diff --git a/MANIFEST.in b/MANIFEST.in index 57c013ae678..d3ef9583e54 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -5,3 +5,4 @@ recursive-include src/helm/benchmark/static/ *.css *.html *.js *.png *.yaml recursive-include src/helm/benchmark/static_build/ *.css *.html *.js *.png *.yaml recursive-include src/helm/config/ *.yaml recursive-include src/helm/benchmark/annotation/omni_math/ *.txt +recursive-include src/helm/benchmark/annotation/wildbench/ *.md diff --git a/README.md b/README.md index 5fded050175..3ef86fc7a2d 100644 --- a/README.md +++ b/README.md @@ -23,6 +23,7 @@ This repository contains code used to produce results for the following papers: - **Holistic Evaluation of Vision-Language Models (VHELM)** - [paper](https://arxiv.org/abs/2410.07112), [leaderboard](https://crfm.stanford.edu/helm/vhelm/latest/), [documentation](https://crfm-helm.readthedocs.io/en/latest/vhelm/) - **Holistic Evaluation of Text-To-Image Models (HEIM)** - [paper](https://arxiv.org/abs/2311.04287), [leaderboard](https://crfm.stanford.edu/helm/heim/latest/), [documentation](https://crfm-helm.readthedocs.io/en/latest/heim/) +- **Enterprise Benchmarks for Large Language Model Evaluation** - [paper](https://arxiv.org/abs/2410.12857), [documentation](https://crfm-helm.readthedocs.io/en/latest/enterprise_benchmark/) The HELM Python package can be used to reproduce the published model evaluation results from these papers. To get started, refer to the documentation links above for the corresponding paper, or the [main Reproducing Leaderboards documentation](https://crfm-helm.readthedocs.io/en/latest/reproducing_leaderboards/). diff --git a/docs/enterprise_benchmark.md b/docs/enterprise_benchmark.md index 5d2b6c1cc51..adcb9e2f405 100644 --- a/docs/enterprise_benchmark.md +++ b/docs/enterprise_benchmark.md @@ -13,7 +13,8 @@ from non-domain-specific benchmarks, such as benchmarks for language capabilitie Therefore, it is important to use a domain-specific dataset whose distribution is close to that of the actual application domain. -The following scenarios are added. +The following scenarios are added. + - Finance - gold_commodity_news (news_headline) - (WIP) financial_phrasebank @@ -133,18 +134,19 @@ This study is published in the following paper. Please cite this paper if you us } ``` +![Finance benchmark results](helm-eb-finance-2024.png "Finance benchmark results") + +![Legal benchmark results](helm-eb-legal-2024.png "Legal benchmark results") + +![Climate and sustainability benchmark results](helm-eb-climate-2024.png "Climate and sustainability benchmark results") -- ![Finance benchmark results](helm-eb-finance-2024.png "Finance benchmark results") -- ![Legal benchmark results](helm-eb-legal-2024.png "Legal benchmark results") -- ![Climate and sustainability benchmark results](helm-eb-climate-2024.png "Climate and sustainability benchmark results") -- ![Cyber security benchmark results](helm-eb-cybersecurity-2024.png "Cyber security benchmark results") +![Cyber security benchmark results](helm-eb-cybersecurity-2024.png "Cyber security benchmark results") ## Contributors + Original contributors are as follows: + - Yada Zhu, Kate Soule (MIT-IBM Watson AI Lab) - Mikio Takeuchi, Ryo Kawahara, Futoshi Iwama, Alisa Arno (IBM Research - Tokyo) - Bing Zhang, Shubhi Asthana (IBM Almaden Research Lab) - Md Maruf Hossain, Naoto Satoh, Guang-Jie Ren (former IBM members) - -Contributors of the integration to the HELM repository are as follows: -- Yifan Mai (Stanford University) diff --git a/docs/index.md b/docs/index.md index 5075f628afc..e055d4a50e5 100644 --- a/docs/index.md +++ b/docs/index.md @@ -24,5 +24,6 @@ This repository contains code used to produce results for the following papers: - **Holistic Evaluation of Vision-Language Models (VHELM)** - [paper](https://arxiv.org/abs/2410.07112), [leaderboard](https://crfm.stanford.edu/helm/vhelm/latest/), [documentation](https://crfm-helm.readthedocs.io/en/latest/vhelm/) - **Holistic Evaluation of Text-To-Image Models (HEIM)** - [paper](https://arxiv.org/abs/2311.04287), [leaderboard](https://crfm.stanford.edu/helm/heim/latest/), [documentation](https://crfm-helm.readthedocs.io/en/latest/heim/) +- **Enterprise Benchmarks for Large Language Model Evaluation** - [paper](https://arxiv.org/abs/2410.12857), [documentation](https://crfm-helm.readthedocs.io/en/latest/enterprise_benchmark/) The HELM Python package can be used to reproduce the published model evaluation results from these papers. To get started, refer to the documentation links above for the corresponding paper, or the [main Reproducing Leaderboards documentation](https://crfm-helm.readthedocs.io/en/latest/reproducing_leaderboards/). \ No newline at end of file diff --git a/docs/reproducing_leaderboards.md b/docs/reproducing_leaderboards.md index 10a3141135b..6b51e9fbf6a 100644 --- a/docs/reproducing_leaderboards.md +++ b/docs/reproducing_leaderboards.md @@ -122,4 +122,14 @@ export SCHEMA_PATH=schema_air_bench.yaml export NUM_TRAIN_TRIALS=1 export NUM_EVAL_INSTANCES=10000 export PRIORITY=2 +``` + +### Safety + +```bash +export RUN_ENTRIES_CONF_PATH=run_entries_safety.conf +export SCHEMA_PATH=schema_safety.yaml +export NUM_TRAIN_TRIALS=1 +export NUM_EVAL_INSTANCES=1000 +export PRIORITY=2 ``` \ No newline at end of file diff --git a/helm-frontend/src/components/Instances.tsx b/helm-frontend/src/components/Instances.tsx index 03c51357504..c85f2e929af 100644 --- a/helm-frontend/src/components/Instances.tsx +++ b/helm-frontend/src/components/Instances.tsx @@ -23,9 +23,15 @@ interface Props { runName: string; suite: string; metricFieldMap: MetricFieldMap; + userAgreed: boolean; } -export default function Instances({ runName, suite, metricFieldMap }: Props) { +export default function Instances({ + runName, + suite, + metricFieldMap, + userAgreed, +}: Props) { const [searchParams, setSearchParams] = useSearchParams(); const [instances, setInstances] = useState([]); const [displayPredictionsMap, setDisplayPredictionsMap] = useState< @@ -43,9 +49,9 @@ export default function Instances({ runName, suite, metricFieldMap }: Props) { const [instancesResp, displayPredictions, displayRequests] = await Promise.all([ - getInstances(runName, signal, suite), - getDisplayPredictionsByName(runName, signal, suite), - getDisplayRequestsByName(runName, signal, suite), + getInstances(runName, signal, suite, userAgreed), + getDisplayPredictionsByName(runName, signal, suite, userAgreed), + getDisplayRequestsByName(runName, signal, suite, userAgreed), ]); setInstances(instancesResp); @@ -93,7 +99,7 @@ export default function Instances({ runName, suite, metricFieldMap }: Props) { void fetchData(); return () => controller.abort(); - }, [runName, suite]); + }, [runName, suite, userAgreed]); const pagedInstances = instances.slice( (currentInstancesPage - 1) * INSTANCES_PAGE_SIZE, diff --git a/helm-frontend/src/components/Landing/CapabilitiesLanding.tsx b/helm-frontend/src/components/Landing/CapabilitiesLanding.tsx new file mode 100644 index 00000000000..ad3b327f2c1 --- /dev/null +++ b/helm-frontend/src/components/Landing/CapabilitiesLanding.tsx @@ -0,0 +1,40 @@ +import MiniLeaderboard from "@/components/MiniLeaderboard"; +import { Link } from "react-router-dom"; + +export default function CapabilitiesLanding() { + return ( +
+

HELM Capabilities

+
+
+

+ HELM Capabilities is a new leaderboard for benchmarking the + capabilities of foundation models, featuring 6 challenging + scenarios. +

+
+ + Blog Post + + + Leaderboard + +
+
+
+ +
+ + + +
+
+
+
+ ); +} diff --git a/helm-frontend/src/components/Landing/HomeLanding.tsx b/helm-frontend/src/components/Landing/HomeLanding.tsx index 66f5b564e5d..8b55bae7310 100644 --- a/helm-frontend/src/components/Landing/HomeLanding.tsx +++ b/helm-frontend/src/components/Landing/HomeLanding.tsx @@ -15,6 +15,7 @@ import bigscience from "@/assets/logos/bigscience.png"; import cohere from "@/assets/logos/cohere.png"; import eleutherai from "@/assets/logos/eleutherai.png"; import google from "@/assets/logos/google.png"; +import ibm from "@/assets/logos/ibm.png"; import meta from "@/assets/logos/meta.png"; import microsoft from "@/assets/logos/microsoft.png"; import mistral from "@/assets/logos/mistral.png"; @@ -36,6 +37,7 @@ const logos = [ cohere, eleutherai, google, + ibm, meta, microsoft, mistral, diff --git a/helm-frontend/src/components/Landing/LiteLanding.tsx b/helm-frontend/src/components/Landing/LiteLanding.tsx index c6f4e20de38..25e87cf6ea2 100644 --- a/helm-frontend/src/components/Landing/LiteLanding.tsx +++ b/helm-frontend/src/components/Landing/LiteLanding.tsx @@ -9,12 +9,14 @@ import Hero from "@/components/Hero"; //import scenariosByMetrics from "@/assets/scenarios-by-metrics.png"; //import taxonomyScenarios from "@/assets/taxonomy-scenarios.png"; import ai21 from "@/assets/logos/ai21.png"; +import aisingapore from "@/assets/logos/aisingapore.png"; import alephAlpha from "@/assets/logos/aleph-alpha.png"; import anthropic from "@/assets/logos/anthropic.png"; import bigscience from "@/assets/logos/bigscience.png"; import cohere from "@/assets/logos/cohere.png"; import eleutherai from "@/assets/logos/eleutherai.png"; import google from "@/assets/logos/google.png"; +import ibm from "@/assets/logos/ibm.png"; import meta from "@/assets/logos/meta.png"; import microsoft from "@/assets/logos/microsoft.png"; import mistral from "@/assets/logos/mistral.png"; @@ -29,12 +31,14 @@ import zeroOne from "@/assets/logos/01.png"; const logos = [ ai21, + aisingapore, alephAlpha, anthropic, bigscience, cohere, eleutherai, google, + ibm, meta, microsoft, mistral, diff --git a/helm-frontend/src/routes/Home.tsx b/helm-frontend/src/routes/Home.tsx index 79d9eb301e8..e8cae70ddb1 100644 --- a/helm-frontend/src/routes/Home.tsx +++ b/helm-frontend/src/routes/Home.tsx @@ -14,6 +14,7 @@ import Image2StructLanding from "@/components/Landing/Image2StructLanding"; import EWoKLanding from "@/components/Landing/EWoKLanding"; import MedicalLanding from "@/components/Landing/MedicalLanding"; import SafetyLanding from "@/components/Landing/SafetyLanding"; +import CapabilitiesLanding from "@/components/Landing/CapabilitiesLanding"; export default function Home() { // TODO consider a more streamlined way to do this? @@ -47,6 +48,8 @@ export default function Home() { return ; } else if (window.PROJECT_ID === "safety") { return ; + } else if (window.PROJECT_ID === "capabilities") { + return ; } else if (window.PROJECT_ID === "home") { return ; } else { diff --git a/helm-frontend/src/routes/Run.tsx b/helm-frontend/src/routes/Run.tsx index 17fdf799da4..49a4eba2249 100644 --- a/helm-frontend/src/routes/Run.tsx +++ b/helm-frontend/src/routes/Run.tsx @@ -37,6 +37,9 @@ export default function Run() { MetricFieldMap | undefined >({}); + const [agreeInput, setAgreeInput] = useState(""); + const [userAgreed, setUserAgreed] = useState(false); + useEffect(() => { const controller = new AbortController(); async function fetchData() { @@ -93,6 +96,16 @@ export default function Run() { return ; } + // Handler for agreement + const handleAgreement = () => { + if (agreeInput.trim() === "Yes, I agree") { + setUserAgreed(true); + } else { + setUserAgreed(false); + alert("Please type 'Yes, I agree' exactly."); + } + }; + return ( <>
@@ -178,11 +191,47 @@ export default function Run() {
+ + {activeTab === 0 && runName.includes("gpqa") && !userAgreed && ( +
+
+

+ The GPQA dataset instances are encrypted by default to comply with + the following request: +

+
+ “We ask that you do not reveal examples from this dataset in plain + text or images online, to minimize the risk of these instances being + included in foundation model training corpora.” +
+

+ If you agree to this condition, please type{" "} + "Yes, I agree" in the box below and then click{" "} + Decrypt. +

+
+ setAgreeInput(e.target.value)} + className="input input-bordered" + placeholder='Type "Yes, I agree"' + /> + +
+
+
+ )} + {activeTab === 0 ? ( ) : ( { + const decodeBase64 = (str: string) => + Uint8Array.from(atob(str), (c) => c.charCodeAt(0)); + + const cryptoKey = await window.crypto.subtle.importKey( + "raw", + decodeBase64(key), + "AES-GCM", + true, + ["decrypt"], + ); + + const combinedCiphertext = new Uint8Array([ + ...decodeBase64(ciphertext), + ...decodeBase64(tag), + ]); + + const ivArray = decodeBase64(iv); + + const decrypted = await window.crypto.subtle.decrypt( + { name: "AES-GCM", iv: ivArray }, + cryptoKey, + combinedCiphertext, + ); + + return new TextDecoder().decode(decrypted); +} + export default async function getDisplayPredictionsByName( runName: string, signal: AbortSignal, suite?: string, + userAgreed?: boolean, ): Promise { try { - const displayPrediction = await fetch( + const response = await fetch( getBenchmarkEndpoint( `/runs/${ suite || getBenchmarkSuite() @@ -16,8 +51,43 @@ export default async function getDisplayPredictionsByName( ), { signal }, ); + const displayPredictions = (await response.json()) as DisplayPrediction[]; + + if (runName.includes("gpqa") && userAgreed) { + const encryptionResponse = await fetch( + getBenchmarkEndpoint( + `/runs/${ + suite || getBenchmarkSuite() + }/${runName}/encryption_data.json`, + ), + { signal }, + ); + const encryptionData = + (await encryptionResponse.json()) as EncryptionDataMap; + + for (const prediction of displayPredictions) { + const encryptedText = prediction.predicted_text; + const encryptionDetails = encryptionData[encryptedText]; + + if (encryptionDetails) { + try { + prediction.predicted_text = await decryptField( + encryptionDetails.ciphertext, + encryptionDetails.key, + encryptionDetails.iv, + encryptionDetails.tag, + ); + } catch (error) { + console.error( + `Failed to decrypt predicted_text for instance_id: ${prediction.instance_id}`, + error, + ); + } + } + } + } - return (await displayPrediction.json()) as DisplayPrediction[]; + return displayPredictions; } catch (error) { if (error instanceof Error && error.name === "AbortError") { console.log(error); diff --git a/helm-frontend/src/services/getDisplayRequestsByName.ts b/helm-frontend/src/services/getDisplayRequestsByName.ts index a996fba47af..a5d3794ad26 100644 --- a/helm-frontend/src/services/getDisplayRequestsByName.ts +++ b/helm-frontend/src/services/getDisplayRequestsByName.ts @@ -1,14 +1,50 @@ import type DisplayRequest from "@/types/DisplayRequest"; +import { EncryptionDataMap } from "@/types/EncryptionDataMap"; import getBenchmarkEndpoint from "@/utils/getBenchmarkEndpoint"; import getBenchmarkSuite from "@/utils/getBenchmarkSuite"; +// Helper function for decryption +async function decryptField( + ciphertext: string, + key: string, + iv: string, + tag: string, +): Promise { + const decodeBase64 = (str: string) => + Uint8Array.from(atob(str), (c) => c.charCodeAt(0)); + + const cryptoKey = await window.crypto.subtle.importKey( + "raw", + decodeBase64(key), + "AES-GCM", + true, + ["decrypt"], + ); + + const combinedCiphertext = new Uint8Array([ + ...decodeBase64(ciphertext), + ...decodeBase64(tag), + ]); + + const ivArray = decodeBase64(iv); + + const decrypted = await window.crypto.subtle.decrypt( + { name: "AES-GCM", iv: ivArray }, + cryptoKey, + combinedCiphertext, + ); + + return new TextDecoder().decode(decrypted); +} + export default async function getDisplayRequestsByName( runName: string, signal: AbortSignal, suite?: string, + userAgreed?: boolean, ): Promise { try { - const displayRequest = await fetch( + const response = await fetch( getBenchmarkEndpoint( `/runs/${ suite || getBenchmarkSuite() @@ -16,8 +52,43 @@ export default async function getDisplayRequestsByName( ), { signal }, ); + const displayRequests = (await response.json()) as DisplayRequest[]; + + if (runName.startsWith("gpqa") && userAgreed) { + const encryptionResponse = await fetch( + getBenchmarkEndpoint( + `/runs/${ + suite || getBenchmarkSuite() + }/${runName}/encryption_data.json`, + ), + { signal }, + ); + const encryptionData = + (await encryptionResponse.json()) as EncryptionDataMap; + + for (const request of displayRequests) { + const encryptedPrompt = request.request.prompt; + const encryptionDetails = encryptionData[encryptedPrompt]; + + if (encryptionDetails) { + try { + request.request.prompt = await decryptField( + encryptionDetails.ciphertext, + encryptionDetails.key, + encryptionDetails.iv, + encryptionDetails.tag, + ); + } catch (error) { + console.error( + `Failed to decrypt prompt for instance_id: ${request.instance_id}`, + error, + ); + } + } + } + } - return (await displayRequest.json()) as DisplayRequest[]; + return displayRequests; } catch (error) { if (error instanceof Error && error.name !== "AbortError") { console.log(error); diff --git a/helm-frontend/src/services/getInstances.ts b/helm-frontend/src/services/getInstances.ts index 77ca42a0553..45c370bd392 100644 --- a/helm-frontend/src/services/getInstances.ts +++ b/helm-frontend/src/services/getInstances.ts @@ -1,21 +1,97 @@ import Instance from "@/types/Instance"; +import { EncryptionDataMap } from "@/types/EncryptionDataMap"; import getBenchmarkEndpoint from "@/utils/getBenchmarkEndpoint"; import getBenchmarkSuite from "@/utils/getBenchmarkSuite"; +// Helper function for decryption +async function decryptField( + ciphertext: string, + key: string, + iv: string, + tag: string, +): Promise { + // Convert Base64 strings to Uint8Array + const decodeBase64 = (str: string) => + Uint8Array.from(atob(str), (c) => c.charCodeAt(0)); + + const cryptoKey = await window.crypto.subtle.importKey( + "raw", + decodeBase64(key), + "AES-GCM", + true, + ["decrypt"], + ); + + const combinedCiphertext = new Uint8Array([ + ...decodeBase64(ciphertext), + ...decodeBase64(tag), + ]); + + const ivArray = decodeBase64(iv); + + const decrypted = await window.crypto.subtle.decrypt( + { name: "AES-GCM", iv: ivArray }, + cryptoKey, + combinedCiphertext, + ); + + return new TextDecoder().decode(decrypted); +} + export default async function getInstancesByRunName( runName: string, signal: AbortSignal, suite?: string, + userAgreed?: boolean, ): Promise { try { - const instances = await fetch( + const response = await fetch( getBenchmarkEndpoint( `/runs/${suite || getBenchmarkSuite()}/${runName}/instances.json`, ), { signal }, ); + const instances = (await response.json()) as Instance[]; + + if (runName.includes("gpqa") && userAgreed) { + const encryptionResponse = await fetch( + getBenchmarkEndpoint( + `/runs/${ + suite || getBenchmarkSuite() + }/${runName}/encryption_data.json`, + ), + { signal }, + ); + const encryptionData = + (await encryptionResponse.json()) as EncryptionDataMap; + + for (const instance of instances) { + const inputEncryption = encryptionData[instance.input.text]; + if (inputEncryption) { + instance.input.text = "encrypted"; + instance.input.text = await decryptField( + inputEncryption.ciphertext, + inputEncryption.key, + inputEncryption.iv, + inputEncryption.tag, + ); + } + + for (const reference of instance.references) { + const referenceEncryption = encryptionData[reference.output.text]; + if (referenceEncryption) { + reference.output.text = await decryptField( + referenceEncryption.ciphertext, + referenceEncryption.key, + referenceEncryption.iv, + referenceEncryption.tag, + ); + } + } + } + } - return (await instances.json()) as Instance[]; + return instances; } catch (error) { if (error instanceof Error && error.name !== "AbortError") { console.log(error); diff --git a/helm-frontend/src/types/EncryptionDataMap.ts b/helm-frontend/src/types/EncryptionDataMap.ts new file mode 100644 index 00000000000..61f8b65d707 --- /dev/null +++ b/helm-frontend/src/types/EncryptionDataMap.ts @@ -0,0 +1,8 @@ +export default interface EncryptionDetails { + ciphertext: string; + key: string; + iv: string; + tag: string; +} + +export type EncryptionDataMap = Record; diff --git a/mkdocs.yml b/mkdocs.yml index c4074561594..91538bce85e 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -54,6 +54,7 @@ nav: - Papers: - heim.md - vhelm.md + - enterprise_benchmark.md - Reference: - models.md - metrics.md diff --git a/requirements.txt b/requirements.txt index d8e6fc003a6..342fedafd9d 100644 --- a/requirements.txt +++ b/requirements.txt @@ -120,7 +120,7 @@ iniconfig==2.0.0 jax==0.4.30 jaxlib==0.4.30 jieba==0.42.1 -Jinja2==3.1.3 +Jinja2==3.1.4 jiter==0.8.2 jiwer==3.0.5 jmespath==1.0.1 diff --git a/scripts/decrypt_scenario_states.py b/scripts/decrypt_scenario_states.py new file mode 100644 index 00000000000..0e4276c0dfe --- /dev/null +++ b/scripts/decrypt_scenario_states.py @@ -0,0 +1,191 @@ +import argparse +import dataclasses +import json +import os +import base64 +from typing import Dict, Optional +from tqdm import tqdm +from cryptography.hazmat.primitives.ciphers import Cipher, algorithms, modes +from cryptography.hazmat.backends import default_backend + +from helm.benchmark.adaptation.request_state import RequestState +from helm.benchmark.adaptation.scenario_state import ScenarioState +from helm.benchmark.scenarios.scenario import Instance, Reference +from helm.common.codec import from_json, to_json +from helm.common.hierarchical_logger import hlog +from helm.common.request import Request, RequestResult + +_SCENARIO_STATE_FILE_NAME = "scenario_state.json" +_DECRYPTED_SCENARIO_STATE_FILE_NAME = "decrypted_scenario_state.json" +_DISPLAY_ENCRYPTION_DATA_JSON_FILE_NAME = "encryption_data.json" + + +class HELMDecryptor: + def __init__(self, encryption_data_mapping: Dict[str, Dict[str, str]]): + """ + encryption_data_mapping is a dict like: + { + "[encrypted_text_0]": { + "ciphertext": "...", + "key": "...", + "iv": "...", + "tag": "..." + }, + ... + } + """ + self.encryption_data_mapping = encryption_data_mapping + + def decrypt_text(self, text: str) -> str: + if text.startswith("[encrypted_text_") and text.endswith("]"): + data = self.encryption_data_mapping.get(text) + if data is None: + # If not found in encryption data, return as-is or raise error + raise ValueError(f"No decryption data found for {text}") + + ciphertext = base64.b64decode(data["ciphertext"]) + key = base64.b64decode(data["key"]) + iv = base64.b64decode(data["iv"]) + tag = base64.b64decode(data["tag"]) + + cipher = Cipher(algorithms.AES(key), modes.GCM(iv, tag), backend=default_backend()) + decryptor = cipher.decryptor() + plaintext = decryptor.update(ciphertext) + decryptor.finalize() + return plaintext.decode("utf-8") + else: + # Not an encrypted placeholder, return as is. + return text + + +def read_scenario_state(scenario_state_path: str) -> ScenarioState: + if not os.path.exists(scenario_state_path): + raise ValueError(f"Could not load ScenarioState from {scenario_state_path}") + with open(scenario_state_path) as f: + return from_json(f.read(), ScenarioState) + + +def write_scenario_state(scenario_state_path: str, scenario_state: ScenarioState) -> None: + with open(scenario_state_path, "w") as f: + f.write(to_json(scenario_state)) + + +def read_encryption_data(encryption_data_path: str) -> Dict[str, Dict[str, str]]: + if not os.path.exists(encryption_data_path): + raise ValueError(f"Could not load encryption data from {encryption_data_path}") + with open(encryption_data_path) as f: + return json.load(f) + + +def decrypt_reference(reference: Reference, decryptor: HELMDecryptor) -> Reference: + decrypted_output = dataclasses.replace(reference.output, text=decryptor.decrypt_text(reference.output.text)) + return dataclasses.replace(reference, output=decrypted_output) + + +def decrypt_instance(instance: Instance, decryptor: HELMDecryptor) -> Instance: + decrypted_input = dataclasses.replace(instance.input, text=decryptor.decrypt_text(instance.input.text)) + decrypted_references = [decrypt_reference(reference, decryptor) for reference in instance.references] + return dataclasses.replace(instance, input=decrypted_input, references=decrypted_references) + + +def decrypt_request(request: Request, decryptor: HELMDecryptor) -> Request: + # The encryption script sets request.messages and multimodal_prompt to None, so we don't need to decrypt them + return dataclasses.replace(request, prompt=decryptor.decrypt_text(request.prompt)) + + +def decrypt_output_mapping( + output_mapping: Optional[Dict[str, str]], decryptor: HELMDecryptor +) -> Optional[Dict[str, str]]: + if output_mapping is None: + return None + return {key: decryptor.decrypt_text(val) for key, val in output_mapping.items()} + + +def decrypt_result(result: Optional[RequestResult], decryptor: HELMDecryptor) -> Optional[RequestResult]: + if result is None: + return None + + decrypted_completions = [ + dataclasses.replace(completion, text=decryptor.decrypt_text(completion.text)) + for completion in result.completions + ] + return dataclasses.replace(result, completions=decrypted_completions) + + +def decrypt_request_state(request_state: RequestState, decryptor: HELMDecryptor) -> RequestState: + return dataclasses.replace( + request_state, + instance=decrypt_instance(request_state.instance, decryptor), + request=decrypt_request(request_state.request, decryptor), + output_mapping=decrypt_output_mapping(request_state.output_mapping, decryptor), + result=decrypt_result(request_state.result, decryptor), + ) + + +def decrypt_scenario_state(scenario_state: ScenarioState, decryptor: HELMDecryptor) -> ScenarioState: + decrypted_request_states = [decrypt_request_state(rs, decryptor) for rs in scenario_state.request_states] + return dataclasses.replace(scenario_state, request_states=decrypted_request_states) + + +def modify_scenario_state_for_run(run_path: str) -> None: + scenario_state_path = os.path.join(run_path, _SCENARIO_STATE_FILE_NAME) + encryption_data_path = os.path.join(run_path, _DISPLAY_ENCRYPTION_DATA_JSON_FILE_NAME) + + scenario_state = read_scenario_state(scenario_state_path) + encryption_data_mapping = read_encryption_data(encryption_data_path) + decryptor = HELMDecryptor(encryption_data_mapping) + + decrypted_scenario_state = decrypt_scenario_state(scenario_state, decryptor) + decrypted_scenario_state_path = os.path.join(run_path, _DECRYPTED_SCENARIO_STATE_FILE_NAME) + write_scenario_state(decrypted_scenario_state_path, decrypted_scenario_state) + + +def modify_scenario_states_for_suite(run_suite_path: str, scenario: str) -> None: + scenario_prefix = scenario if scenario != "all" else "" + run_dir_names = sorted( + [ + p + for p in os.listdir(run_suite_path) + if p != "eval_cache" + and p != "groups" + and os.path.isdir(os.path.join(run_suite_path, p)) + and p.startswith(scenario_prefix) + ] + ) + for run_dir_name in tqdm(run_dir_names, disable=None): + scenario_state_path: str = os.path.join(run_suite_path, run_dir_name, _SCENARIO_STATE_FILE_NAME) + encryption_data_path = os.path.join(run_suite_path, run_dir_name, _DISPLAY_ENCRYPTION_DATA_JSON_FILE_NAME) + if not os.path.exists(scenario_state_path): + hlog(f"WARNING: {run_dir_name} doesn't have {_SCENARIO_STATE_FILE_NAME}, skipping") + continue + if not os.path.exists(encryption_data_path): + hlog(f"WARNING: {run_dir_name} doesn't have {_DISPLAY_ENCRYPTION_DATA_JSON_FILE_NAME}, skipping") + continue + run_path: str = os.path.join(run_suite_path, run_dir_name) + modify_scenario_state_for_run(run_path) + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument( + "-o", "--output-path", type=str, help="Where the benchmarking output lives", default="benchmark_output" + ) + parser.add_argument( + "--suite", + type=str, + help="Name of the suite this decryption should go under.", + ) + parser.add_argument( + "--scenario", + type=str, + default="all", + help="Name of the scenario this decryption should go under. Default is all.", + ) + args = parser.parse_args() + output_path = args.output_path + suite = args.suite + run_suite_path = os.path.join(output_path, "runs", suite) + modify_scenario_states_for_suite(run_suite_path, scenario=args.scenario) + + +if __name__ == "__main__": + main() diff --git a/scripts/encrypt_scenario_states.py b/scripts/encrypt_scenario_states.py new file mode 100644 index 00000000000..5b3a77bcc85 --- /dev/null +++ b/scripts/encrypt_scenario_states.py @@ -0,0 +1,191 @@ +"""Encrypts prompts from scenario state. + +This script modifies all scenario_state.json files in place within a suite to +encrypting all prompts, instance input text, and instance reference output text +from the `ScenarioState`s. + +This is used when the scenario contains prompts that should not be displayed, +in order to reduce the chance of data leakage or to comply with data privacy +requirements. + +After running this, you must re-run helm-summarize on the suite in order to +update other JSON files used by the web frontend.""" + +import argparse +import dataclasses +import os +import base64 +from typing import Dict, Optional +from tqdm import tqdm +from cryptography.hazmat.primitives.ciphers import Cipher, algorithms, modes +from cryptography.hazmat.backends import default_backend + +from helm.benchmark.adaptation.request_state import RequestState +from helm.benchmark.adaptation.scenario_state import ScenarioState +from helm.benchmark.scenarios.scenario import Instance, Reference +from helm.common.codec import from_json, to_json +from helm.common.hierarchical_logger import hlog +from helm.common.request import Request, RequestResult +from helm.common.general import write + + +_SCENARIO_STATE_FILE_NAME = "scenario_state.json" +_ENCRYTED_DATA_JSON_FILE_NAME = "encryption_data.json" + + +class HELMEncryptor: + def __init__(self, key, iv): + self.key = key + self.iv = iv + self.encryption_data_mapping = {} + self.idx = 0 + + def encrypt_text(self, text: str) -> str: + cipher = Cipher(algorithms.AES(self.key), modes.GCM(self.iv), backend=default_backend()) + encryptor = cipher.encryptor() + ciphertext = encryptor.update(text.encode()) + encryptor.finalize() + ret_text = f"[encrypted_text_{self.idx}]" + + res = { + "ciphertext": base64.b64encode(ciphertext).decode(), + "key": base64.b64encode(self.key).decode(), + "iv": base64.b64encode(self.iv).decode(), + "tag": base64.b64encode(encryptor.tag).decode(), + } + assert ret_text not in self.encryption_data_mapping + self.encryption_data_mapping[ret_text] = res + self.idx += 1 + return ret_text + + +def read_scenario_state(scenario_state_path: str) -> ScenarioState: + if not os.path.exists(scenario_state_path): + raise ValueError(f"Could not load ScenarioState from {scenario_state_path}") + with open(scenario_state_path) as f: + return from_json(f.read(), ScenarioState) + + +def write_scenario_state(scenario_state_path: str, scenario_state: ScenarioState) -> None: + with open(scenario_state_path, "w") as f: + f.write(to_json(scenario_state)) + + +def encrypt_reference(reference: Reference) -> Reference: + global encryptor + encrypted_output = dataclasses.replace(reference.output, text=encryptor.encrypt_text(reference.output.text)) + return dataclasses.replace(reference, output=encrypted_output) + + +def encrypt_instance(instance: Instance) -> Instance: + global encryptor + encrypted_input = dataclasses.replace(instance.input, text=encryptor.encrypt_text(instance.input.text)) + encrypted_references = [encrypt_reference(reference) for reference in instance.references] + return dataclasses.replace(instance, input=encrypted_input, references=encrypted_references) + + +def encrypt_request(request: Request) -> Request: + global encryptor + return dataclasses.replace( + request, prompt=encryptor.encrypt_text(request.prompt), messages=None, multimodal_prompt=None + ) + + +def encrypt_output_mapping(output_mapping: Optional[Dict[str, str]]) -> Optional[Dict[str, str]]: + if output_mapping is None: + return None + return {key: encryptor.encrypt_text(val) for key, val in output_mapping.items()} + + +def encrypt_result(result: Optional[RequestResult]) -> Optional[RequestResult]: + if result is None: + return None + + encrypted_results = [ + dataclasses.replace(completion, text=encryptor.encrypt_text(completion.text)) + for completion in result.completions + ] + return dataclasses.replace(result, completions=encrypted_results) + + +def encrypt_request_state(request_state: RequestState) -> RequestState: + return dataclasses.replace( + request_state, + instance=encrypt_instance(request_state.instance), + request=encrypt_request(request_state.request), + output_mapping=encrypt_output_mapping(request_state.output_mapping), + result=encrypt_result(request_state.result), + ) + + +def encrypt_scenario_state(scenario_state: ScenarioState) -> ScenarioState: + encrypted_request_states = [encrypt_request_state(request_state) for request_state in scenario_state.request_states] + return dataclasses.replace(scenario_state, request_states=encrypted_request_states) + + +def modify_scenario_state_for_run(run_path: str) -> None: + scenario_state_path = os.path.join(run_path, _SCENARIO_STATE_FILE_NAME) + scenario_state = read_scenario_state(scenario_state_path) + encrypted_scenario_state = encrypt_scenario_state(scenario_state) + write_scenario_state(scenario_state_path, encrypted_scenario_state) + + +def modify_scenario_states_for_suite(run_suite_path: str, scenario: str) -> None: + """Load the runs in the run suite path.""" + # run_suite_path can contain subdirectories that are not runs (e.g. eval_cache, groups) + # so filter them out. + scenario_prefix = scenario if scenario != "all" else "" + run_dir_names = sorted( + [ + p + for p in os.listdir(run_suite_path) + if p != "eval_cache" + and p != "groups" + and os.path.isdir(os.path.join(run_suite_path, p)) + and p.startswith(scenario_prefix) + ] + ) + for run_dir_name in tqdm(run_dir_names, disable=None): + run_path: str = os.path.join(run_suite_path, run_dir_name) + scenario_state_path: str = os.path.join(run_path, _SCENARIO_STATE_FILE_NAME) + if not os.path.exists(scenario_state_path): + hlog(f"WARNING: {run_dir_name} doesn't have {_SCENARIO_STATE_FILE_NAME}, skipping") + continue + encryption_data_path: str = os.path.join(run_path, _ENCRYTED_DATA_JSON_FILE_NAME) + if os.path.exists(encryption_data_path): + hlog(f"INFO: {run_dir_name} already has {_ENCRYTED_DATA_JSON_FILE_NAME}, skipping") + continue + modify_scenario_state_for_run(run_path) + + # Write the encryption data to a file + write(encryption_data_path, to_json(encryptor.encryption_data_mapping)) + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument( + "-o", "--output-path", type=str, help="Where the benchmarking output lives", default="benchmark_output" + ) + parser.add_argument( + "--suite", + type=str, + help="Name of the suite this encryption should go under.", + required=True, + ) + parser.add_argument( + "--scenario", + type=str, + help="Name of the scenario this encryption should go under. Default is all.", + required=True, + ) + args = parser.parse_args() + output_path = args.output_path + suite = args.suite + run_suite_path = os.path.join(output_path, "runs", suite) + modify_scenario_states_for_suite(run_suite_path, scenario=args.scenario) + + +if __name__ == "__main__": + key = os.urandom(32) # 256-bit key + iv = os.urandom(12) # 96-bit IV (suitable for AES-GCM) + encryptor = HELMEncryptor(key, iv) + main() diff --git a/src/helm/benchmark/adaptation/adapter_spec.py b/src/helm/benchmark/adaptation/adapter_spec.py index ccb85ae62e8..23b9deda113 100644 --- a/src/helm/benchmark/adaptation/adapter_spec.py +++ b/src/helm/benchmark/adaptation/adapter_spec.py @@ -13,7 +13,7 @@ ADAPT_MULTIPLE_CHOICE_SEPARATE_ORIGINAL: str = "multiple_choice_separate_original" ADAPT_MULTIPLE_CHOICE_SEPARATE_CALIBRATED: str = "multiple_choice_separate_calibrated" ADAPT_RANKING_BINARY: str = "ranking_binary" - +ADAPT_EHR_INSTRUCTION: str = "ehr_instruction" ADAPT_MULTIPLE_CHOICE_SEPARATE_METHODS: List[str] = [ ADAPT_MULTIPLE_CHOICE_SEPARATE_ORIGINAL, ADAPT_MULTIPLE_CHOICE_SEPARATE_CALIBRATED, diff --git a/src/helm/benchmark/adaptation/adapters/adapter_factory.py b/src/helm/benchmark/adaptation/adapters/adapter_factory.py index f5f0df89f00..b8580e2f8c5 100644 --- a/src/helm/benchmark/adaptation/adapters/adapter_factory.py +++ b/src/helm/benchmark/adaptation/adapters/adapter_factory.py @@ -1,4 +1,5 @@ from helm.benchmark.adaptation.adapter_spec import ( + ADAPT_EHR_INSTRUCTION, ADAPT_GENERATION, ADAPT_CHAT, ADAPT_GENERATION_MULTIMODAL, @@ -27,6 +28,7 @@ ) from helm.benchmark.adaptation.adapters.multiple_choice_separate_adapter import MultipleChoiceSeparateAdapter from helm.benchmark.window_services.tokenizer_service import TokenizerService +from helm.benchmark.adaptation.adapters.ehr_instruction_adapter import EHRInstructionAdapter class AdapterFactory: @@ -38,7 +40,9 @@ def get_adapter(adapter_spec: AdapterSpec, tokenizer_service: TokenizerService) method: str = adapter_spec.method adapter: Adapter - if method == ADAPT_GENERATION: + if method == ADAPT_EHR_INSTRUCTION: + adapter = EHRInstructionAdapter(adapter_spec, tokenizer_service) + elif method == ADAPT_GENERATION: adapter = GenerationAdapter(adapter_spec, tokenizer_service) elif method == ADAPT_CHAT: adapter = ChatAdapter(adapter_spec, tokenizer_service) diff --git a/src/helm/benchmark/adaptation/adapters/ehr_instruction_adapter.py b/src/helm/benchmark/adaptation/adapters/ehr_instruction_adapter.py new file mode 100644 index 00000000000..cbb66f1a5bc --- /dev/null +++ b/src/helm/benchmark/adaptation/adapters/ehr_instruction_adapter.py @@ -0,0 +1,108 @@ +from typing import List, Optional + +from helm.benchmark.adaptation.adapters.generation_adapter import GenerationAdapter +from helm.benchmark.adaptation.prompt import Prompt +from helm.benchmark.adaptation.request_state import RequestState +from helm.benchmark.scenarios.scenario import TRAIN_SPLIT, Instance +from helm.benchmark.window_services.window_service import EncodeResult +from helm.common.tokenization_request import TokenizationToken + + +# in the prompt templates for EHR instructions, this is the placeholder for the EHR part +# which we use to compute accurate tokenized sequence lengths +PROMPT_TEMPLATE_EHR_PLACEHOLDER = "{ehr}" + + +class EHRInstructionAdapter(GenerationAdapter): + """ + Each instance consists of the following: + + EHRInstructionInput: + question: the question to answer or instruction to follow + ehr: the XML-tagged EHR to use as context to answer the question + prompt_template: a string template for how to combine the question + ehr + + Reference output: + text: the 'golden' clinician response to the question + + This Adapter combines the above into RequestStates with logic to truncate the EHR specifically + to fit in the context window with enough room for the instruction/question and the specified + amount of generated tokens. + """ + + def adapt(self, instances: List[Instance], parallelism: int) -> List[RequestState]: + """ + Main adaptation method which takes all instances and turns them into `RequestState` objects. + """ + # sanity check, since for now we assume that there are no training instances at all + if any(instance.split == TRAIN_SPLIT for instance in instances): + raise RuntimeError(f"Got train instances for {self.__class__.__name__} - expected only eval instances.") + + # use superclass implementation here + return super().adapt(instances, parallelism) + + def construct_prompt( + self, + train_instances: List[Instance], # unused + eval_instance: Instance, + include_output: bool, # unused + reference_index: Optional[int], # unused + ) -> Prompt: + """ + Uses the instance to construct a prompt for a given eval instance. + + Parameters + ---------- + eval_instance: Instance + the instance we wish to use to construct the prompt + """ + # start by simply getting the inputs + question = eval_instance.input.text + assert eval_instance.extra_data is not None + ehr_text: str = eval_instance.extra_data["ehr"] + prompt_template: str = eval_instance.extra_data["prompt_template"] + full_prompt_text = prompt_template.format(question=question, ehr=ehr_text) + + # insert the question and see how many tokens we have so far + prompt_with_instr_no_ehr_placeholder = prompt_template.format(question=question, ehr="") + num_tokens_no_ehr = self.window_service.get_num_tokens(prompt_with_instr_no_ehr_placeholder) + + # number of tokens we can allow the EHR part to be + target_ehr_num_tokens = ( + self.window_service.max_request_length - self.adapter_spec.max_tokens - num_tokens_no_ehr + ) + + # round-trip tokenization to get the correct token length we need + # NOTE: we truncate from the left side so that the most recent pieces of the EHR are included in the context + # as opposed to the canonical way of truncating from the right. This is done to match the MedAlign method. + full_ehr_tokens: EncodeResult = self.window_service.encode(ehr_text, max_length=None, truncation=False) + truncated_ehr_tokens: List[TokenizationToken] = full_ehr_tokens.tokens[-target_ehr_num_tokens:] + ehr_truncated: str + ehr_truncated = self.window_service.decode(truncated_ehr_tokens) + + # create the truncated prompt + truncated_prompt_text = prompt_template.format(question=question, ehr=ehr_truncated) + num_truncations = 1 + while ( + num_extra_tokens := self.adapter_spec.max_tokens + + self.window_service.get_num_tokens(truncated_prompt_text) + - self.window_service.max_request_length + ) > 0: + truncated_ehr_tokens = truncated_ehr_tokens[num_extra_tokens:] + ehr_truncated = self.window_service.decode(truncated_ehr_tokens) + truncated_prompt_text = prompt_template.format(question=question, ehr=ehr_truncated) + num_truncations += 1 + + # naively construct the full non-truncated prompt + prompt = Prompt( + global_prefix=self.adapter_spec.global_prefix, + global_suffix=self.adapter_spec.global_suffix, + instance_prefix=self.adapter_spec.instance_prefix, + substitutions=self.adapter_spec.substitutions, + instructions_block=self.adapter_spec.instructions, + train_instance_blocks=[], + eval_instance_block=full_prompt_text, + truncated_text=truncated_prompt_text, + ) + + return prompt diff --git a/src/helm/benchmark/annotation/czech_bank_qa_annotator.py b/src/helm/benchmark/annotation/czech_bank_qa_annotator.py index bc7052fb1b2..d1d458b90a5 100644 --- a/src/helm/benchmark/annotation/czech_bank_qa_annotator.py +++ b/src/helm/benchmark/annotation/czech_bank_qa_annotator.py @@ -1,9 +1,11 @@ +import os import sqlite3 import threading from typing import Any, Optional, Tuple from helm.benchmark.adaptation.request_state import RequestState from helm.benchmark.annotation.annotator import Annotator +from helm.common.general import ensure_directory_exists, ensure_file_downloaded class CzechBankQAAnnotator(Annotator): @@ -13,9 +15,19 @@ class CzechBankQAAnnotator(Annotator): name = "czech_bank_qa" + DATABASE_SOURCE_URL = ( + "https://huggingface.co/datasets/yifanmai/czech_bank_qa/resolve/main/czech_bank.db?download=true" + ) + def __init__(self, file_storage_path: str): super().__init__() - database = sqlite3.connect("/home/yifanmai/oss/helm/czech_bank/czech_bank.db") + + cache_dir = os.path.join(file_storage_path, "data") + ensure_directory_exists(cache_dir) + file_name = "czech_bank.db" + file_path = os.path.join(cache_dir, file_name) + ensure_file_downloaded(source_url=CzechBankQAAnnotator.DATABASE_SOURCE_URL, target_path=file_path) + database = sqlite3.connect(file_path) # csv_files_dir = "/home/yifanmai/oss/helm-scenarios/1999-czech-bank" # # table_name_to_file_name = { @@ -38,7 +50,6 @@ def __init__(self, file_storage_path: str): self.database = database self.lock = threading.Lock() - print("done iwth init") def get_result(self, query: str) -> Tuple[Optional[str], Optional[str]]: result: Optional[str] = None diff --git a/src/helm/benchmark/annotation/live_qa_annotator.py b/src/helm/benchmark/annotation/live_qa_annotator.py index bfd1addc3fc..51059cef6a2 100644 --- a/src/helm/benchmark/annotation/live_qa_annotator.py +++ b/src/helm/benchmark/annotation/live_qa_annotator.py @@ -5,7 +5,7 @@ from helm.common.general import ensure_directory_exists from helm.benchmark.adaptation.request_state import RequestState from helm.benchmark.annotation.annotator import Annotator -from helm.benchmark.annotation.score_util import score_with_reasoning +from helm.benchmark.annotation.model_as_judge import score_with_reasoning from helm.clients.auto_client import AutoClient PROMPT_TEMPLATE = """You are a medical judge will be given a user request and a model response to that request. diff --git a/src/helm/benchmark/annotation/omni_math_annotator.py b/src/helm/benchmark/annotation/omni_math_annotator.py index 6081c376bb0..149402ac393 100644 --- a/src/helm/benchmark/annotation/omni_math_annotator.py +++ b/src/helm/benchmark/annotation/omni_math_annotator.py @@ -29,7 +29,7 @@ class OmniMATHAnnotator(Annotator): def __init__(self, auto_client: AutoClient): self._auto_client = auto_client - template_path = files("src.helm.benchmark.annotation.omni_math").joinpath("gpt_evaluation_template.txt") + template_path = files("helm.benchmark.annotation.omni_math").joinpath("gpt_evaluation_template.txt") with template_path.open("r") as file: self._score_template = file.read() diff --git a/src/helm/benchmark/annotation/wildbench_annotator.py b/src/helm/benchmark/annotation/wildbench_annotator.py index 20de62181c9..94c9f4cd5d5 100644 --- a/src/helm/benchmark/annotation/wildbench_annotator.py +++ b/src/helm/benchmark/annotation/wildbench_annotator.py @@ -1,5 +1,6 @@ import re from typing import Any +from importlib.resources import files from helm.benchmark.adaptation.request_state import RequestState from helm.benchmark.annotation.annotator import Annotator @@ -14,7 +15,8 @@ class WildBenchAnnotator(Annotator): def __init__(self, auto_client: AutoClient): self._auto_client = auto_client - with open("src/helm/benchmark/annotation/wildbench/eval_template.score.v2.md") as f: + template_path = files("helm.benchmark.annotation.wildbench").joinpath("eval_template.score.v2.md") + with template_path.open("r") as f: self._score_template = f.read() self._pattern = re.compile( r'"strengths"\s*:\s*"(.*?)"\s*,\s*"weaknesses"\s*:\s*"(.*?)"\s*,\s*"score"\s*:\s*(".*?"|\d+)', re.DOTALL diff --git a/src/helm/benchmark/metrics/comet_metric.py b/src/helm/benchmark/metrics/comet_metric.py new file mode 100644 index 00000000000..048eebd4c46 --- /dev/null +++ b/src/helm/benchmark/metrics/comet_metric.py @@ -0,0 +1,125 @@ +import logging +from typing import List + +import comet +from torch import nn + +from helm.benchmark.adaptation.adapter_spec import AdapterSpec +from helm.benchmark.adaptation.request_state import RequestState +from helm.benchmark.adaptation.scenario_state import ScenarioState +from helm.benchmark.metrics.metric import Metric, MetricResult +from helm.benchmark.metrics.metric_name import MetricName +from helm.benchmark.metrics.metric_service import MetricService +from helm.benchmark.metrics.statistic import Stat +from helm.common.hierarchical_logger import hlog +from helm.common.request import RequestResult + + +class CometMetric(Metric): + """COMET machine translation metric using a regression model. + The model takes a triplet of source sentence, translation, and reference + and computes a score in the range [0, 1] reflecting the quality of the predicted + translation. + + Paper: + @inproceedings{rei-etal-2022-comet, + title = "{COMET}-22: Unbabel-{IST} 2022 Submission for the Metrics Shared Task", + author = "Rei, Ricardo and + C. de Souza, Jos{\'e} G. and + Alves, Duarte and + Zerva, Chrysoula and + Farinha, Ana C and + Glushkova, Taisiya and + Lavie, Alon and + Coheur, Luisa and + Martins, Andr{\'e} F. T.", + editor = {Koehn, Philipp and + Barrault, Lo{\"\i}c and + Bojar, Ond{\v{r}}ej and + Bougares, Fethi and + Chatterjee, Rajen and + Costa-juss{\`a}, Marta R. and + Federmann, Christian and + Fishel, Mark and + Fraser, Alexander and + Freitag, Markus and + Graham, Yvette and + Grundkiewicz, Roman and + Guzman, Paco and + Haddow, Barry and + Huck, Matthias and + Jimeno Yepes, Antonio and + Kocmi, Tom and + Martins, Andr{\'e} and + Morishita, Makoto and + Monz, Christof and + Nagata, Masaaki and + Nakazawa, Toshiaki and + Negri, Matteo and + N{\'e}v{\'e}ol, Aur{\'e}lie and + Neves, Mariana and + Popel, Martin and + Turchi, Marco and + Zampieri, Marcos}, + booktitle = "Proceedings of the Seventh Conference on Machine Translation (WMT)", + month = dec, + year = "2022", + publisher = "Association for Computational Linguistics", + url = "https://aclanthology.org/2022.wmt-1.52", + } + """ + + METRIC_NAME = "comet" + + def __init__(self, task: str, model_name: str = "Unbabel/wmt22-comet-da", device: str = "cpu"): + self.model_name = model_name + self.comet_scorer: nn.Module = self._load_model(model_name) + self.num_gpus = 0 if device == "cpu" else 1 + + # suppress warnings from PyTorch Lightning which spams terminal + logging.getLogger("lightning.pytorch.utilities.rank_zero").setLevel(logging.WARNING) + logging.getLogger("lightning.pytorch.accelerators.cuda").setLevel(logging.WARNING) + + @staticmethod + def _load_model(model_name: str) -> nn.Module: + """Load Comet model from the checkpoint. + + Returns: + The loaded model. + """ + return comet.load_from_checkpoint(comet.download_model(model_name)) + + def evaluate( + self, scenario_state: ScenarioState, metric_service: MetricService, eval_cache_path: str, parallelism: int + ) -> MetricResult: + hlog( + f"Setting parallelism from {parallelism} to 1, since " + f"evaluating {self.__class__.__name__} with parallelism > 1 seg faults." + ) + return super().evaluate(scenario_state, metric_service, eval_cache_path, parallelism=1) + + def evaluate_generation( + self, + adapter_spec: AdapterSpec, + request_state: RequestState, + metric_service: MetricService, + eval_cache_path: str, + ) -> List[Stat]: + """Compute the COMET score for this instance""" + assert len(request_state.instance.references) == 1 + ref = request_state.instance.references[0].output.text + src = request_state.instance.input.text + + result = request_state.result + if not isinstance(result, RequestResult): + raise TypeError(f"Expected a valid result, but got {result}!") + mt = result.completions[0].text.strip() + + # comet requires this exac5 format + data = [dict(ref=ref, src=src, mt=mt)] + output = self.comet_scorer.predict(data, gpus=self.num_gpus, progress_bar=False) # type: ignore + comet_score = output[0][0] # extract the actual score + + metric_result = [Stat(MetricName(self.METRIC_NAME)).add(comet_score)] + + return metric_result diff --git a/src/helm/benchmark/presentation/run_entries_capabilities.conf b/src/helm/benchmark/presentation/run_entries_capabilities.conf new file mode 100644 index 00000000000..724e62e6885 --- /dev/null +++ b/src/helm/benchmark/presentation/run_entries_capabilities.conf @@ -0,0 +1,10 @@ +# Scenarios for HELM Capabilities. + +entries: [ + {description: "mmlu_pro:use_chain_of_thought=true,subject=business,model=text", priority: 1} + {description: "gpqa:subset=main,use_chain_of_thought=true,model=text", priority: 1} + {description: "ifeval:model=text", priority: 1} + {description: "wildbench:subset=v2,model=text", priority: 1} + {description: "bigcodebench:version=v0.1.2,model=text", priority: 1} + {description: "omni_math:model=text", priority: 1} +] diff --git a/src/helm/benchmark/presentation/run_entries_lite_20240424_nova.conf b/src/helm/benchmark/presentation/run_entries_lite_20240424_nova.conf new file mode 100644 index 00000000000..31aebf7554c --- /dev/null +++ b/src/helm/benchmark/presentation/run_entries_lite_20240424_nova.conf @@ -0,0 +1,54 @@ +# Alternate version of run_entries_lite_20240424_output_format_instructions.conf that: +# - provides extra instructions for LegalBench +# - provides instructions to omit the output noun for LegalBench +# - omits asking for boolean answers for natural_qa +# Prefer using run_entries_lite_20240424_output_format_instructions.conf instead. + +entries: [ + # NarrativeQA + {description: "narrative_qa:model=text,output_format_instructions=narrative_qa", priority: 1} + + # NaturalQuestions + {description: "natural_qa:model=text,mode=openbook_longans,output_format_instructions=natural_qa_short_answer_no_prefix", priority: 1} + {description: "natural_qa:model=text,mode=closedbook,output_format_instructions=natural_qa_short_answer_no_prefix", priority: 1} + + # OpenbookQA + {description: "commonsense:model=text_code,dataset=openbookqa,method=multiple_choice_joint,output_format_instructions=openbookqa", priority: 1} + + # MMLU + {description: "mmlu:model=text,subject=abstract_algebra,output_format_instructions=mmlu", priority: 2} + {description: "mmlu:model=text,subject=college_chemistry,output_format_instructions=mmlu", priority: 2} + {description: "mmlu:model=text,subject=computer_security,output_format_instructions=mmlu", priority: 2} + {description: "mmlu:model=text,subject=econometrics,output_format_instructions=mmlu", priority: 2} + {description: "mmlu:model=text,subject=us_foreign_policy,output_format_instructions=mmlu", priority: 2} + + # MATH + {description: "math:model=text_code,subject=number_theory,level=1,use_chain_of_thought=True", priority: 2} + {description: "math:model=text_code,subject=intermediate_algebra,level=1,use_chain_of_thought=True", priority: 2} + {description: "math:model=text_code,subject=algebra,level=1,use_chain_of_thought=True", priority: 2} + {description: "math:model=text_code,subject=prealgebra,level=1,use_chain_of_thought=True", priority: 2} + {description: "math:model=text_code,subject=geometry,level=1,use_chain_of_thought=True", priority: 2} + {description: "math:model=text_code,subject=counting_and_probability,level=1,use_chain_of_thought=True", priority: 2} + {description: "math:model=text_code,subject=precalculus,level=1,use_chain_of_thought=True", priority: 2} + + # GSM + {description: "gsm:model=text_code,stop=none", priority: 2} + + # LegalBench + {description: "legalbench:model=text_code,subset=abercrombie,output_format_instructions=legalbench_no_prefix,stop=none", priority: 2} + {description: "legalbench:model=text_code,subset=corporate_lobbying,output_format_instructions=legalbench_no_prefix,stop=none", priority: 2} + {description: "legalbench:model=text_code,subset=international_citizenship_questions,output_format_instructions=legalbench_no_prefix,stop=none", priority: 2} + {description: "legalbench:model=text_code,subset=function_of_decision_section,output_format_instructions=legalbench_no_prefix,stop=none", priority: 2} + {description: "legalbench:model=text_code,subset=proa,output_format_instructions=legalbench_no_prefix,stop=none", priority: 2} + + # MedQA + {description: "med_qa:model=text_code,output_format_instructions=med_qa", priority: 2} + +# # WMT14 + {description: "wmt_14:language_pair=cs-en,model=text,output_format_instructions=wmt_14", priority: 2} + {description: "wmt_14:language_pair=de-en,model=text,output_format_instructions=wmt_14", priority: 2} + {description: "wmt_14:language_pair=fr-en,model=text,output_format_instructions=wmt_14", priority: 2} + {description: "wmt_14:language_pair=hi-en,model=text,output_format_instructions=wmt_14", priority: 2} + {description: "wmt_14:language_pair=ru-en,model=text,output_format_instructions=wmt_14", priority: 2} +] + diff --git a/src/helm/benchmark/run_expander.py b/src/helm/benchmark/run_expander.py index 8f72a836242..b593fd09bcf 100644 --- a/src/helm/benchmark/run_expander.py +++ b/src/helm/benchmark/run_expander.py @@ -1426,14 +1426,20 @@ class OutputFormatInstructions(RunExpander): name = "output_format_instructions" _SUFFIX_SUFFIX = "_suffix" + _NO_PREFIX_SUFFIX = "_no_prefix" def __init__(self, scenario: str): + self.suffix = False if scenario.endswith(OutputFormatInstructions._SUFFIX_SUFFIX): - self.scenario = scenario[: -len(OutputFormatInstructions._SUFFIX_SUFFIX)] + scenario = scenario.removesuffix(OutputFormatInstructions._SUFFIX_SUFFIX) self.suffix = True - else: - self.scenario = scenario - self.suffix = False + + self.no_prefix = False + if scenario.endswith(OutputFormatInstructions._NO_PREFIX_SUFFIX): + scenario = scenario.removesuffix(OutputFormatInstructions._NO_PREFIX_SUFFIX) + self.no_prefix = True + + self.scenario = scenario def expand(self, run_spec: RunSpec) -> List[RunSpec]: if run_spec.adapter_spec.method == ADAPT_MULTIPLE_CHOICE_JOINT: @@ -1454,6 +1460,8 @@ def expand(self, run_spec: RunSpec) -> List[RunSpec]: ) elif self.scenario == "natural_qa": instructions = "Answer with a short answer or a boolean 'yes' or 'no' answer." + elif self.scenario == "natural_qa_short_answer": + instructions = "Answer with a short answer." elif self.scenario == "legalbench": if output_noun != "Answer": instructions = f"Answer with the {output_noun.lower()}." @@ -1469,8 +1477,6 @@ def expand(self, run_spec: RunSpec) -> List[RunSpec]: instructions = "Answer with the English translation." elif self.scenario == "wmt_14_only_last_sentence": instructions = "Answer with only the English translation for the last sentence." - elif self.scenario == "wmt_14_no_prefix": - instructions = "Answer with the English translation. Do not include 'English:' in your answer." elif self.scenario == "math": instructions = "Wrap the final answer with the \\boxed{} command." elif self.scenario == "numeric_nlg": @@ -1487,6 +1493,11 @@ def expand(self, run_spec: RunSpec) -> List[RunSpec]: else: raise ValueError(f"Unknown scenario {self.scenario}") + if self.no_prefix: + if instructions: + instructions += " " + instructions += f"Do not include '{run_spec.adapter_spec.output_prefix.strip()}' in your answer." + if self.suffix: return [ replace( diff --git a/src/helm/benchmark/run_specs/classic_run_specs.py b/src/helm/benchmark/run_specs/classic_run_specs.py index b9e80e90b9d..630529a81f2 100644 --- a/src/helm/benchmark/run_specs/classic_run_specs.py +++ b/src/helm/benchmark/run_specs/classic_run_specs.py @@ -14,6 +14,7 @@ ADAPT_MULTIPLE_CHOICE_SEPARATE_ORIGINAL, ADAPT_RANKING_BINARY, AdapterSpec, + ADAPT_EHR_INSTRUCTION, ) from helm.benchmark.adaptation.adapters.binary_ranking_adapter import BinaryRankingAdapter from helm.benchmark.adaptation.common_adapter_specs import ( @@ -1218,6 +1219,41 @@ def get_medication_qa_spec() -> RunSpec: ) +def get_medalign_adapter_spec() -> AdapterSpec: + return AdapterSpec( + method=ADAPT_EHR_INSTRUCTION, + max_train_instances=0, + max_eval_instances=None, + num_outputs=1, + max_tokens=256, # MedAlign default number of generation tokens + ) + + +def get_comet_metric_specs(args: Dict[str, Any]) -> List[MetricSpec]: + return [MetricSpec(class_name="helm.benchmark.metrics.comet_metric.CometMetric", args=args)] + + +@run_spec_function("medalign") +def get_medalign_spec(prompt_template: str = "generic.txt") -> RunSpec: + from helm.common.gpu_utils import get_torch_device_name + + scenario_spec = ScenarioSpec( + class_name="helm.benchmark.scenarios.medalign_scenario.MedAlignScenario", + args={"prompt_template": prompt_template}, + ) + + adapter_spec = get_medalign_adapter_spec() + + metric_args = {"task": "medalign", "device": get_torch_device_name()} + return RunSpec( + name="medalign", + scenario_spec=scenario_spec, + adapter_spec=adapter_spec, + metric_specs=get_summarization_metric_specs(metric_args) + get_comet_metric_specs(metric_args), + groups=["medalign", "med_helm"], + ) + + @run_spec_function("lextreme") def get_lextreme_spec(subset: str) -> RunSpec: from helm.benchmark.scenarios.lextreme_scenario import ( diff --git a/src/helm/benchmark/run_specs/experimental_run_specs.py b/src/helm/benchmark/run_specs/experimental_run_specs.py index 0f142981c2c..c242b9db483 100644 --- a/src/helm/benchmark/run_specs/experimental_run_specs.py +++ b/src/helm/benchmark/run_specs/experimental_run_specs.py @@ -167,11 +167,12 @@ def get_autobencher_safety_spec() -> RunSpec: @run_spec_function("czech_bank_qa") -def get_czech_bank_qa_spec() -> RunSpec: +def get_czech_bank_qa_spec(config_name: str = "berka_queries_1024_2024_12_18") -> RunSpec: from helm.benchmark.scenarios.czech_bank_qa_scenario import CzechBankQAScenario scenario_spec = ScenarioSpec( - class_name="helm.benchmark.scenarios.czech_bank_qa_scenario.CzechBankQAScenario", args={} + class_name="helm.benchmark.scenarios.czech_bank_qa_scenario.CzechBankQAScenario", + args={"config_name": config_name}, ) adapter_spec = get_generation_adapter_spec( diff --git a/src/helm/benchmark/run_specs/lite_run_specs.py b/src/helm/benchmark/run_specs/lite_run_specs.py index 8615bf43f5f..6eb07e734b6 100644 --- a/src/helm/benchmark/run_specs/lite_run_specs.py +++ b/src/helm/benchmark/run_specs/lite_run_specs.py @@ -169,7 +169,7 @@ def get_mmlu_pro_spec(subject: str, use_chain_of_thought: str = "False", use_few name=f"mmlu_pro:subset={subject},use_chain_of_thought={use_chain_of_thought_bool}", scenario_spec=scenario_spec, adapter_spec=adapter_spec, - metric_specs=get_exact_match_metric_specs() + metric_specs=get_basic_metric_specs([]) + [ MetricSpec(class_name="helm.benchmark.metrics.chain_of_thought_metric.ChainOfThoughtMetric", args={}), ], @@ -375,62 +375,98 @@ def get_gpqa_spec(subset: str, use_chain_of_thought: str = "False", use_few_shot del use_chain_of_thought del use_few_shot + if not subset.startswith("gpqa_"): + subset = "gpqa_" + subset + scenario_spec = ScenarioSpec( class_name="helm.benchmark.scenarios.gpqa_scenario.GPQAScenario", args={"subset": subset} ) max_train_instance_num = 5 if use_few_shot_bool else 0 - if use_chain_of_thought_bool: - adapter_spec = get_multiple_choice_adapter_spec( - method=ADAPT_MULTIPLE_CHOICE_JOINT_CHAIN_OF_THOUGHT, - max_tokens=1000, # following original repo - max_train_instances=max_train_instance_num, - instructions=( - "Here are some example questions from experts. " - "An explanation is given before the final answer. " - "Answer the final question yourself, giving your reasoning beforehand." - ), - input_noun="Question", - input_suffix="\nChoices: \n", - reference_prefix="(A) ", - chain_of_thought_prefix="Let's think step by step: ", - chain_of_thought_suffix="The correct answer is ", - output_noun="", # will be overwritten with output_prefix - output_prefix="", - ) - return RunSpec( - name=f"gpqa:subset={subset},use_chain_of_thought={use_chain_of_thought_bool}", - scenario_spec=scenario_spec, - adapter_spec=adapter_spec, - metric_specs=get_exact_match_metric_specs() + if use_few_shot_bool: + if use_chain_of_thought_bool: + adapter_spec = get_multiple_choice_adapter_spec( + method=ADAPT_MULTIPLE_CHOICE_JOINT_CHAIN_OF_THOUGHT, + max_tokens=1000, # following original repo + max_train_instances=max_train_instance_num, + instructions=( + "Here are some example questions from experts. " + "An explanation is given before the final answer. " + "Answer the final question yourself, giving your reasoning beforehand." + ), + input_noun="Question", + input_suffix="\nChoices: \n", + reference_prefix="(A) ", + chain_of_thought_prefix="Let's think step by step: ", + chain_of_thought_suffix="The correct answer is ", + output_noun="", # will be overwritten with output_prefix + output_prefix="", + global_suffix=( + "Give step by step reasoning before you answer, and when you’re ready to answer, " + 'please use the format "The correct answer is (insert answer here)":' + ), + ) + else: + adapter_spec = get_multiple_choice_adapter_spec( + method=ADAPT_MULTIPLE_CHOICE_JOINT, + max_train_instances=max_train_instance_num, + instructions=( + "Here are some example questions from experts. " + "An explanation is given before the final answer. " + "Answer the final question yourself, giving your reasoning beforehand." + ), + input_noun="Question", + input_suffix="\nChoices: \n", + reference_prefix="(A) ", + output_noun="", # will be overwritten with output_prefix + output_prefix="The correct answer is ", + ) + else: + if use_chain_of_thought_bool: + adapter_spec = AdapterSpec( + method=ADAPT_MULTIPLE_CHOICE_JOINT_CHAIN_OF_THOUGHT, + max_train_instances=max_train_instance_num, + max_tokens=1000, + input_prefix="What is the correct answer to this question: ", + input_suffix="\nChoices:\n", + output_prefix="", + reference_prefix="(A) ", + global_suffix=( + "Let’s think step by step. Based on your reasoning, what is the single, " + "most likely answer choice? Format your response as follows: " + '"The correct answer is (insert answer here)".' + ), + ) + else: + adapter_spec = AdapterSpec( + method=ADAPT_MULTIPLE_CHOICE_JOINT, + max_train_instances=max_train_instance_num, + max_tokens=1000, + input_prefix="What is the correct answer to this question: ", + input_suffix="\nChoices:\n", + output_prefix="", + reference_prefix="(A) ", + global_suffix=("Format your response as follows: " '"The correct answer is (insert answer here)".'), + ) + + metric_specs = ( + ( + get_basic_metric_specs([]) + [ MetricSpec(class_name="helm.benchmark.metrics.chain_of_thought_metric.ChainOfThoughtMetric", args={}), - ], - groups=["gpqa"], - ) - else: - adapter_spec = get_multiple_choice_adapter_spec( - method=ADAPT_MULTIPLE_CHOICE_JOINT, - max_train_instances=max_train_instance_num, - instructions=( - "Here are some example questions from experts. " - "An explanation is given before the final answer. " - "Answer the final question yourself, giving your reasoning beforehand." - ), - input_noun="Question", - input_suffix="\nChoices: \n", - reference_prefix="(A) ", - output_noun="", # will be overwritten with output_prefix - output_prefix="The correct answer is ", + ] ) + if use_chain_of_thought_bool + else get_exact_match_metric_specs() + ) - return RunSpec( - name=f"gpqa:subset={subset},use_chain_of_thought={use_chain_of_thought_bool}", - scenario_spec=scenario_spec, - adapter_spec=adapter_spec, - metric_specs=get_exact_match_metric_specs(), - groups=["gpqa"], - ) + return RunSpec( + name=f"gpqa:subset={subset},use_chain_of_thought={use_chain_of_thought_bool}", + scenario_spec=scenario_spec, + adapter_spec=adapter_spec, + metric_specs=metric_specs, + groups=["gpqa"], + ) @run_spec_function("ifeval") diff --git a/src/helm/benchmark/run_specs/safety_run_specs.py b/src/helm/benchmark/run_specs/safety_run_specs.py index 29f8e7e7b2b..d2f1f840fc0 100644 --- a/src/helm/benchmark/run_specs/safety_run_specs.py +++ b/src/helm/benchmark/run_specs/safety_run_specs.py @@ -41,6 +41,43 @@ def get_harm_bench_spec() -> RunSpec: ) +@run_spec_function("harm_bench_gcg_transfer") +def get_harm_bench_gcg_transfer_spec() -> RunSpec: + adapter_spec = AdapterSpec( + method=ADAPT_GENERATION, + global_prefix="", + global_suffix="", + instructions="", + input_prefix="", + input_suffix="", + output_prefix="", + output_suffix="", + instance_prefix="", + max_train_instances=0, + num_outputs=1, + max_tokens=512, + temperature=0.0, + stop_sequences=[], + ) + scenario_spec = ScenarioSpec( + class_name="helm.benchmark.scenarios.harm_bench_gcg_transfer_scenario.HarmBenchGCGTransferScenario" + ) + annotator_specs = [AnnotatorSpec(class_name="helm.benchmark.annotation.harm_bench_annotator.HarmBenchAnnotator")] + metric_specs = [ + MetricSpec(class_name="helm.benchmark.metrics.safety_metrics.SafetyScoreMetric"), + MetricSpec(class_name="helm.benchmark.metrics.safety_metrics.SafetyBasicGenerationMetric"), + MetricSpec(class_name="helm.benchmark.metrics.basic_metrics.InstancesPerSplitMetric"), + ] + return RunSpec( + name="harm_bench_gcg_transfer", + scenario_spec=scenario_spec, + adapter_spec=adapter_spec, + metric_specs=metric_specs, + annotators=annotator_specs, + groups=["harm_bench_gcg_transfer"], + ) + + @run_spec_function("simple_safety_tests") def get_simple_safety_tests_spec() -> RunSpec: adapter_spec = AdapterSpec( diff --git a/src/helm/benchmark/run_specs/tweetsentbr_run_specs.py b/src/helm/benchmark/run_specs/tweetsentbr_run_specs.py new file mode 100644 index 00000000000..535cc7903d4 --- /dev/null +++ b/src/helm/benchmark/run_specs/tweetsentbr_run_specs.py @@ -0,0 +1,32 @@ +from helm.benchmark.adaptation.common_adapter_specs import get_generation_adapter_spec +from helm.benchmark.metrics.common_metric_specs import get_exact_match_metric_specs, get_classification_metric_specs +from helm.benchmark.run_spec import RunSpec, run_spec_function +from helm.benchmark.scenarios.scenario import ScenarioSpec + + +@run_spec_function("tweetsentbr") +def get_tweetsentbr_spec() -> RunSpec: + scenario_spec = ScenarioSpec( + class_name="helm.benchmark.scenarios.tweetsentbr_scenario.TweetSentBRScenario", args={} + ) + + adapter_spec = get_generation_adapter_spec( + instructions="""Classifique o tweet como "Positivo", "Neutro" ou "Negativo". + + Tweet: vocês viram a novela hoje? + Classe: Neutro + + Tweet: que vontade de comer pizza + Classe: Neutro + """, + input_noun="Tweet", + output_noun="Classe", + ) + + return RunSpec( + name="tweetsentbr", + scenario_spec=scenario_spec, + adapter_spec=adapter_spec, + metric_specs=get_exact_match_metric_specs() + get_classification_metric_specs(), + groups=["tweetsentbr"], + ) diff --git a/src/helm/benchmark/scenarios/czech_bank_qa_scenario.py b/src/helm/benchmark/scenarios/czech_bank_qa_scenario.py index 05338dd9510..f54cb835059 100644 --- a/src/helm/benchmark/scenarios/czech_bank_qa_scenario.py +++ b/src/helm/benchmark/scenarios/czech_bank_qa_scenario.py @@ -111,10 +111,16 @@ class CzechBankQAScenario(Scenario): description = "This is a list of SQL queries for a text-to-SQL task over the Czech Bank 1999 dataset." tags = ["text_to_sql"] + def __init__(self, config_name: str): + super().__init__() + self.config_name = config_name + def get_instances(self, output_path: str) -> List[Instance]: cache_dir = os.path.join(output_path, "data") ensure_directory_exists(cache_dir) - dataset = datasets.load_dataset("yifanmai/czech_bank_qa", split="test", cache_dir=cache_dir) + dataset = datasets.load_dataset( + "yifanmai/czech_bank_qa", name=self.config_name, split="test", cache_dir=cache_dir + ) instances: List[Instance] = [] for row in dataset: input = Input(text=row["description"]) diff --git a/src/helm/benchmark/scenarios/harm_bench_gcg_transfer_scenario.py b/src/helm/benchmark/scenarios/harm_bench_gcg_transfer_scenario.py new file mode 100644 index 00000000000..91f25833145 --- /dev/null +++ b/src/helm/benchmark/scenarios/harm_bench_gcg_transfer_scenario.py @@ -0,0 +1,50 @@ +import os +import pandas as pd +from typing import List + +from helm.common.general import ensure_file_downloaded + +from .scenario import Scenario, Instance, Input, TEST_SPLIT, Reference, Output + + +class HarmBenchGCGTransferScenario(Scenario): + """ + HarmBenchGCG-T is a standardized evaluation framework for automated red teaming. + HarmBench identifies key considerations previously unaccounted for in red teaming + evaluations and systematically designed prompts that meet these criteria. + + https://arxiv.org/abs/2402.04249 + """ + + name = "harm_bench_gcg_transfer" + description = "HarmBench GCG-T dataset - standard and contextual attacks" + tags = ["safety"] + + def get_instances(self, output_path: str) -> List[Instance]: + data_path = os.path.join(output_path, "data") + os.makedirs(data_path, exist_ok=True) + url = "https://raw.githubusercontent.com/farzaank/harmbench-gcg-ensembled/refs/heads/main/output.csv" # noqa: E501 + outf_path = os.path.join(data_path, "harmbench_gcg.csv") + ensure_file_downloaded( + source_url=url, + target_path=outf_path, + unpack=False, + ) + + df = pd.read_csv(outf_path) + + # Read all the instances + instances: List[Instance] = [] + # we take the direct_request template from HarmBench for simplicity + # see the example here + # https://github.com/centerforaisafety/HarmBench/blob/main/baselines/direct_request/direct_request.py + # + # in the future we can use other types of templates including various red team attacks + for i, row in df.iterrows(): + references = [Reference(output=Output(text="unsafe behavior"), tags=[])] + input_text = row["behavior_prompt"] + input = Input(text=input_text) + id = row["behavior_name"] + instance = Instance(input=input, split=TEST_SPLIT, references=references, id=id) + instances.append(instance) + return instances diff --git a/src/helm/benchmark/scenarios/medalign_scenario.py b/src/helm/benchmark/scenarios/medalign_scenario.py new file mode 100644 index 00000000000..c84846ceff1 --- /dev/null +++ b/src/helm/benchmark/scenarios/medalign_scenario.py @@ -0,0 +1,242 @@ +import os +from pathlib import Path +import re +from typing import Dict, List, Optional, Tuple, Union + +import pandas as pd + +from helm.benchmark.scenarios.scenario import ( + CORRECT_TAG, + TEST_SPLIT, + Input, + Instance, + Output, + Reference, + Scenario, +) + + +# /share/pi/nigam/data/MedAlign on Carina +EHR_BASE_PATH = "/local-scratch/shahlab/aunell/helm/medalign_data/ehr_unzipped/full_ehrs" +INSTRUCTIONS_PATH = "/local-scratch/shahlab/aunell/helm/medalign_data/ehr-relevance-labels.csv" +CLINICIAN_RESPONSES_PATH = "/local-scratch/shahlab/aunell/helm/medalign_data/clinician-instruction-responses.csv" +PROMPT_TEMPLATES_BASE_PATH = "/local-scratch/shahlab/aunell/helm/medalign_data/prompt_templates/" + + +def extract_patient_id_from_fname(fname: str) -> Optional[int]: + """ + Extracts and returns the patient ID from a given filename. + + The function expects filenames in the format 'EHR_.xml', + where is a sequence of digits. + + Parameters: + fname (str): The filename from which to extract the patient ID. + + Returns: + Optional[int]: The extracted patient ID as an integer, or None if + the filename doesn't match the expected format. + """ + regex_result = re.search(r"EHR_(\d+)\.xml", fname) + if regex_result is None: + return None + return int(regex_result.group(1)) + + +def get_ehrs(path_to_ehrs: str) -> Dict[int, str]: + """ + Builds a map from Instruction ID to EHR (Electronic Health Record) timeline. + + EHR timelines are in string format and EHR files are read in from the + user-specified directory. Each file in the directory should be named + 'EHR_.xml', where is a sequence of digits. + + See https://stanfordmedicine.box.com/s/r28wfwwude9rpjtu0szhzegmku8qv2pe + + Parameters: + path_to_ehrs (str): The path to the directory containing the EHR files. + + Returns: + Dict[int, str]: A dictionary mapping patient IDs to EHR timelines. + + Raises: + FileNotFoundError: If the specified directory does not exist. + """ + if not os.path.isdir(path_to_ehrs): + raise FileNotFoundError(f"The specified directory {path_to_ehrs} does not exist.") + + ehr_map = {} + for fname in os.listdir(path_to_ehrs): + pt_id = extract_patient_id_from_fname(fname) + if pt_id is None: + print(f"Warning: File '{fname}' does not match the expected format " "and will be skipped.") + continue + + file_path = os.path.join(path_to_ehrs, fname) + with open(file_path, encoding="utf-8", mode="r") as f: + ehr = f.read() + + ehr_map[pt_id] = ehr + return ehr_map + + +def get_instructions(path_to_instructions: str) -> Dict[int, Dict[str, Union[int, str]]]: + """ + Builds map from Instruction ID to instruction details + + The needed information for creating the map is accomplished by reading + a CSV file from the user-specified specified path. + + The CSV file is expected to contain at least the following columns: + - instruction_id: The ID of the instruction. + - question: The text of the instruction. + - person_id: The ID of the associated patient. + - is_selected_ehr: A flag indicating whether the instruction is selected. + + See https://stanfordmedicine.box.com/s/0om9qav2sklb9vaitn0ibye65vgbfx0e + + Parameters: + path_to_instructions (str): Path to CSV file containing instructions. + + Returns: + Dict[int, Dict[str, Any]]: A dictionary mapping instruction IDs to a + dictionary containing instruction text and associated patient ID. + + Raises: + FileNotFoundError: If the specified file does not exist. + ValueError: If the CSV file does not contain the expected columns. + """ + if not os.path.exists(path_to_instructions): + raise FileNotFoundError(f"The specified file {path_to_instructions} does not exist.") + + instructions_df = pd.read_csv(path_to_instructions) + required_columns = { + "instruction_id", + "question", + "person_id", + "is_selected_ehr", + } + if not required_columns.issubset(instructions_df.columns): + raise ValueError(f"The CSV file is missing one or more of the required columns: {required_columns}") + + selected_instructions_df = instructions_df.query("is_selected_ehr == 'yes'") + instructions_map = { + row["instruction_id"]: { + "instruction": row["question"], + "patient_id": row["person_id"], + } + for _, row in selected_instructions_df.iterrows() + } + return instructions_map + + +class MedAlignScenario(Scenario): + """Scenario defining the MedAlign task as defined in the following work by Fleming et al: + @article{fleming2023medalign, + title={MedAlign: A Clinician-Generated Dataset for Instruction Following with Electronic Medical Records}, + author={Scott L. Fleming + and Alejandro Lozano + and William J. Haberkorn + and Jenelle A. Jindal + and Eduardo P. Reis + and Rahul Thapa + and Louis Blankemeier + and Julian Z. Genkins + and Ethan Steinberg + and Ashwin Nayak + and Birju S. Patel + and Chia-Chun Chiang + and Alison Callahan + and Zepeng Huo + and Sergios Gatidis + and Scott J. Adams + and Oluseyi Fayanju + and Shreya J. Shah + and Thomas Savage + and Ethan Goh + and Akshay S. Chaudhari + and Nima Aghaeepour + and Christopher Sharp + and Michael A. Pfeffer + and Percy Liang + and Jonathan H. Chen + and Keith E. Morse + and Emma P. Brunskill + and Jason A. Fries + and Nigam H. Shah}, + journal={arXiv preprint arXiv:2308.14089}, + year={2023} + } + + Each instance includes: + - input: the instruction and patient record + - reference: the clinical 'gold standard' completion for the instruction for the given patient record + + This is a clinical instruction-following task, wherein a generative language model must follow + the instructions using the provided patient record. As explained in the MedAlign work, each example + is guaranteed to be completable for the given patient record. + + This task is evaluated using COMET and BERTScore metrics. + """ + + name = "medalign" + description = "MedAlign clinical instruction following task and dataset" + tags = ["instruction_following", "generation"] + + def __init__(self, prompt_template: str = "generic.txt"): + super().__init__() + self.prompt_template = prompt_template + + def _load_dataset(self) -> Tuple[Dict[int, Dict[str, Union[int, str]]], Dict[int, str], pd.DataFrame]: + assert os.path.exists(INSTRUCTIONS_PATH) + assert os.path.exists(CLINICIAN_RESPONSES_PATH) + assert os.path.exists(EHR_BASE_PATH) + + instructions = get_instructions(INSTRUCTIONS_PATH) + ehrs = get_ehrs(EHR_BASE_PATH) + gold_df = pd.read_csv(CLINICIAN_RESPONSES_PATH) + + # required filtering to match MedAlign code. + # TODO: clean this up either in the data files or with better logic + gold_df = gold_df[gold_df.annotator_num == "Annotator_1"] + return instructions, ehrs, gold_df + + def get_instances(self, output_path: str) -> List[Instance]: + instructions, ehrs, clinician_responses_df = self._load_dataset() + prompt_template_path = Path(PROMPT_TEMPLATES_BASE_PATH) / self.prompt_template + if not (prompt_template_path.exists() and prompt_template_path.is_file()): + raise RuntimeError(f"Prompt template path {str(prompt_template_path)} not found!") + + with open(prompt_template_path, "r", encoding="utf-8") as fh: + prompt_template = fh.read() + + instances: List[Instance] = [] + for instruction_id, instruction_dict in instructions.items(): + # get the actual instruction + instruction: Union[str, int] = instruction_dict["instruction"] # question or task + + # get the patient EHR selected for this instruction + pt_id: Union[str, int] = instruction_dict["patient_id"] + relevant_ehr = ehrs[pt_id] # type: ignore + + # get the clinican response which serves as the reference + clinician_response_rows = list( + clinician_responses_df[clinician_responses_df.instruction_id == instruction_id].iterrows() + ) + assert len(clinician_response_rows) == 1 + clinician_response = clinician_response_rows[0][1].clinician_response + + instances.append( + Instance( + input=Input( + text=instruction, # type: ignore + ), + references=[Reference(Output(clinician_response), tags=[CORRECT_TAG])], + extra_data={ + "prompt_template": prompt_template, + "ehr": relevant_ehr, + }, + split=TEST_SPLIT, + ) + ) + return instances diff --git a/src/helm/benchmark/scenarios/test_czech_bank_qa_scenario.py b/src/helm/benchmark/scenarios/test_czech_bank_qa_scenario.py index 211677b4941..7215debff50 100644 --- a/src/helm/benchmark/scenarios/test_czech_bank_qa_scenario.py +++ b/src/helm/benchmark/scenarios/test_czech_bank_qa_scenario.py @@ -7,7 +7,7 @@ @pytest.mark.scenarios def test_czech_bank_qa_scenario_get_instances(): - scenario = CzechBankQAScenario() + scenario = CzechBankQAScenario(config_name="default") with TemporaryDirectory() as tmpdir: actual_instances = scenario.get_instances(tmpdir) assert len(actual_instances) == 30 diff --git a/src/helm/benchmark/scenarios/test_tweetsentbr_scenario.py b/src/helm/benchmark/scenarios/test_tweetsentbr_scenario.py new file mode 100644 index 00000000000..a7485c61784 --- /dev/null +++ b/src/helm/benchmark/scenarios/test_tweetsentbr_scenario.py @@ -0,0 +1,24 @@ +import pytest +from tempfile import TemporaryDirectory + +from helm.benchmark.scenarios.tweetsentbr_scenario import TweetSentBRScenario +from helm.benchmark.scenarios.scenario import TRAIN_SPLIT, CORRECT_TAG, Output, Reference + + +@pytest.mark.scenarios +def test_tweetsentbr_scenario(): + tweetsentbr = TweetSentBRScenario() + with TemporaryDirectory() as tmpdir: + instances = tweetsentbr.get_instances(tmpdir) + assert len(instances) == 2085 + assert instances[0].split == TRAIN_SPLIT + + assert instances[0].input.text.startswith("joca tá com a corda toda 😂 😂 😂 😂") + assert len(instances[0].input.text) == 32 + + assert instances[0].references == [ + Reference( + output=Output(text="Positivo"), + tags=[CORRECT_TAG], + ) + ] diff --git a/src/helm/benchmark/scenarios/tweetsentbr_scenario.py b/src/helm/benchmark/scenarios/tweetsentbr_scenario.py new file mode 100644 index 00000000000..10e46a117a0 --- /dev/null +++ b/src/helm/benchmark/scenarios/tweetsentbr_scenario.py @@ -0,0 +1,66 @@ +from typing import Any, List, Dict +from pathlib import Path +from datasets import load_dataset +from helm.common.hierarchical_logger import hlog +from helm.benchmark.scenarios.scenario import ( + Scenario, + Instance, + Reference, + TRAIN_SPLIT, + TEST_SPLIT, + CORRECT_TAG, + Input, + Output, +) + + +class TweetSentBRScenario(Scenario): + """ + TweetSentBR is a corpus of Tweets in Brazilian Portuguese. It was labeled by several + annotators following steps stablished on the literature for improving reliability on + the task of Sentiment Analysis. Each Tweet was annotated in one of the three following classes: + + Positive - tweets where a user meant a positive reaction or evaluation about the main topic on the post; + Negative - tweets where a user meant a negative reaction or evaluation about the main topic on the post; + Neutral - tweets not belonging to any of the last classes, usually not making a point, out of topic, + irrelevant, confusing or containing only objective data. + + This dataset is a subset of the tweetSentBR, it contains only 75 samples from the training set + and all 2.000+ instances of the test set. This is meant for evaluating language models in a few-shot setting. + """ + + name = "simple_classification" + description = "Classify tweets into Positive, Negative or Neutral." + tags = ["classification"] + + def process_dataset(self, dataset: Any, split: str) -> List[Instance]: + instances: List[Instance] = [] + label_names = {"Positive": "Positivo", "Negative": "Negativo", "Neutral": "Neutro"} + for example in dataset[split]: + input = Input(text=example["sentence"]) + # NOTE: For classification scenarios, the reference outputs should be the same + # for all instances, and should include both correct and incorrect classes. + # HELM only supports single-label classification. Exactly one reference + # should have the CORRECT_TAG tag. + references = [ + Reference(Output(text=label_names[example["label"]]), tags=[CORRECT_TAG]), + ] + instance = Instance(input=input, references=references, split=split) + instances.append(instance) + return instances + + def get_instances(self, output_path: str) -> List[Instance]: + instances: List[Instance] = [] + cache_dir = str(Path(output_path) / "data") + dataset = load_dataset("eduagarcia/tweetsentbr_fewshot", cache_dir=cache_dir) + splits: Dict[str, str] = { + "train": TRAIN_SPLIT, + "test": TEST_SPLIT, + } + for split in splits: + if split not in splits.keys(): + hlog(f"{split} split doesn't exist, skipping") + continue + instances.extend(self.process_dataset(dataset, splits[split])) + + return instances diff --git a/src/helm/benchmark/static/schema_lite_v2.yaml b/src/helm/benchmark/static/schema_lite_v2.yaml index f94518eb379..35b30c5d214 100644 --- a/src/helm/benchmark/static/schema_lite_v2.yaml +++ b/src/helm/benchmark/static/schema_lite_v2.yaml @@ -96,7 +96,7 @@ metrics: - name: chain_of_thought_correctness display_name: COT correct short_display_name: COT correct - description: Allows to do evaluation using chain of thought for mmlu pro and gpqa. + description: Fraction of correct answers after chain of thought lower_is_better: false - name: wildbench_score display_name: WildBench Score @@ -168,7 +168,7 @@ run_groups: - efficiency - general_information environment: - main_name: exact_match # non-CoT + main_name: chain_of_thought_correctness main_split: test taxonomy: task: "?" @@ -185,7 +185,7 @@ run_groups: - efficiency - general_information environment: - main_name: chain_of_thought_correct + main_name: chain_of_thought_correctness main_split: test taxonomy: task: "question answering" diff --git a/src/helm/benchmark/static/schema_medical.yaml b/src/helm/benchmark/static/schema_medical.yaml index cd37759ea38..aff838dc236 100644 --- a/src/helm/benchmark/static/schema_medical.yaml +++ b/src/helm/benchmark/static/schema_medical.yaml @@ -82,6 +82,15 @@ metrics: display_name: Judge Score description: LLM-as-judge score lower_is_better: false + - name: comet + display_name: COMET Score + short_display_name: comet + description: A model-based score of similarity of a machine translation based on a source, predicted translation, and reference translation. + lower_is_better: false + - name: BERTScore-F + display_name: BERTScore F1 + description: BERTScore F1 score. + lower_is_better: false # Toxicity metrics - name: expected_max_toxicity @@ -150,6 +159,7 @@ run_groups: - mmlu - live_qa - medication_qa + - medalign - name: med_qa display_name: MedQA @@ -253,3 +263,18 @@ run_groups: who: n/a when: n/a language: English + - name: medalign + display_name: MedAlign + short_display_name: MedAlign + description: A question answering dataset for clinical questions, each paired with a relevant patient EHR and a clinician-generated gold response. + metric_groups: + - accuracy + environment: + main_name: BERTScore-F + main_split: test + taxonomy: + task: question answering + what: "?" + who: "?" + when: "?" + language: English \ No newline at end of file diff --git a/src/helm/benchmark/static/schema_safety.yaml b/src/helm/benchmark/static/schema_safety.yaml index dd6cf0eec3a..f66fb46852a 100644 --- a/src/helm/benchmark/static/schema_safety.yaml +++ b/src/helm/benchmark/static/schema_safety.yaml @@ -171,6 +171,7 @@ run_groups: description: Scenarios for the model safety category: All scenarios subgroups: + # - harm_bench_gcg_transfer - harm_bench - simple_safety_tests - bbq @@ -194,6 +195,23 @@ run_groups: when: n/a language: English + - name: harm_bench_gcg_transfer + display_name: HarmBenchGCGTransfer + description: HarmBenchGCGTransfer + metric_groups: + - accuracy + - general_information + - annotation_metrics + environment: + main_name: safety_score + main_split: test + taxonomy: + task: question answering + what: n/a + who: n/a + when: n/a + language: English + - name: simple_safety_tests display_name: SimpleSafetyTests description: SimpleSafetyTests diff --git a/src/helm/benchmark/static/schema_tweetsentbr.yaml b/src/helm/benchmark/static/schema_tweetsentbr.yaml new file mode 100644 index 00000000000..eb721ffd48c --- /dev/null +++ b/src/helm/benchmark/static/schema_tweetsentbr.yaml @@ -0,0 +1,146 @@ +############################################################ +metrics: + # Infrastructure metrics: + - name: num_perplexity_tokens + display_name: '# tokens' + description: Average number of tokens in the predicted output (for language modeling, the input too). + - name: num_bytes + display_name: '# bytes' + description: Average number of bytes in the predicted output (for language modeling, the input too). + + - name: num_references + display_name: '# ref' + description: Number of references. + - name: num_train_trials + display_name: '# trials' + description: Number of trials, where in each trial we choose an independent, random set of training instances. + - name: estimated_num_tokens_cost + display_name: 'cost' + description: An estimate of the number of tokens (including prompt and output completions) needed to perform the request. + - name: num_prompt_tokens + display_name: '# prompt tokens' + description: Number of tokens in the prompt. + - name: num_prompt_characters + display_name: '# prompt chars' + description: Number of characters in the prompt. + - name: num_completion_tokens + display_name: '# completion tokens' + description: Actual number of completion tokens (over all completions). + - name: num_output_tokens + display_name: '# output tokens' + description: Actual number of output tokens. + - name: max_num_output_tokens + display_name: 'Max output tokens' + description: Maximum number of output tokens (overestimate since we might stop earlier due to stop sequences). + - name: num_requests + display_name: '# requests' + description: Number of distinct API requests. + - name: num_instances + display_name: '# eval' + description: Number of evaluation instances. + - name: num_train_instances + display_name: '# train' + description: Number of training instances (e.g., in-context examples). + - name: prompt_truncated + display_name: truncated + description: Fraction of instances where the prompt itself was truncated (implies that there were no in-context examples). + - name: finish_reason_length + display_name: finish b/c length + description: Fraction of instances where the the output was terminated because of the max tokens limit. + - name: finish_reason_stop + display_name: finish b/c stop + description: Fraction of instances where the the output was terminated because of the stop sequences. + - name: finish_reason_endoftext + display_name: finish b/c endoftext + description: Fraction of instances where the the output was terminated because the end of text token was generated. + - name: finish_reason_unknown + display_name: finish b/c unknown + description: Fraction of instances where the the output was terminated for unknown reasons. + - name: num_completions + display_name: '# completions' + description: Number of completions. + - name: predicted_index + display_name: Predicted index + description: Integer index of the reference (0, 1, ...) that was predicted by the model (for multiple-choice). + + # Accuracy metrics: + - name: exact_match + display_name: Exact match + short_display_name: EM + description: Fraction of instances that the predicted output matches a correct reference exactly. + lower_is_better: false + - name: quasi_exact_match + display_name: Quasi-exact match + short_display_name: EM + description: Fraction of instances that the predicted output matches a correct reference up to light processing. + lower_is_better: false + - name: prefix_exact_match + display_name: Prefix exact match + short_display_name: PEM + description: Fraction of instances that the predicted output matches the prefix of a correct reference exactly. + lower_is_better: false + - name: quasi_prefix_exact_match + # TODO: should call this prefix_quasi_exact_match + display_name: Prefix quasi-exact match + short_display_name: PEM + description: Fraction of instances that the predicted output matches the prefix of a correct reference up to light processing. + lower_is_better: false + + +############################################################ +perturbations: [] + +############################################################ +metric_groups: + - name: accuracy + display_name: Accuracy + metrics: + - name: ${main_name} + split: ${main_split} + + - name: efficiency + display_name: Efficiency + metrics: + - name: inference_runtime + split: ${main_split} + + - name: general_information + display_name: General information + hide_win_rates: true + metrics: + - name: num_instances + split: ${main_split} + - name: num_train_instances + split: ${main_split} + - name: prompt_truncated + split: ${main_split} + - name: num_prompt_tokens + split: ${main_split} + - name: num_output_tokens + split: ${main_split} + +############################################################ +run_groups: + - name: core_scenarios + display_name: Core Scenarios + description: Core Scenarios + category: All scenarios + subgroups: + - tweetsentbr + + - name: tweetsentbr + display_name: TweetSentBR + description: TweetSentBR + metric_groups: + - accuracy + - efficiency + - general_information + environment: + main_name: exact_match + main_split: test + taxonomy: + task: "text classification" + what: "tweets with sentiments" + who: "?" + when: "2018" + language: Portuguese diff --git a/src/helm/benchmark/static_build/assets/index-15f51007.js b/src/helm/benchmark/static_build/assets/index-15f51007.js new file mode 100644 index 00000000000..7dd3636a226 --- /dev/null +++ b/src/helm/benchmark/static_build/assets/index-15f51007.js @@ -0,0 +1,10 @@ +import{r as i,a as Ze,L as b,O as es,d as ss,u as fe,f as Z,H as ts,h as ns,i as 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1;--tw-scale-y: 1;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}@keyframes modal-pop{0%{opacity:0}}@keyframes progress-loading{50%{background-position-x:-115%}}@keyframes radiomark{0%{box-shadow:0 0 0 12px hsl(var(--b1)) inset,0 0 0 12px hsl(var(--b1)) inset}50%{box-shadow:0 0 0 3px hsl(var(--b1)) inset,0 0 0 3px hsl(var(--b1)) inset}to{box-shadow:0 0 0 4px hsl(var(--b1)) inset,0 0 0 4px hsl(var(--b1)) inset}}.range:focus-visible::-webkit-slider-thumb{--focus-shadow: 0 0 0 6px hsl(var(--b1)) inset, 0 0 0 2rem hsl(var(--range-shdw)) inset}.range:focus-visible::-moz-range-thumb{--focus-shadow: 0 0 0 6px hsl(var(--b1)) inset, 0 0 0 2rem hsl(var(--range-shdw)) inset}.range::-webkit-slider-runnable-track{height:.5rem;width:100%;background-color:hsl(var(--bc) / .1);border-radius:var(--rounded-box, 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inset,var(--focus-shadow, 0 0),calc(var(--filler-size) * -1 - var(--filler-offset)) 0 0 var(--filler-size)}@keyframes rating-pop{0%{transform:translateY(-.125em)}40%{transform:translateY(-.125em)}to{transform:translateY(0)}}.select:focus{outline-style:solid;outline-width:2px;outline-offset:2px;outline-color:hsl(var(--bc) / .2)}.select-disabled,.select:disabled,.select[disabled]{cursor:not-allowed;--tw-border-opacity: 1;border-color:hsl(var(--b2) / var(--tw-border-opacity));--tw-bg-opacity: 1;background-color:hsl(var(--b2) / var(--tw-bg-opacity));--tw-text-opacity: .2}.select-disabled::-moz-placeholder,.select:disabled::-moz-placeholder,.select[disabled]::-moz-placeholder{color:hsl(var(--bc) / var(--tw-placeholder-opacity));--tw-placeholder-opacity: .2}.select-disabled::placeholder,.select:disabled::placeholder,.select[disabled]::placeholder{color:hsl(var(--bc) / var(--tw-placeholder-opacity));--tw-placeholder-opacity: .2}.select-multiple,.select[multiple],.select[size].select:not([size="1"]){background-image:none;padding-right:1rem}[dir=rtl] .select{background-position:calc(0% + 12px) calc(1px + 50%),calc(0% + 16px) calc(1px + 50%)}:where(.stats)>:not([hidden])~:not([hidden]){--tw-divide-x-reverse: 0;border-right-width:calc(1px * var(--tw-divide-x-reverse));border-left-width:calc(1px * calc(1 - var(--tw-divide-x-reverse)));--tw-divide-y-reverse: 0;border-top-width:calc(0px * calc(1 - var(--tw-divide-y-reverse)));border-bottom-width:calc(0px * var(--tw-divide-y-reverse))}.steps .step:before{top:0;grid-column-start:1;grid-row-start:1;height:.5rem;width:100%;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y));--tw-bg-opacity: 1;background-color:hsl(var(--b3) / var(--tw-bg-opacity));--tw-text-opacity: 1;color:hsl(var(--bc) / var(--tw-text-opacity));content:"";margin-left:-100%}.steps .step:after{content:counter(step);counter-increment:step;z-index:1;position:relative;grid-column-start:1;grid-row-start:1;display:grid;height:2rem;width:2rem;place-items:center;place-self:center;border-radius:9999px;--tw-bg-opacity: 1;background-color:hsl(var(--b3) / var(--tw-bg-opacity));--tw-text-opacity: 1;color:hsl(var(--bc) / var(--tw-text-opacity))}.steps .step:first-child:before{content:none}.steps .step[data-content]:after{content:attr(data-content)}.tab.tab-active:not(.tab-disabled):not([disabled]){border-color:hsl(var(--bc) / var(--tw-border-opacity));--tw-border-opacity: 1;--tw-text-opacity: 1}.tab:focus{outline:2px solid transparent;outline-offset:2px}.tab:focus-visible{outline:2px solid currentColor;outline-offset:-3px}.tab:focus-visible.tab-lifted{border-bottom-right-radius:var(--tab-radius, .5rem);border-bottom-left-radius:var(--tab-radius, .5rem)}.tab-disabled,.tab[disabled]{cursor:not-allowed;color:hsl(var(--bc) / var(--tw-text-opacity));--tw-text-opacity: .2}.tab-bordered{border-color:hsl(var(--bc) / var(--tw-border-opacity));--tw-border-opacity: .2;border-style:solid;border-bottom-width:calc(var(--tab-border, 1px) + 1px)}.tab-lifted.tab-active:not(.tab-disabled):not([disabled]){background-color:var(--tab-bg);border-width:var(--tab-border, 1px) var(--tab-border, 1px) 0 var(--tab-border, 1px);border-left-color:var(--tab-border-color);border-right-color:var(--tab-border-color);border-top-color:var(--tab-border-color);padding-left:calc(var(--tab-padding, 1rem) - var(--tab-border, 1px));padding-right:calc(var(--tab-padding, 1rem) - var(--tab-border, 1px));padding-bottom:var(--tab-border, 1px);padding-top:0}.tab-lifted.tab-active:not(.tab-disabled):not([disabled]):before,.tab-lifted.tab-active:not(.tab-disabled):not([disabled]):after{z-index:1;content:"";display:block;position:absolute;width:var(--tab-radius, .5rem);height:var(--tab-radius, .5rem);bottom:0;--tab-grad: calc(68% - var(--tab-border, 1px));--tab-corner-bg: radial-gradient( circle at var(--circle-pos), transparent var(--tab-grad), var(--tab-border-color) calc(var(--tab-grad) + .3px), var(--tab-border-color) calc(var(--tab-grad) + var(--tab-border, 1px)), var(--tab-bg) calc(var(--tab-grad) + var(--tab-border, 1px) + .3px) )}.tab-lifted.tab-active:not(.tab-disabled):not([disabled]):before{left:calc(var(--tab-radius, .5rem) * -1);--circle-pos: top left;background-image:var(--tab-corner-bg)}[dir=rtl] .tab-lifted.tab-active:not(.tab-disabled):not([disabled]):before{--circle-pos: top right}.tab-lifted.tab-active:not(.tab-disabled):not([disabled]):after{right:calc(var(--tab-radius, .5rem) * -1);--circle-pos: top right;background-image:var(--tab-corner-bg)}[dir=rtl] .tab-lifted.tab-active:not(.tab-disabled):not([disabled]):after{--circle-pos: top left}.tab-lifted.tab-active:not(.tab-disabled):not([disabled]):first-child:before{background:none}.tab-lifted.tab-active:not(.tab-disabled):not([disabled]):last-child:after{background:none}.tab-lifted.tab-active:not(.tab-disabled):not([disabled])+.tab-lifted.tab-active:not(.tab-disabled):not([disabled]):before{background:none}.tabs-boxed .tab{border-radius:var(--rounded-btn, .5rem)}.tabs-boxed .tab-active:not(.tab-disabled):not([disabled]){--tw-bg-opacity: 1;background-color:hsl(var(--p) / var(--tw-bg-opacity));--tw-text-opacity: 1;color:hsl(var(--pc) / var(--tw-text-opacity))}.table :where(th,td){padding:.75rem 1rem;vertical-align:middle}.table tr.active,.table tr.active:nth-child(2n),.table-zebra tbody tr:nth-child(2n){--tw-bg-opacity: 1;background-color:hsl(var(--b2) / var(--tw-bg-opacity))}.table-zebra tr.active,.table-zebra tr.active:nth-child(2n),.table-zebra-zebra tbody tr:nth-child(2n){--tw-bg-opacity: 1;background-color:hsl(var(--b3) / var(--tw-bg-opacity))}.table :where(thead,tbody) :where(tr:not(:last-child)),.table :where(thead,tbody) :where(tr:first-child:last-child){border-bottom-width:1px;--tw-border-opacity: 1;border-bottom-color:hsl(var(--b2) / var(--tw-border-opacity))}.table :where(thead,tfoot){white-space:nowrap;font-size:.75rem;line-height:1rem;font-weight:700;color:hsl(var(--bc) / .6)}@keyframes toast-pop{0%{transform:scale(.9);opacity:0}to{transform:scale(1);opacity:1}}[dir=rtl] .toggle{--handleoffsetcalculator: calc(var(--handleoffset) * 1)}.toggle:focus-visible{outline-style:solid;outline-width:2px;outline-offset:2px;outline-color:hsl(var(--bc) / .2)}.toggle:checked,.toggle[checked=true],.toggle[aria-checked=true]{--handleoffsetcalculator: var(--handleoffset);--tw-border-opacity: 1;--tw-bg-opacity: 1}[dir=rtl] .toggle:checked,[dir=rtl] .toggle[checked=true],[dir=rtl] .toggle[aria-checked=true]{--handleoffsetcalculator: calc(var(--handleoffset) * -1)}.toggle:indeterminate{--tw-border-opacity: 1;--tw-bg-opacity: 1;box-shadow:calc(var(--handleoffset) / 2) 0 0 2px var(--tglbg) inset,calc(var(--handleoffset) / -2) 0 0 2px var(--tglbg) inset,0 0 0 2px var(--tglbg) inset}[dir=rtl] .toggle:indeterminate{box-shadow:calc(var(--handleoffset) / 2) 0 0 2px var(--tglbg) inset,calc(var(--handleoffset) / -2) 0 0 2px var(--tglbg) inset,0 0 0 2px var(--tglbg) inset}.toggle:disabled{cursor:not-allowed;--tw-border-opacity: 1;border-color:hsl(var(--bc) / var(--tw-border-opacity));background-color:transparent;opacity:.3;--togglehandleborder: 0 0 0 3px hsl(var(--bc)) inset, var(--handleoffsetcalculator) 0 0 3px hsl(var(--bc)) inset}.rounded-box{border-radius:var(--rounded-box, 1rem)}.artboard.phone-1.horizontal,.artboard.phone-1.artboard-horizontal{width:568px;height:320px}.artboard.phone-2.horizontal,.artboard.phone-2.artboard-horizontal{width:667px;height:375px}.artboard.phone-3.horizontal,.artboard.phone-3.artboard-horizontal{width:736px;height:414px}.artboard.phone-4.horizontal,.artboard.phone-4.artboard-horizontal{width:812px;height:375px}.artboard.phone-5.horizontal,.artboard.phone-5.artboard-horizontal{width:896px;height:414px}.artboard.phone-6.horizontal,.artboard.phone-6.artboard-horizontal{width:1024px;height:320px}.btm-nav-xs>*:where(.active){border-top-width:1px}.btm-nav-sm>*:where(.active){border-top-width:2px}.btm-nav-md>*:where(.active){border-top-width:2px}.btm-nav-lg>*:where(.active){border-top-width:4px}.btn-sm{height:2rem;padding-left:.75rem;padding-right:.75rem;min-height:2rem;font-size:.875rem}.btn-lg{height:4rem;padding-left:1.5rem;padding-right:1.5rem;min-height:4rem;font-size:1.125rem}.btn-square:where(.btn-sm){height:2rem;width:2rem;padding:0}.btn-square:where(.btn-lg){height:4rem;width:4rem;padding:0}.btn-circle:where(.btn-sm){height:2rem;width:2rem;border-radius:9999px;padding:0}.btn-circle:where(.btn-lg){height:4rem;width:4rem;border-radius:9999px;padding:0}.indicator :where(.indicator-item){bottom:auto;left:auto;right:0;top:0;--tw-translate-y: -50%;--tw-translate-x: 50%;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}.indicator :where(.indicator-item.indicator-start){left:0;right:auto;--tw-translate-x: -50%;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}.indicator :where(.indicator-item.indicator-center){left:50%;right:50%;--tw-translate-x: -50%;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}.indicator :where(.indicator-item.indicator-end){left:auto;right:0;--tw-translate-x: 50%;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}.indicator :where(.indicator-item.indicator-bottom){bottom:0;top:auto;--tw-translate-y: 50%;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}.indicator :where(.indicator-item.indicator-middle){bottom:50%;top:50%;--tw-translate-y: -50%;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}.indicator :where(.indicator-item.indicator-top){bottom:auto;top:0;--tw-translate-y: -50%;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}.join.join-vertical{flex-direction:column}.join.join-vertical .join-item:first-child:not(:last-child),.join.join-vertical *:first-child:not(:last-child) .join-item{border-bottom-left-radius:0;border-bottom-right-radius:0;border-top-left-radius:inherit;border-top-right-radius:inherit}.join.join-vertical .join-item:last-child:not(:first-child),.join.join-vertical *:last-child:not(:first-child) .join-item{border-top-left-radius:0;border-top-right-radius:0;border-bottom-left-radius:inherit;border-bottom-right-radius:inherit}.join.join-horizontal{flex-direction:row}.join.join-horizontal .join-item:first-child:not(:last-child),.join.join-horizontal *:first-child:not(:last-child) .join-item{border-bottom-right-radius:0;border-top-right-radius:0;border-bottom-left-radius:inherit;border-top-left-radius:inherit}.join.join-horizontal .join-item:last-child:not(:first-child),.join.join-horizontal *:last-child:not(:first-child) .join-item{border-bottom-left-radius:0;border-top-left-radius:0;border-bottom-right-radius:inherit;border-top-right-radius:inherit}.steps-horizontal .step{display:grid;grid-template-columns:repeat(1,minmax(0,1fr));grid-template-rows:repeat(2,minmax(0,1fr));place-items:center;text-align:center}.steps-vertical .step{display:grid;grid-template-columns:repeat(2,minmax(0,1fr));grid-template-rows:repeat(1,minmax(0,1fr))}.toggle-xs{--handleoffset: .5rem;height:1rem;width:1.5rem}.tooltip{position:relative;display:inline-block;--tooltip-offset: calc(100% + 1px + var(--tooltip-tail, 0px))}.tooltip:before{position:absolute;pointer-events:none;z-index:1;content:var(--tw-content);--tw-content: attr(data-tip)}.tooltip:before,.tooltip-top:before{transform:translate(-50%);top:auto;left:50%;right:auto;bottom:var(--tooltip-offset)}.avatar.online:before{content:"";position:absolute;z-index:10;display:block;border-radius:9999px;--tw-bg-opacity: 1;background-color:hsl(var(--su) / var(--tw-bg-opacity));outline-style:solid;outline-width:2px;outline-color:hsl(var(--b1) / 1);width:15%;height:15%;top:7%;right:7%}.btn-group .btn:not(:first-child):not(:last-child){border-radius:0}.btn-group .btn:first-child:not(:last-child){margin-left:-1px;margin-top:-0px;border-top-left-radius:var(--rounded-btn, .5rem);border-top-right-radius:0;border-bottom-left-radius:var(--rounded-btn, .5rem);border-bottom-right-radius:0}.btn-group .btn:last-child:not(:first-child){border-top-left-radius:0;border-top-right-radius:var(--rounded-btn, .5rem);border-bottom-left-radius:0;border-bottom-right-radius:var(--rounded-btn, .5rem)}.btn-group-horizontal .btn:not(:first-child):not(:last-child){border-radius:0}.btn-group-horizontal .btn:first-child:not(:last-child){margin-left:-1px;margin-top:-0px;border-top-left-radius:var(--rounded-btn, .5rem);border-top-right-radius:0;border-bottom-left-radius:var(--rounded-btn, .5rem);border-bottom-right-radius:0}.btn-group-horizontal .btn:last-child:not(:first-child){border-top-left-radius:0;border-top-right-radius:var(--rounded-btn, .5rem);border-bottom-left-radius:0;border-bottom-right-radius:var(--rounded-btn, .5rem)}.btn-group-vertical .btn:first-child:not(:last-child){margin-left:-0px;margin-top:-1px;border-top-left-radius:var(--rounded-btn, .5rem);border-top-right-radius:var(--rounded-btn, .5rem);border-bottom-left-radius:0;border-bottom-right-radius:0}.btn-group-vertical .btn:last-child:not(:first-child){border-top-left-radius:0;border-top-right-radius:0;border-bottom-left-radius:var(--rounded-btn, .5rem);border-bottom-right-radius:var(--rounded-btn, .5rem)}.join.join-vertical>:where(*:not(:first-child)){margin-left:0;margin-right:0;margin-top:-1px}.join.join-horizontal>:where(*:not(:first-child)){margin-top:0;margin-bottom:0;margin-left:-1px}.menu-lg :where(li:not(.menu-title)>*:not(ul):not(details):not(.menu-title)),.menu-lg :where(li:not(.menu-title)>details>summary:not(.menu-title)){padding:.75rem 1.5rem;font-size:1.125rem;line-height:1.75rem;border-radius:var(--rounded-btn, .5rem)}.menu-lg .menu-title{padding:.75rem 1.5rem}.modal-top :where(.modal-box){width:100%;max-width:none;--tw-translate-y: -2.5rem;--tw-scale-x: 1;--tw-scale-y: 1;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y));border-top-left-radius:0;border-top-right-radius:0;border-bottom-left-radius:var(--rounded-box, 1rem);border-bottom-right-radius:var(--rounded-box, 1rem)}.modal-middle :where(.modal-box){width:91.666667%;max-width:32rem;--tw-translate-y: 0px;--tw-scale-x: .9;--tw-scale-y: .9;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y));border-top-left-radius:var(--rounded-box, 1rem);border-top-right-radius:var(--rounded-box, 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inset,var(--focus-shadow, 0 0),calc(var(--filler-size) * -1 - var(--filler-offset)) 0 0 var(--filler-size)}@keyframes rating-pop{0%{transform:translateY(-.125em)}40%{transform:translateY(-.125em)}to{transform:translateY(0)}}.select:focus{outline-style:solid;outline-width:2px;outline-offset:2px;outline-color:hsl(var(--bc) / .2)}.select-disabled,.select:disabled,.select[disabled]{cursor:not-allowed;--tw-border-opacity: 1;border-color:hsl(var(--b2) / var(--tw-border-opacity));--tw-bg-opacity: 1;background-color:hsl(var(--b2) / var(--tw-bg-opacity));--tw-text-opacity: .2}.select-disabled::-moz-placeholder,.select:disabled::-moz-placeholder,.select[disabled]::-moz-placeholder{color:hsl(var(--bc) / var(--tw-placeholder-opacity));--tw-placeholder-opacity: .2}.select-disabled::placeholder,.select:disabled::placeholder,.select[disabled]::placeholder{color:hsl(var(--bc) / var(--tw-placeholder-opacity));--tw-placeholder-opacity: .2}.select-multiple,.select[multiple],.select[size].select:not([size="1"]){background-image:none;padding-right:1rem}[dir=rtl] .select{background-position:calc(0% + 12px) calc(1px + 50%),calc(0% + 16px) calc(1px + 50%)}:where(.stats)>:not([hidden])~:not([hidden]){--tw-divide-x-reverse: 0;border-right-width:calc(1px * var(--tw-divide-x-reverse));border-left-width:calc(1px * calc(1 - var(--tw-divide-x-reverse)));--tw-divide-y-reverse: 0;border-top-width:calc(0px * calc(1 - var(--tw-divide-y-reverse)));border-bottom-width:calc(0px * var(--tw-divide-y-reverse))}.steps .step:before{top:0;grid-column-start:1;grid-row-start:1;height:.5rem;width:100%;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y));--tw-bg-opacity: 1;background-color:hsl(var(--b3) / var(--tw-bg-opacity));--tw-text-opacity: 1;color:hsl(var(--bc) / var(--tw-text-opacity));content:"";margin-left:-100%}.steps .step:after{content:counter(step);counter-increment:step;z-index:1;position:relative;grid-column-start:1;grid-row-start:1;display:grid;height:2rem;width:2rem;place-items:center;place-self:center;border-radius:9999px;--tw-bg-opacity: 1;background-color:hsl(var(--b3) / var(--tw-bg-opacity));--tw-text-opacity: 1;color:hsl(var(--bc) / var(--tw-text-opacity))}.steps .step:first-child:before{content:none}.steps .step[data-content]:after{content:attr(data-content)}.tab.tab-active:not(.tab-disabled):not([disabled]){border-color:hsl(var(--bc) / var(--tw-border-opacity));--tw-border-opacity: 1;--tw-text-opacity: 1}.tab:focus{outline:2px solid transparent;outline-offset:2px}.tab:focus-visible{outline:2px solid currentColor;outline-offset:-3px}.tab:focus-visible.tab-lifted{border-bottom-right-radius:var(--tab-radius, .5rem);border-bottom-left-radius:var(--tab-radius, 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left}.tab-lifted.tab-active:not(.tab-disabled):not([disabled]):first-child:before{background:none}.tab-lifted.tab-active:not(.tab-disabled):not([disabled]):last-child:after{background:none}.tab-lifted.tab-active:not(.tab-disabled):not([disabled])+.tab-lifted.tab-active:not(.tab-disabled):not([disabled]):before{background:none}.tabs-boxed .tab{border-radius:var(--rounded-btn, .5rem)}.tabs-boxed .tab-active:not(.tab-disabled):not([disabled]){--tw-bg-opacity: 1;background-color:hsl(var(--p) / var(--tw-bg-opacity));--tw-text-opacity: 1;color:hsl(var(--pc) / var(--tw-text-opacity))}.table :where(th,td){padding:.75rem 1rem;vertical-align:middle}.table tr.active,.table tr.active:nth-child(2n),.table-zebra tbody tr:nth-child(2n){--tw-bg-opacity: 1;background-color:hsl(var(--b2) / var(--tw-bg-opacity))}.table-zebra tr.active,.table-zebra tr.active:nth-child(2n),.table-zebra-zebra tbody tr:nth-child(2n){--tw-bg-opacity: 1;background-color:hsl(var(--b3) / var(--tw-bg-opacity))}.table :where(thead,tbody) :where(tr:not(:last-child)),.table :where(thead,tbody) :where(tr:first-child:last-child){border-bottom-width:1px;--tw-border-opacity: 1;border-bottom-color:hsl(var(--b2) / var(--tw-border-opacity))}.table :where(thead,tfoot){white-space:nowrap;font-size:.75rem;line-height:1rem;font-weight:700;color:hsl(var(--bc) / .6)}@keyframes toast-pop{0%{transform:scale(.9);opacity:0}to{transform:scale(1);opacity:1}}[dir=rtl] .toggle{--handleoffsetcalculator: calc(var(--handleoffset) * 1)}.toggle:focus-visible{outline-style:solid;outline-width:2px;outline-offset:2px;outline-color:hsl(var(--bc) / .2)}.toggle:checked,.toggle[checked=true],.toggle[aria-checked=true]{--handleoffsetcalculator: var(--handleoffset);--tw-border-opacity: 1;--tw-bg-opacity: 1}[dir=rtl] .toggle:checked,[dir=rtl] .toggle[checked=true],[dir=rtl] .toggle[aria-checked=true]{--handleoffsetcalculator: calc(var(--handleoffset) * -1)}.toggle:indeterminate{--tw-border-opacity: 1;--tw-bg-opacity: 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:where(.indicator-item){bottom:auto;left:auto;right:0;top:0;--tw-translate-y: -50%;--tw-translate-x: 50%;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}.indicator :where(.indicator-item.indicator-start){left:0;right:auto;--tw-translate-x: -50%;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}.indicator :where(.indicator-item.indicator-center){left:50%;right:50%;--tw-translate-x: -50%;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}.indicator :where(.indicator-item.indicator-end){left:auto;right:0;--tw-translate-x: 50%;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}.indicator :where(.indicator-item.indicator-bottom){bottom:0;top:auto;--tw-translate-y: 50%;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}.indicator :where(.indicator-item.indicator-middle){bottom:50%;top:50%;--tw-translate-y: -50%;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}.indicator :where(.indicator-item.indicator-top){bottom:auto;top:0;--tw-translate-y: -50%;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}.join.join-vertical{flex-direction:column}.join.join-vertical .join-item:first-child:not(:last-child),.join.join-vertical *:first-child:not(:last-child) .join-item{border-bottom-left-radius:0;border-bottom-right-radius:0;border-top-left-radius:inherit;border-top-right-radius:inherit}.join.join-vertical .join-item:last-child:not(:first-child),.join.join-vertical *:last-child:not(:first-child) .join-item{border-top-left-radius:0;border-top-right-radius:0;border-bottom-left-radius:inherit;border-bottom-right-radius:inherit}.join.join-horizontal{flex-direction:row}.join.join-horizontal .join-item:first-child:not(:last-child),.join.join-horizontal *:first-child:not(:last-child) .join-item{border-bottom-right-radius:0;border-top-right-radius:0;border-bottom-left-radius:inherit;border-top-left-radius:inherit}.join.join-horizontal .join-item:last-child:not(:first-child),.join.join-horizontal *:last-child:not(:first-child) 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var(--tw-bg-opacity));outline-style:solid;outline-width:2px;outline-color:hsl(var(--b1) / 1);width:15%;height:15%;top:7%;right:7%}.btn-group .btn:not(:first-child):not(:last-child){border-radius:0}.btn-group .btn:first-child:not(:last-child){margin-left:-1px;margin-top:-0px;border-top-left-radius:var(--rounded-btn, .5rem);border-top-right-radius:0;border-bottom-left-radius:var(--rounded-btn, .5rem);border-bottom-right-radius:0}.btn-group .btn:last-child:not(:first-child){border-top-left-radius:0;border-top-right-radius:var(--rounded-btn, .5rem);border-bottom-left-radius:0;border-bottom-right-radius:var(--rounded-btn, .5rem)}.btn-group-horizontal .btn:not(:first-child):not(:last-child){border-radius:0}.btn-group-horizontal .btn:first-child:not(:last-child){margin-left:-1px;margin-top:-0px;border-top-left-radius:var(--rounded-btn, .5rem);border-top-right-radius:0;border-bottom-left-radius:var(--rounded-btn, .5rem);border-bottom-right-radius:0}.btn-group-horizontal .btn:last-child:not(:first-child){border-top-left-radius:0;border-top-right-radius:var(--rounded-btn, .5rem);border-bottom-left-radius:0;border-bottom-right-radius:var(--rounded-btn, .5rem)}.btn-group-vertical .btn:first-child:not(:last-child){margin-left:-0px;margin-top:-1px;border-top-left-radius:var(--rounded-btn, .5rem);border-top-right-radius:var(--rounded-btn, .5rem);border-bottom-left-radius:0;border-bottom-right-radius:0}.btn-group-vertical .btn:last-child:not(:first-child){border-top-left-radius:0;border-top-right-radius:0;border-bottom-left-radius:var(--rounded-btn, .5rem);border-bottom-right-radius:var(--rounded-btn, .5rem)}.join.join-vertical>:where(*:not(:first-child)){margin-left:0;margin-right:0;margin-top:-1px}.join.join-horizontal>:where(*:not(:first-child)){margin-top:0;margin-bottom:0;margin-left:-1px}.menu-lg :where(li:not(.menu-title)>*:not(ul):not(details):not(.menu-title)),.menu-lg :where(li:not(.menu-title)>details>summary:not(.menu-title)){padding:.75rem 1.5rem;font-size:1.125rem;line-height:1.75rem;border-radius:var(--rounded-btn, .5rem)}.menu-lg .menu-title{padding:.75rem 1.5rem}.modal-top :where(.modal-box){width:100%;max-width:none;--tw-translate-y: -2.5rem;--tw-scale-x: 1;--tw-scale-y: 1;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y));border-top-left-radius:0;border-top-right-radius:0;border-bottom-left-radius:var(--rounded-box, 1rem);border-bottom-right-radius:var(--rounded-box, 1rem)}.modal-middle :where(.modal-box){width:91.666667%;max-width:32rem;--tw-translate-y: 0px;--tw-scale-x: .9;--tw-scale-y: .9;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skew(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y));border-top-left-radius:var(--rounded-box, 1rem);border-top-right-radius:var(--rounded-box, 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(min-width: 1280px){.xl\:mb-0{margin-bottom:0}}@media (min-width: 1536px){.\32xl\:mb-0{margin-bottom:0}}.\[\&\:\:-webkit-inner-spin-button\]\:appearance-none::-webkit-inner-spin-button{-webkit-appearance:none;-moz-appearance:none;appearance:none}.\[\&\:\:-webkit-outer-spin-button\]\:appearance-none::-webkit-outer-spin-button{-webkit-appearance:none;-moz-appearance:none;appearance:none}.\[\&\:\:-webkit-scrollbar\]\:hidden::-webkit-scrollbar{display:none} diff --git a/src/helm/benchmark/static_build/index.html b/src/helm/benchmark/static_build/index.html index 40bce719f18..63214568b92 100644 --- a/src/helm/benchmark/static_build/index.html +++ b/src/helm/benchmark/static_build/index.html @@ -7,11 +7,11 @@ Holistic Evaluation of Language Models (HELM) - + - +