. required: false - default: ${{ env.AZURE_OPENAI_API_VERSION }} azure_openai_api_credentials: description: Azure OpenAI API credentials type. Leave as 'default' unless you have a special Azure setup. required: false - default: ${{ env.AZURE_OPENAI_API_CREDENTIALS }} azure_ai_inference_api_key: description: Azure AI Inference key required: false - default: ${{ secrets.AZURE_AI_INFERENCE_API_KEY }} azure_ai_inference_api_endpoint: description: Azure Serverless OpenAI endpoint required: false - default: ${{ env.AZURE_AI_INFERENCE_API_ENDPOINT }} azure_ai_inference_api_version: description: Azure Serverless OpenAI API version required: false - default: ${{ env.AZURE_AI_INFERENCE_API_VERSION }} azure_ai_inference_api_credentials: description: Azure Serverless OpenAI API credentials type required: false - default: ${{ env.AZURE_AI_INFERENCE_API_CREDENTIALS }} github_token: - description: "GitHub token with `models: read` permission at least - (https://microsoft.github.io/genaiscript/reference/github-actions/#github\ - -models-permissions)." + description: "GitHub token with [models: + read](https://microsoft.github.io/genaiscript/reference/github-actions/#g\ + ithub-models-permissions) permission at least." required: false - default: ${{ secrets.GITHUB_TOKEN }} outputs: text: description: The generated text output. diff --git a/package-lock.json b/package-lock.json index fabff53ec..042665ba6 100644 --- a/package-lock.json +++ b/package-lock.json @@ -10,17 +10,17 @@ "hasInstallScript": true, "license": "MIT", "dependencies": { - "genaiscript": "^2.2.4", + "genaiscript": "^2.3.13", "nanoid": "^5.1.5", - "openai": "^5.8.2" + "openai": "^5.11.0" }, "bin": { "promptpex": "bin.mjs" }, "devDependencies": { - "@types/node": "^24.0.10", + "@types/node": "^24.2.0", "prettier": "^3.6.2", - "zx": "^8.6.1" + "zx": "^8.7.2" }, "engines": { "node": ">=22.15.0" @@ -274,56 +274,56 @@ "license": "0BSD" }, "node_modules/@aws-sdk/client-bedrock-runtime": { - "version": "3.842.0", - "resolved": 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"sha512-ig4Gn2e3L9QaQq3OsyDyGKvXFiq7wYvLCPmFJgcneHsr5vTeJefe0SXtDE7qaur9ysv7giAc0CmEtQcS71UA5Q==", + "version": "8.7.2", + "resolved": "https://registry.npmjs.org/zx/-/zx-8.7.2.tgz", + "integrity": "sha512-4Wtl46msLFx6QW6GjLu1aRnFhavukT4VSp4tdXvfRIBRNW3RP7Si3RlRFD7YeQeecQBacVFRQQgm5LTvE/YEGQ==", "dev": true, "license": "Apache-2.0", "bin": { diff --git a/package.json b/package.json index 895afbb44..c5973fe8f 100644 --- a/package.json +++ b/package.json @@ -5,14 +5,14 @@ "license": "MIT", "description": "PromptPex is a test generator for prompts, that allows evaluating and comparing AI prompts across different models and configurations.", "dependencies": { - "genaiscript": "^2.2.4", + "genaiscript": "^2.3.13", "nanoid": "^5.1.5", - "openai": "^5.8.2" + "openai": "^5.11.0" }, "devDependencies": { - "@types/node": "^24.0.10", + "@types/node": "^24.2.0", "prettier": "^3.6.2", - "zx": "^8.6.1" + "zx": "^8.7.2" }, "keywords": [ "genai", From 2fc43526fca34de16a9a636886eec5ecc1bb802a Mon Sep 17 00:00:00 2001 From: Peli de Halleux Date: Mon, 4 Aug 2025 13:25:28 +0000 Subject: [PATCH 21/22] refactor: remove unused dependencies and update test ID generation method --- package-lock.json | 5 ++--- package.json | 5 ++--- src/genaisrc/src/promptpex.mts | 7 +++---- 3 files changed, 7 insertions(+), 10 deletions(-) diff --git a/package-lock.json b/package-lock.json index 042665ba6..c98463b03 100644 --- a/package-lock.json +++ b/package-lock.json @@ -10,15 +10,14 @@ "hasInstallScript": true, "license": "MIT", "dependencies": { - "genaiscript": "^2.3.13", - "nanoid": "^5.1.5", - "openai": "^5.11.0" + "genaiscript": "^2.3.13" }, "bin": { "promptpex": "bin.mjs" }, "devDependencies": { "@types/node": "^24.2.0", + "openai": "^5.11.0", "prettier": "^3.6.2", "zx": "^8.7.2" }, diff --git a/package.json b/package.json index c5973fe8f..d48fbdafb 100644 --- a/package.json +++ b/package.json @@ -5,12 +5,11 @@ "license": "MIT", "description": "PromptPex is a test generator for prompts, that allows evaluating and comparing AI prompts across different models and configurations.", "dependencies": { - "genaiscript": "^2.3.13", - "nanoid": "^5.1.5", - "openai": "^5.11.0" + "genaiscript": "^2.3.13" }, "devDependencies": { "@types/node": "^24.2.0", + "openai": "^5.11.0", "prettier": "^3.6.2", "zx": "^8.7.2" }, diff --git a/src/genaisrc/src/promptpex.mts b/src/genaisrc/src/promptpex.mts index 3e6d8c910..173552c3c 100644 --- a/src/genaisrc/src/promptpex.mts +++ b/src/genaisrc/src/promptpex.mts @@ -19,16 +19,14 @@ import { runTests } from "./testrun.mts" import { evaluateTestMetrics } from "./testevalmetric.mts" import type { PromptPexContext, PromptPexTestResult } from "./types.mts" import { - MODEL_ALIAS_GROUNDTRUTH, MODEL_ALIAS_RULES, MODEL_ALIAS_STORE, PROMPTPEX_CONTEXT, } from "./constants.mts" import { evalTestCollection } from "./testcollectioneval.mts" import { githubModelsEvalsGenerate } from "./githubmodels.mts" -import { parse, resolve } from "node:path" +import { resolve } from "node:path" import { saveContextState } from "./loaders.mts" -import { nanoid } from 'nanoid' const { output } = env const dbg = host.logger("promptpex") @@ -192,7 +190,8 @@ export async function promptpexGenerate(files: PromptPexContext) { if (files.promptPexTests?.length) { for (const [index, test] of files.promptPexTests.entries()) { if (!test.testuid) { - files.promptPexTests[index].testuid = `test-${nanoid(8)}` + const id = Math.random().toString().slice(-8) + files.promptPexTests[index].testuid = `test-${id}` } } } From 58dd824cdee2a1153288e6faa735f36b15ad7a50 Mon Sep 17 00:00:00 2001 From: Peli de Halleux Date: Mon, 4 Aug 2025 13:35:06 +0000 Subject: [PATCH 22/22] refactor: update video formatting and improve GitHub Models integration documentation --- docs/src/content/docs/index.mdx | 16 ++++++++++------ .../docs/integrations/github-models-evals.md | 19 +++++-------------- 2 files changed, 15 insertions(+), 20 deletions(-) diff --git a/docs/src/content/docs/index.mdx b/docs/src/content/docs/index.mdx index d9d0854ed..b52ccc291 100644 --- a/docs/src/content/docs/index.mdx +++ b/docs/src/content/docs/index.mdx @@ -30,7 +30,10 @@ intended to be used by developers who have prompts as part of their code base. PromptPex treats a prompt as a function and automatically generates test inputs to the function to support unit testing. -