startTransition(() => {
diff --git a/frontend/src/hooks/mutation/stripe/use-create-stripe-checkout-session.ts b/frontend/src/hooks/mutation/stripe/use-create-stripe-checkout-session.ts
new file mode 100644
index 000000000000..e6a58c78e304
--- /dev/null
+++ b/frontend/src/hooks/mutation/stripe/use-create-stripe-checkout-session.ts
@@ -0,0 +1,12 @@
+import { useMutation } from "@tanstack/react-query";
+import OpenHands from "#/api/open-hands";
+
+export const useCreateStripeCheckoutSession = () =>
+ useMutation({
+ mutationFn: async (variables: { amount: number }) => {
+ const redirectUrl = await OpenHands.createCheckoutSession(
+ variables.amount,
+ );
+ window.location.href = redirectUrl;
+ },
+ });
diff --git a/frontend/src/hooks/query/use-balance.ts b/frontend/src/hooks/query/use-balance.ts
new file mode 100644
index 000000000000..bf886e7cefb2
--- /dev/null
+++ b/frontend/src/hooks/query/use-balance.ts
@@ -0,0 +1,13 @@
+import { useQuery } from "@tanstack/react-query";
+import { useConfig } from "./use-config";
+import OpenHands from "#/api/open-hands";
+
+export const useBalance = () => {
+ const { data: config } = useConfig();
+
+ return useQuery({
+ queryKey: ["user", "balance"],
+ queryFn: OpenHands.getBalance,
+ enabled: config?.APP_MODE === "saas",
+ });
+};
diff --git a/frontend/src/icons/money.svg b/frontend/src/icons/money.svg
new file mode 100644
index 000000000000..b869a795793c
--- /dev/null
+++ b/frontend/src/icons/money.svg
@@ -0,0 +1,3 @@
+
+
diff --git a/frontend/src/mocks/billing-handlers.ts b/frontend/src/mocks/billing-handlers.ts
new file mode 100644
index 000000000000..0ee95d6e4fe9
--- /dev/null
+++ b/frontend/src/mocks/billing-handlers.ts
@@ -0,0 +1,36 @@
+import { delay, http, HttpResponse } from "msw";
+import Stripe from "stripe";
+
+const TEST_STRIPE_SECRET_KEY = "";
+const PRICE_ID = "";
+
+export const STRIPE_BILLING_HANDLERS = [
+ http.get("/api/billing/credits", async () => {
+ await delay();
+ return HttpResponse.json({ credits: "100" });
+ }),
+
+ http.post("/api/billing/create-checkout-session", async ({ request }) => {
+ await delay();
+ const body = await request.json();
+
+ if (body && typeof body === "object" && body.amount) {
+ const stripe = new Stripe(TEST_STRIPE_SECRET_KEY);
+ const session = await stripe.checkout.sessions.create({
+ line_items: [
+ {
+ price: PRICE_ID,
+ quantity: body.amount,
+ },
+ ],
+ mode: "payment",
+ success_url: "http://localhost:3001/settings/billing/?checkout=success",
+ cancel_url: "http://localhost:3001/settings/billing/?checkout=cancel",
+ });
+
+ if (session.url) return HttpResponse.json({ redirect_url: session.url });
+ }
+
+ return HttpResponse.json({ message: "Invalid request" }, { status: 400 });
+ }),
+];
diff --git a/frontend/src/mocks/handlers.ts b/frontend/src/mocks/handlers.ts
index 7ccaeaf689ce..54df7091cbf3 100644
--- a/frontend/src/mocks/handlers.ts
+++ b/frontend/src/mocks/handlers.ts
@@ -5,6 +5,7 @@ import {
ResultSet,
} from "#/api/open-hands.types";
import { DEFAULT_SETTINGS } from "#/services/settings";
+import { STRIPE_BILLING_HANDLERS } from "./billing-handlers";
import { ApiSettings, PostApiSettings } from "#/types/settings";
export const MOCK_DEFAULT_USER_SETTINGS: ApiSettings | PostApiSettings = {
@@ -144,6 +145,7 @@ const openHandsHandlers = [
];
export const handlers = [
+ ...STRIPE_BILLING_HANDLERS,
...openHandsHandlers,
http.get("/api/github/repositories", () =>
HttpResponse.json([
@@ -170,8 +172,9 @@ export const handlers = [
HttpResponse.json(null, { status: 200 }),
),
http.get("/api/options/config", () => {
+ const mockSaas = import.meta.env.VITE_MOCK_SAAS === "true";
const config: GetConfigResponse = {
- APP_MODE: "oss",
+ APP_MODE: mockSaas ? "saas" : "oss",
GITHUB_CLIENT_ID: "fake-github-client-id",
POSTHOG_CLIENT_KEY: "fake-posthog-client-key",
};
diff --git a/frontend/src/routes.ts b/frontend/src/routes.ts
index b840b25402a7..660c33fc32b4 100644
--- a/frontend/src/routes.ts
+++ b/frontend/src/routes.ts
@@ -8,7 +8,10 @@ import {
export default [
layout("routes/_oh/route.tsx", [
index("routes/_oh._index/route.tsx"),
- route("settings", "routes/settings.tsx"),
+ route("settings", "routes/settings.tsx", [
+ index("routes/account-settings.tsx"),
+ route("billing", "routes/billing.tsx"),
+ ]),
route("conversations/:conversationId", "routes/_oh.app/route.tsx", [
index("routes/_oh.app._index/route.tsx"),
route("browser", "routes/_oh.app.browser.tsx"),
diff --git a/frontend/src/routes/account-settings.tsx b/frontend/src/routes/account-settings.tsx
new file mode 100644
index 000000000000..9d77959f30e5
--- /dev/null
+++ b/frontend/src/routes/account-settings.tsx
@@ -0,0 +1,447 @@
+import React from "react";
+import { Link } from "react-router";
+import { BrandButton } from "#/components/features/settings/brand-button";
+import { HelpLink } from "#/components/features/settings/help-link";
+import { KeyStatusIcon } from "#/components/features/settings/key-status-icon";
+import { SettingsDropdownInput } from "#/components/features/settings/settings-dropdown-input";
+import { SettingsInput } from "#/components/features/settings/settings-input";
+import { SettingsSwitch } from "#/components/features/settings/settings-switch";
+import { LoadingSpinner } from "#/components/shared/loading-spinner";
+import { ModalBackdrop } from "#/components/shared/modals/modal-backdrop";
+import { ModelSelector } from "#/components/shared/modals/settings/model-selector";
+import { useSaveSettings } from "#/hooks/mutation/use-save-settings";
+import { useAIConfigOptions } from "#/hooks/query/use-ai-config-options";
+import { useConfig } from "#/hooks/query/use-config";
+import { useSettings } from "#/hooks/query/use-settings";
+import { useAppLogout } from "#/hooks/use-app-logout";
+import { AvailableLanguages } from "#/i18n";
+import { DEFAULT_SETTINGS } from "#/services/settings";
+import { handleCaptureConsent } from "#/utils/handle-capture-consent";
+import { hasAdvancedSettingsSet } from "#/utils/has-advanced-settings-set";
+import { isCustomModel } from "#/utils/is-custom-model";
+import { organizeModelsAndProviders } from "#/utils/organize-models-and-providers";
+import { retrieveAxiosErrorMessage } from "#/utils/retrieve-axios-error-message";
+import {
+ displayErrorToast,
+ displaySuccessToast,
+} from "#/utils/custom-toast-handlers";
+
+const REMOTE_RUNTIME_OPTIONS = [
+ { key: 1, label: "1x (2 core, 8G)" },
+ { key: 2, label: "2x (4 core, 16G)" },
+];
+
+function AccountSettings() {
+ const {
+ data: settings,
+ isFetching: isFetchingSettings,
+ isFetched,
+ isSuccess: isSuccessfulSettings,
+ } = useSettings();
+ const { data: config } = useConfig();
+ const {
+ data: resources,
+ isFetching: isFetchingResources,
+ isSuccess: isSuccessfulResources,
+ } = useAIConfigOptions();
+ const { mutate: saveSettings } = useSaveSettings();
+ const { handleLogout } = useAppLogout();
+
+ const isFetching = isFetchingSettings || isFetchingResources;
+ const isSuccess = isSuccessfulSettings && isSuccessfulResources;
+
+ const determineWhetherToToggleAdvancedSettings = () => {
+ if (isSuccess) {
+ return (
+ isCustomModel(resources.models, settings.LLM_MODEL) ||
+ hasAdvancedSettingsSet(settings)
+ );
+ }
+
+ return false;
+ };
+
+ const isSaas = config?.APP_MODE === "saas";
+ const hasAppSlug = !!config?.APP_SLUG;
+ const isGitHubTokenSet = settings?.GITHUB_TOKEN_IS_SET;
+ const isLLMKeySet = settings?.LLM_API_KEY === "**********";
+ const isAnalyticsEnabled = settings?.USER_CONSENTS_TO_ANALYTICS;
+ const isAdvancedSettingsSet = determineWhetherToToggleAdvancedSettings();
+
+ const modelsAndProviders = organizeModelsAndProviders(
+ resources?.models || [],
+ );
+
+ const [llmConfigMode, setLlmConfigMode] = React.useState<
+ "basic" | "advanced"
+ >(isAdvancedSettingsSet ? "advanced" : "basic");
+ const [confirmationModeIsEnabled, setConfirmationModeIsEnabled] =
+ React.useState(!!settings?.SECURITY_ANALYZER);
+ const [resetSettingsModalIsOpen, setResetSettingsModalIsOpen] =
+ React.useState(false);
+
+ const formRef = React.useRef
(null);
+
+ const onSubmit = async (formData: FormData) => {
+ const languageLabel = formData.get("language-input")?.toString();
+ const languageValue = AvailableLanguages.find(
+ ({ label }) => label === languageLabel,
+ )?.value;
+
+ const llmProvider = formData.get("llm-provider-input")?.toString();
+ const llmModel = formData.get("llm-model-input")?.toString();
+ const fullLlmModel = `${llmProvider}/${llmModel}`.toLowerCase();
+ const customLlmModel = formData.get("llm-custom-model-input")?.toString();
+
+ const rawRemoteRuntimeResourceFactor = formData
+ .get("runtime-settings-input")
+ ?.toString();
+ const remoteRuntimeResourceFactor = REMOTE_RUNTIME_OPTIONS.find(
+ ({ label }) => label === rawRemoteRuntimeResourceFactor,
+ )?.key;
+
+ const userConsentsToAnalytics =
+ formData.get("enable-analytics-switch")?.toString() === "on";
+
+ saveSettings(
+ {
+ github_token:
+ formData.get("github-token-input")?.toString() || undefined,
+ LANGUAGE: languageValue,
+ user_consents_to_analytics: userConsentsToAnalytics,
+ LLM_MODEL: customLlmModel || fullLlmModel,
+ LLM_BASE_URL: formData.get("base-url-input")?.toString() || "",
+ LLM_API_KEY:
+ formData.get("llm-api-key-input")?.toString() ||
+ (isLLMKeySet
+ ? undefined // don't update if it's already set
+ : ""), // reset if it's first time save to avoid 500 error
+ AGENT: formData.get("agent-input")?.toString(),
+ SECURITY_ANALYZER:
+ formData.get("security-analyzer-input")?.toString() || "",
+ REMOTE_RUNTIME_RESOURCE_FACTOR:
+ remoteRuntimeResourceFactor ||
+ DEFAULT_SETTINGS.REMOTE_RUNTIME_RESOURCE_FACTOR,
+ CONFIRMATION_MODE: confirmationModeIsEnabled,
+ },
+ {
+ onSuccess: () => {
+ handleCaptureConsent(userConsentsToAnalytics);
+ displaySuccessToast("Settings saved");
+ setLlmConfigMode(isAdvancedSettingsSet ? "advanced" : "basic");
+ },
+ onError: (error) => {
+ const errorMessage = retrieveAxiosErrorMessage(error);
+ displayErrorToast(errorMessage);
+ },
+ },
+ );
+ };
+
+ const handleReset = () => {
+ saveSettings(
+ {
+ ...DEFAULT_SETTINGS,
+ LLM_API_KEY: "", // reset LLM API key
+ },
+ {
+ onSuccess: () => {
+ displaySuccessToast("Settings reset");
+ setResetSettingsModalIsOpen(false);
+ setLlmConfigMode(isAdvancedSettingsSet ? "advanced" : "basic");
+ },
+ },
+ );
+ };
+
+ React.useEffect(() => {
+ // If settings is still loading by the time the state is set, it will always
+ // default to basic settings. This is a workaround to ensure the correct
+ // settings are displayed.
+ setLlmConfigMode(isAdvancedSettingsSet ? "advanced" : "basic");
+ }, [isAdvancedSettingsSet]);
+
+ if (isFetched && !settings) {
+ return Failed to fetch settings. Please try reloading.
;
+ }
+
+ const onToggleAdvancedMode = (isToggled: boolean) => {
+ setLlmConfigMode(isToggled ? "advanced" : "basic");
+ if (!isToggled) {
+ // reset advanced state
+ setConfirmationModeIsEnabled(!!settings?.SECURITY_ANALYZER);
+ }
+ };
+
+ if (isFetching || !settings) {
+ return (
+
+
+ );
+ }
+
+ return (
+ <>
+
+
+
+ setResetSettingsModalIsOpen(true)}
+ >
+ Reset to defaults
+
+ {
+ formRef.current?.requestSubmit();
+ }}
+ >
+ Save Changes
+
+
+
+ {resetSettingsModalIsOpen && (
+
+
+
Are you sure you want to reset all settings?
+
+ {
+ handleReset();
+ }}
+ >
+ Reset
+
+
+ {
+ setResetSettingsModalIsOpen(false);
+ }}
+ >
+ Cancel
+
+
+
+ )}
+
+ );
+}
+
+export default AccountSettings;
diff --git a/frontend/src/routes/billing.tsx b/frontend/src/routes/billing.tsx
new file mode 100644
index 000000000000..c644b83f6292
--- /dev/null
+++ b/frontend/src/routes/billing.tsx
@@ -0,0 +1,39 @@
+import { redirect, useSearchParams } from "react-router";
+import React from "react";
+import { PaymentForm } from "#/components/features/payment/payment-form";
+import { GetConfigResponse } from "#/api/open-hands.types";
+import { queryClient } from "#/entry.client";
+import {
+ displayErrorToast,
+ displaySuccessToast,
+} from "#/utils/custom-toast-handlers";
+import { BILLING_SETTINGS } from "#/utils/feature-flags";
+
+export const clientLoader = async () => {
+ const config = queryClient.getQueryData(["config"]);
+
+ if (config?.APP_MODE !== "saas" || !BILLING_SETTINGS()) {
+ return redirect("/settings");
+ }
+
+ return null;
+};
+
+function BillingSettingsScreen() {
+ const [searchParams, setSearchParams] = useSearchParams();
+ const checkoutStatus = searchParams.get("checkout");
+
+ React.useEffect(() => {
+ if (checkoutStatus === "success") {
+ displaySuccessToast("Payment successful");
+ } else if (checkoutStatus === "cancel") {
+ displayErrorToast("Payment cancelled");
+ }
+
+ setSearchParams({});
+ }, [checkoutStatus]);
+
+ return Failed to fetch settings. Please try reloading.
;
- }
-
- const onToggleAdvancedMode = (isToggled: boolean) => {
- setLlmConfigMode(isToggled ? "advanced" : "basic");
- if (!isToggled) {
- // reset advanced state
- setConfirmationModeIsEnabled(!!settings?.SECURITY_ANALYZER);
- }
- };
return (
-
-
- {resetSettingsModalIsOpen && (
-
-
-
Are you sure you want to reset all settings?
-
- {
- handleReset();
- }}
- >
- Reset
-
-
- {
- setResetSettingsModalIsOpen(false);
- }}
- >
- Cancel
-
-
-
+
+
+ {isSaas && BILLING_SETTINGS() && (
+
+ {[
+ { to: "/settings", text: "Account" },
+ { to: "/settings/billing", text: "Credits" },
+ ].map(({ to, text }) => (
+
+ cn(
+ "border-b-2 border-transparent py-2.5",
+ isActive && "border-[#C9B974]",
+ )
+ }
+ >
+
+
+ ))}
+
)}
+
+
+
);
}
diff --git a/frontend/src/utils/amount-is-valid.ts b/frontend/src/utils/amount-is-valid.ts
new file mode 100644
index 000000000000..c987fcecff17
--- /dev/null
+++ b/frontend/src/utils/amount-is-valid.ts
@@ -0,0 +1,10 @@
+const MINIMUM_AMOUNT = 25;
+
+export const amountIsValid = (amount: string) => {
+ const float = parseFloat(amount);
+ if (Number.isNaN(float)) return false;
+ if (float < 0) return false;
+ if (float < MINIMUM_AMOUNT) return false;
+
+ return true;
+};
diff --git a/frontend/src/utils/custom-toast-handlers.ts b/frontend/src/utils/custom-toast-handlers.ts
new file mode 100644
index 000000000000..5a357c61cea1
--- /dev/null
+++ b/frontend/src/utils/custom-toast-handlers.ts
@@ -0,0 +1,25 @@
+import toast from "react-hot-toast";
+
+export const displayErrorToast = (error: string) => {
+ toast.error(error, {
+ position: "top-right",
+ style: {
+ background: "#454545",
+ border: "1px solid #717888",
+ color: "#fff",
+ borderRadius: "4px",
+ },
+ });
+};
+
+export const displaySuccessToast = (message: string) => {
+ toast.success(message, {
+ position: "top-right",
+ style: {
+ background: "#454545",
+ border: "1px solid #717888",
+ color: "#fff",
+ borderRadius: "4px",
+ },
+ });
+};
diff --git a/frontend/src/utils/feature-flags.ts b/frontend/src/utils/feature-flags.ts
index a5f32b1128e7..be69f62a0fd5 100644
--- a/frontend/src/utils/feature-flags.ts
+++ b/frontend/src/utils/feature-flags.ts
@@ -13,3 +13,4 @@ function loadFeatureFlag(
}
export const MEMORY_CONDENSER = loadFeatureFlag("MEMORY_CONDENSER");
+export const BILLING_SETTINGS = () => loadFeatureFlag("BILLING_SETTINGS");
diff --git a/frontend/tests/settings.spec.ts b/frontend/tests/settings.spec.ts
index 99245f3a47f0..e4c4ce3b35df 100644
--- a/frontend/tests/settings.spec.ts
+++ b/frontend/tests/settings.spec.ts
@@ -1,69 +1,17 @@
-import test, { expect, Page } from "@playwright/test";
-
-test.beforeEach(async ({ page }) => {
- await page.goto("/");
-});
-
-const selectGpt4o = async (page: Page) => {
- const aiConfigModal = page.getByTestId("ai-config-modal");
- await expect(aiConfigModal).toBeVisible();
-
- const providerSelectElement = aiConfigModal.getByTestId("llm-provider");
- await providerSelectElement.click();
-
- const openAiOption = page.getByTestId("provider-item-openai");
- await openAiOption.click();
-
- const modelSelectElement = aiConfigModal.getByTestId("llm-model");
- await modelSelectElement.click();
-
- const gpt4Option = page.getByText("gpt-4o", { exact: true });
- await gpt4Option.click();
-
- return {
- aiConfigModal,
- providerSelectElement,
- modelSelectElement,
- };
-};
-
-test("change ai config settings", async ({ page }) => {
- const { aiConfigModal, modelSelectElement, providerSelectElement } =
- await selectGpt4o(page);
-
- const saveButton = aiConfigModal.getByText("Save");
- await saveButton.click();
-
- const settingsButton = page.getByTestId("settings-button");
- await settingsButton.click();
-
- await expect(providerSelectElement).toHaveValue("OpenAI");
- await expect(modelSelectElement).toHaveValue("gpt-4o");
+import test, { expect } from "@playwright/test";
+
+test("do not navigate to /settings/billing if not SaaS mode", async ({
+ page,
+}) => {
+ await page.goto("/settings/billing");
+ await expect(page.getByTestId("settings-screen")).toBeVisible();
+ expect(page.url()).toBe("http://localhost:3001/settings");
});
-test("reset to default settings", async ({ page }) => {
- const { aiConfigModal } = await selectGpt4o(page);
-
- const saveButton = aiConfigModal.getByText("Save");
- await saveButton.click();
-
- const settingsButton = page.getByTestId("settings-button");
- await settingsButton.click();
-
- const resetButton = aiConfigModal.getByText(/reset to defaults/i);
- await resetButton.click();
-
- const endSessionModal = page.getByTestId("reset-defaults-modal");
- expect(endSessionModal).toBeVisible();
-
- const confirmButton = endSessionModal.getByText(/reset to defaults/i);
- await confirmButton.click();
-
- await settingsButton.click();
-
- const providerSelectElement = aiConfigModal.getByTestId("llm-provider");
- await expect(providerSelectElement).toHaveValue("Anthropic");
-
- const modelSelectElement = aiConfigModal.getByTestId("llm-model");
- await expect(modelSelectElement).toHaveValue(/claude-3.5/i);
+// FIXME: This test is failing because the config is not being set to SaaS mode
+// since MSW is always returning APP_MODE as "oss"
+test.skip("navigate to /settings/billing if SaaS mode", async ({ page }) => {
+ await page.goto("/settings/billing");
+ await expect(page.getByTestId("settings-screen")).toBeVisible();
+ expect(page.url()).toBe("http://localhost:3001/settings/billing");
});
diff --git a/openhands/agenthub/codeact_agent/codeact_agent.py b/openhands/agenthub/codeact_agent/codeact_agent.py
index 5a1f6d54a84d..b636e40cb9f6 100644
--- a/openhands/agenthub/codeact_agent/codeact_agent.py
+++ b/openhands/agenthub/codeact_agent/codeact_agent.py
@@ -2,41 +2,21 @@
import os
from collections import deque
-from litellm import ModelResponse
-
import openhands
import openhands.agenthub.codeact_agent.function_calling as codeact_function_calling
from openhands.controller.agent import Agent
from openhands.controller.state.state import State
from openhands.core.config import AgentConfig
from openhands.core.logger import openhands_logger as logger
-from openhands.core.message import ImageContent, Message, TextContent
-from openhands.core.schema import ActionType
+from openhands.core.message import Message, TextContent
+from openhands.core.message_utils import (
+ apply_prompt_caching,
+ events_to_messages,
+)
from openhands.events.action import (
Action,
- AgentDelegateAction,
AgentFinishAction,
- BrowseInteractiveAction,
- BrowseURLAction,
- CmdRunAction,
- FileEditAction,
- FileReadAction,
- IPythonRunCellAction,
- MessageAction,
)
-from openhands.events.observation import (
- AgentCondensationObservation,
- AgentDelegateObservation,
- BrowserOutputObservation,
- CmdOutputObservation,
- FileEditObservation,
- FileReadObservation,
- IPythonRunCellObservation,
- UserRejectObservation,
-)
-from openhands.events.observation.error import ErrorObservation
-from openhands.events.observation.observation import Observation
-from openhands.events.serialization.event import truncate_content
from openhands.llm.llm import LLM
from openhands.memory.condenser import Condenser
from openhands.runtime.plugins import (
@@ -113,247 +93,6 @@ def __init__(
self.condenser = Condenser.from_config(self.config.condenser)
logger.debug(f'Using condenser: {self.condenser}')
- def get_action_message(
- self,
- action: Action,
- pending_tool_call_action_messages: dict[str, Message],
- ) -> list[Message]:
- """Converts an action into a message format that can be sent to the LLM.
-
- This method handles different types of actions and formats them appropriately:
- 1. For tool-based actions (AgentDelegate, CmdRun, IPythonRunCell, FileEdit) and agent-sourced AgentFinish:
- - In function calling mode: Stores the LLM's response in pending_tool_call_action_messages
- - In non-function calling mode: Creates a message with the action string
- 2. For MessageActions: Creates a message with the text content and optional image content
-
- Args:
- action (Action): The action to convert. Can be one of:
- - CmdRunAction: For executing bash commands
- - IPythonRunCellAction: For running IPython code
- - FileEditAction: For editing files
- - FileReadAction: For reading files using openhands-aci commands
- - BrowseInteractiveAction: For browsing the web
- - AgentFinishAction: For ending the interaction
- - MessageAction: For sending messages
- pending_tool_call_action_messages (dict[str, Message]): Dictionary mapping response IDs
- to their corresponding messages. Used in function calling mode to track tool calls
- that are waiting for their results.
-
- Returns:
- list[Message]: A list containing the formatted message(s) for the action.
- May be empty if the action is handled as a tool call in function calling mode.
-
- Note:
- In function calling mode, tool-based actions are stored in pending_tool_call_action_messages
- rather than being returned immediately. They will be processed later when all corresponding
- tool call results are available.
- """
- # create a regular message from an event
- if isinstance(
- action,
- (
- AgentDelegateAction,
- IPythonRunCellAction,
- FileEditAction,
- FileReadAction,
- BrowseInteractiveAction,
- BrowseURLAction,
- ),
- ) or (isinstance(action, CmdRunAction) and action.source == 'agent'):
- tool_metadata = action.tool_call_metadata
- assert tool_metadata is not None, (
- 'Tool call metadata should NOT be None when function calling is enabled. Action: '
- + str(action)
- )
-
- llm_response: ModelResponse = tool_metadata.model_response
- assistant_msg = llm_response.choices[0].message
-
- # Add the LLM message (assistant) that initiated the tool calls
- # (overwrites any previous message with the same response_id)
- logger.debug(
- f'Tool calls type: {type(assistant_msg.tool_calls)}, value: {assistant_msg.tool_calls}'
- )
- pending_tool_call_action_messages[llm_response.id] = Message(
- role=assistant_msg.role,
- # tool call content SHOULD BE a string
- content=[TextContent(text=assistant_msg.content or '')]
- if assistant_msg.content is not None
- else [],
- tool_calls=assistant_msg.tool_calls,
- )
- return []
- elif isinstance(action, AgentFinishAction):
- role = 'user' if action.source == 'user' else 'assistant'
-
- # when agent finishes, it has tool_metadata
- # which has already been executed, and it doesn't have a response
- # when the user finishes (/exit), we don't have tool_metadata
- tool_metadata = action.tool_call_metadata
- if tool_metadata is not None:
- # take the response message from the tool call
- assistant_msg = tool_metadata.model_response.choices[0].message
- content = assistant_msg.content or ''
-
- # save content if any, to thought
- if action.thought:
- if action.thought != content:
- action.thought += '\n' + content
- else:
- action.thought = content
-
- # remove the tool call metadata
- action.tool_call_metadata = None
- return [
- Message(
- role=role,
- content=[TextContent(text=action.thought)],
- )
- ]
- elif isinstance(action, MessageAction):
- role = 'user' if action.source == 'user' else 'assistant'
- content = [TextContent(text=action.content or '')]
- if self.llm.vision_is_active() and action.image_urls:
- content.append(ImageContent(image_urls=action.image_urls))
- return [
- Message(
- role=role,
- content=content,
- )
- ]
- elif isinstance(action, CmdRunAction) and action.source == 'user':
- content = [
- TextContent(text=f'User executed the command:\n{action.command}')
- ]
- return [
- Message(
- role='user',
- content=content,
- )
- ]
- return []
-
- def get_observation_message(
- self,
- obs: Observation,
- tool_call_id_to_message: dict[str, Message],
- ) -> list[Message]:
- """Converts an observation into a message format that can be sent to the LLM.
-
- This method handles different types of observations and formats them appropriately:
- - CmdOutputObservation: Formats command execution results with exit codes
- - IPythonRunCellObservation: Formats IPython cell execution results, replacing base64 images
- - FileEditObservation: Formats file editing results
- - FileReadObservation: Formats file reading results from openhands-aci
- - AgentDelegateObservation: Formats results from delegated agent tasks
- - ErrorObservation: Formats error messages from failed actions
- - UserRejectObservation: Formats user rejection messages
-
- In function calling mode, observations with tool_call_metadata are stored in
- tool_call_id_to_message for later processing instead of being returned immediately.
-
- Args:
- obs (Observation): The observation to convert
- tool_call_id_to_message (dict[str, Message]): Dictionary mapping tool call IDs
- to their corresponding messages (used in function calling mode)
-
- Returns:
- list[Message]: A list containing the formatted message(s) for the observation.
- May be empty if the observation is handled as a tool response in function calling mode.
-
- Raises:
- ValueError: If the observation type is unknown
- """
- message: Message
- max_message_chars = self.llm.config.max_message_chars
- if isinstance(obs, CmdOutputObservation):
- # if it doesn't have tool call metadata, it was triggered by a user action
- if obs.tool_call_metadata is None:
- text = truncate_content(
- f'\nObserved result of command executed by user:\n{obs.to_agent_observation()}',
- max_message_chars,
- )
- else:
- text = truncate_content(obs.to_agent_observation(), max_message_chars)
- message = Message(role='user', content=[TextContent(text=text)])
- elif isinstance(obs, IPythonRunCellObservation):
- text = obs.content
- # replace base64 images with a placeholder
- splitted = text.split('\n')
- for i, line in enumerate(splitted):
- if ' already displayed to user'
- )
- text = '\n'.join(splitted)
- text = truncate_content(text, max_message_chars)
- message = Message(role='user', content=[TextContent(text=text)])
- elif isinstance(obs, FileEditObservation):
- text = truncate_content(str(obs), max_message_chars)
- message = Message(role='user', content=[TextContent(text=text)])
- elif isinstance(obs, FileReadObservation):
- message = Message(
- role='user', content=[TextContent(text=obs.content)]
- ) # Content is already truncated by openhands-aci
- elif isinstance(obs, BrowserOutputObservation):
- text = obs.get_agent_obs_text()
- if (
- obs.trigger_by_action == ActionType.BROWSE_INTERACTIVE
- and obs.set_of_marks is not None
- and len(obs.set_of_marks) > 0
- and self.config.enable_som_visual_browsing
- and self.llm.vision_is_active()
- ):
- text += 'Image: Current webpage screenshot (Note that only visible portion of webpage is present in the screenshot. You may need to scroll to view the remaining portion of the web-page.)\n'
- message = Message(
- role='user',
- content=[
- TextContent(text=text),
- ImageContent(image_urls=[obs.set_of_marks]),
- ],
- )
- else:
- message = Message(
- role='user',
- content=[TextContent(text=text)],
- )
- elif isinstance(obs, AgentDelegateObservation):
- text = truncate_content(
- obs.outputs['content'] if 'content' in obs.outputs else '',
- max_message_chars,
- )
- message = Message(role='user', content=[TextContent(text=text)])
- elif isinstance(obs, ErrorObservation):
- text = truncate_content(obs.content, max_message_chars)
- text += '\n[Error occurred in processing last action]'
- message = Message(role='user', content=[TextContent(text=text)])
- elif isinstance(obs, UserRejectObservation):
- text = 'OBSERVATION:\n' + truncate_content(obs.content, max_message_chars)
- text += '\n[Last action has been rejected by the user]'
- message = Message(role='user', content=[TextContent(text=text)])
- elif isinstance(obs, AgentCondensationObservation):
- text = truncate_content(obs.content, max_message_chars)
- message = Message(role='user', content=[TextContent(text=text)])
- else:
- # If an observation message is not returned, it will cause an error
- # when the LLM tries to return the next message
- raise ValueError(f'Unknown observation type: {type(obs)}')
-
- # Update the message as tool response properly
- if (tool_call_metadata := obs.tool_call_metadata) is not None:
- tool_call_id_to_message[tool_call_metadata.tool_call_id] = Message(
- role='tool',
- content=message.content,
- tool_call_id=tool_call_metadata.tool_call_id,
- name=tool_call_metadata.function_name,
- )
- # No need to return the observation message
- # because it will be added by get_action_message when all the corresponding
- # tool calls in the SAME request are processed
- return []
-
- return [message]
-
def reset(self) -> None:
"""Resets the CodeAct Agent."""
super().reset()
@@ -429,7 +168,30 @@ def _get_messages(self, state: State) -> list[Message]:
if not self.prompt_manager:
raise Exception('Prompt Manager not instantiated.')
- messages: list[Message] = [
+ messages: list[Message] = self._initial_messages()
+
+ # Condense the events from the state.
+ events = self.condenser.condensed_history(state)
+
+ messages += events_to_messages(
+ events,
+ max_message_chars=self.llm.config.max_message_chars,
+ vision_is_active=self.llm.vision_is_active(),
+ enable_som_visual_browsing=self.config.enable_som_visual_browsing,
+ )
+
+ messages = self._enhance_messages(messages)
+
+ if self.llm.is_caching_prompt_active():
+ apply_prompt_caching(messages)
+
+ return messages
+
+ def _initial_messages(self) -> list[Message]:
+ """Creates the initial messages (including the system prompt) for the LLM conversation."""
+ assert self.prompt_manager, 'Prompt Manager not instantiated.'
+
+ return [
Message(
role='system',
content=[
@@ -441,84 +203,34 @@ def _get_messages(self, state: State) -> list[Message]:
)
]
- pending_tool_call_action_messages: dict[str, Message] = {}
- tool_call_id_to_message: dict[str, Message] = {}
+ def _enhance_messages(self, messages: list[Message]) -> list[Message]:
+ """Enhances the user message with additional context based on keywords matched.
- # Condense the events from the state.
- events = self.condenser.condensed_history(state)
+ Args:
+ messages (list[Message]): The list of messages to enhance
+ Returns:
+ list[Message]: The enhanced list of messages
+ """
+ assert self.prompt_manager, 'Prompt Manager not instantiated.'
+
+ results: list[Message] = []
is_first_message_handled = False
- for event in events:
- # create a regular message from an event
- if isinstance(event, Action):
- messages_to_add = self.get_action_message(
- action=event,
- pending_tool_call_action_messages=pending_tool_call_action_messages,
- )
- elif isinstance(event, Observation):
- messages_to_add = self.get_observation_message(
- obs=event,
- tool_call_id_to_message=tool_call_id_to_message,
- )
- else:
- raise ValueError(f'Unknown event type: {type(event)}')
-
- # Check pending tool call action messages and see if they are complete
- _response_ids_to_remove = []
- for (
- response_id,
- pending_message,
- ) in pending_tool_call_action_messages.items():
- assert pending_message.tool_calls is not None, (
- 'Tool calls should NOT be None when function calling is enabled & the message is considered pending tool call. '
- f'Pending message: {pending_message}'
- )
- if all(
- tool_call.id in tool_call_id_to_message
- for tool_call in pending_message.tool_calls
- ):
- # If complete:
- # -- 1. Add the message that **initiated** the tool calls
- messages_to_add.append(pending_message)
- # -- 2. Add the tool calls **results***
- for tool_call in pending_message.tool_calls:
- messages_to_add.append(tool_call_id_to_message[tool_call.id])
- tool_call_id_to_message.pop(tool_call.id)
- _response_ids_to_remove.append(response_id)
- # Cleanup the processed pending tool messages
- for response_id in _response_ids_to_remove:
- pending_tool_call_action_messages.pop(response_id)
-
- for msg in messages_to_add:
- if msg:
- if msg.role == 'user' and not is_first_message_handled:
- is_first_message_handled = True
- # compose the first user message with examples
- self.prompt_manager.add_examples_to_initial_message(msg)
-
- # and/or repo/runtime info
- if self.config.enable_prompt_extensions:
- self.prompt_manager.add_info_to_initial_message(msg)
-
- # enhance the user message with additional context based on keywords matched
- if msg.role == 'user':
- self.prompt_manager.enhance_message(msg)
-
- messages.append(msg)
- if self.llm.is_caching_prompt_active():
- # NOTE: this is only needed for anthropic
- # following logic here:
- # https://github.com/anthropics/anthropic-quickstarts/blob/8f734fd08c425c6ec91ddd613af04ff87d70c5a0/computer-use-demo/computer_use_demo/loop.py#L241-L262
- breakpoints_remaining = 3 # remaining 1 for system/tool
- for message in reversed(messages):
- if message.role in ('user', 'tool'):
- if breakpoints_remaining > 0:
- message.content[
- -1
- ].cache_prompt = True # Last item inside the message content
- breakpoints_remaining -= 1
- else:
- break
+ for msg in messages:
+ if msg.role == 'user' and not is_first_message_handled:
+ is_first_message_handled = True
+ # compose the first user message with examples
+ self.prompt_manager.add_examples_to_initial_message(msg)
- return messages
+ # and/or repo/runtime info
+ if self.config.enable_prompt_extensions:
+ self.prompt_manager.add_info_to_initial_message(msg)
+
+ # enhance the user message with additional context based on keywords matched
+ if msg.role == 'user':
+ self.prompt_manager.enhance_message(msg)
+
+ results.append(msg)
+
+ return results
diff --git a/openhands/agenthub/dummy_agent/agent.py b/openhands/agenthub/dummy_agent/agent.py
index f7a654bf75b4..b420a3d5d8ae 100644
--- a/openhands/agenthub/dummy_agent/agent.py
+++ b/openhands/agenthub/dummy_agent/agent.py
@@ -22,7 +22,6 @@
CmdOutputObservation,
FileReadObservation,
FileWriteObservation,
- NullObservation,
Observation,
)
from openhands.events.serialization.event import event_to_dict
@@ -109,7 +108,7 @@ def __init__(self, llm: LLM, config: AgentConfig):
},
{
'action': AgentRejectAction(),
- 'observations': [NullObservation('')],
+ 'observations': [AgentStateChangedObservation('', AgentState.REJECTED)],
},
{
'action': AgentFinishAction(
diff --git a/openhands/agenthub/micro/agent.py b/openhands/agenthub/micro/agent.py
index 2c22e3840a51..37de035c461d 100644
--- a/openhands/agenthub/micro/agent.py
+++ b/openhands/agenthub/micro/agent.py
@@ -6,11 +6,11 @@
from openhands.controller.state.state import State
from openhands.core.config import AgentConfig
from openhands.core.message import ImageContent, Message, TextContent
-from openhands.core.utils import json
from openhands.events.action import Action
from openhands.events.event import Event
from openhands.events.serialization.action import action_from_dict
from openhands.events.serialization.event import event_to_memory
+from openhands.io import json
from openhands.llm.llm import LLM
diff --git a/openhands/core/cli.py b/openhands/core/cli.py
index 1e31537155ac..05a390d8b815 100644
--- a/openhands/core/cli.py
+++ b/openhands/core/cli.py
@@ -29,8 +29,8 @@
AgentStateChangedObservation,
CmdOutputObservation,
FileEditObservation,
- NullObservation,
)
+from openhands.io import read_input, read_task
def display_message(message: str):
@@ -83,21 +83,6 @@ def display_event(event: Event, config: AppConfig):
display_confirmation(event.confirmation_state)
-def read_input(config: AppConfig) -> str:
- """Read input from user based on config settings."""
- if config.cli_multiline_input:
- print('Enter your message (enter "/exit" on a new line to finish):')
- lines = []
- while True:
- line = input('>> ').rstrip()
- if line == '/exit': # finish input
- break
- lines.append(line)
- return '\n'.join(lines)
- else:
- return input('>> ').rstrip()
-
-
async def main(loop: asyncio.AbstractEventLoop):
"""Runs the agent in CLI mode."""
@@ -105,7 +90,14 @@ async def main(loop: asyncio.AbstractEventLoop):
logger.setLevel(logging.WARNING)
- config = setup_config_from_args(args)
+ # Load config from toml and override with command line arguments
+ config: AppConfig = setup_config_from_args(args)
+
+ # Read task from file, CLI args, or stdin
+ task_str = read_task(args, config.cli_multiline_input)
+
+ # If we have a task, create initial user action
+ initial_user_action = MessageAction(content=task_str) if task_str else None
sid = str(uuid4())
@@ -118,7 +110,9 @@ async def main(loop: asyncio.AbstractEventLoop):
async def prompt_for_next_task():
# Run input() in a thread pool to avoid blocking the event loop
- next_message = await loop.run_in_executor(None, read_input, config)
+ next_message = await loop.run_in_executor(
+ None, read_input, config.cli_multiline_input
+ )
if not next_message.strip():
await prompt_for_next_task()
if next_message == 'exit':
@@ -143,19 +137,18 @@ async def on_event_async(event: Event):
AgentState.FINISHED,
]:
await prompt_for_next_task()
- if (
- isinstance(event, NullObservation)
- and controller.state.agent_state == AgentState.AWAITING_USER_CONFIRMATION
- ):
- user_confirmed = await prompt_for_user_confirmation()
- if user_confirmed:
- event_stream.add_event(
- ChangeAgentStateAction(AgentState.USER_CONFIRMED), EventSource.USER
- )
- else:
- event_stream.add_event(
- ChangeAgentStateAction(AgentState.USER_REJECTED), EventSource.USER
- )
+ if event.agent_state == AgentState.AWAITING_USER_CONFIRMATION:
+ user_confirmed = await prompt_for_user_confirmation()
+ if user_confirmed:
+ event_stream.add_event(
+ ChangeAgentStateAction(AgentState.USER_CONFIRMED),
+ EventSource.USER,
+ )
+ else:
+ event_stream.add_event(
+ ChangeAgentStateAction(AgentState.USER_REJECTED),
+ EventSource.USER,
+ )
def on_event(event: Event) -> None:
loop.create_task(on_event_async(event))
@@ -164,7 +157,12 @@ def on_event(event: Event) -> None:
await runtime.connect()
- asyncio.create_task(prompt_for_next_task())
+ if initial_user_action:
+ # If there's an initial user action, enqueue it and do not prompt again
+ event_stream.add_event(initial_user_action, EventSource.USER)
+ else:
+ # Otherwise prompt for the user's first message right away
+ asyncio.create_task(prompt_for_next_task())
await run_agent_until_done(
controller, runtime, [AgentState.STOPPED, AgentState.ERROR]
diff --git a/openhands/core/config/llm_config.py b/openhands/core/config/llm_config.py
index cee22766df14..5497d7125823 100644
--- a/openhands/core/config/llm_config.py
+++ b/openhands/core/config/llm_config.py
@@ -102,3 +102,9 @@ def model_post_init(self, __context: Any):
os.environ['OR_SITE_URL'] = self.openrouter_site_url
if self.openrouter_app_name:
os.environ['OR_APP_NAME'] = self.openrouter_app_name
+
+ # Assign an API version for Azure models
+ # While it doesn't seem required, the format supported by the API without version seems old and will likely break.
+ # Azure issue: https://github.com/All-Hands-AI/OpenHands/issues/6777
+ if self.model.startswith('azure') and self.api_version is None:
+ self.api_version = '2024-08-01-preview'
diff --git a/openhands/core/config/sandbox_config.py b/openhands/core/config/sandbox_config.py
index 12edbbd4d99a..7c1b1adaba64 100644
--- a/openhands/core/config/sandbox_config.py
+++ b/openhands/core/config/sandbox_config.py
@@ -52,6 +52,9 @@ class SandboxConfig(BaseModel):
remote_runtime_init_timeout: int = Field(default=180)
remote_runtime_api_timeout: int = Field(default=10)
remote_runtime_enable_retries: bool = Field(default=False)
+ remote_runtime_class: str | None = Field(
+ default='sysbox'
+ ) # can be "None" (default to gvisor) or "sysbox" (support docker inside runtime + more stable)
enable_auto_lint: bool = Field(
default=False # once enabled, OpenHands would lint files after editing
)
diff --git a/openhands/core/main.py b/openhands/core/main.py
index 2652931cce7a..12e0c4e7876c 100644
--- a/openhands/core/main.py
+++ b/openhands/core/main.py
@@ -1,7 +1,6 @@
import asyncio
import json
import os
-import sys
from pathlib import Path
from typing import Callable, Protocol
@@ -29,6 +28,7 @@
from openhands.events.observation import AgentStateChangedObservation
from openhands.events.serialization import event_from_dict
from openhands.events.serialization.event import event_to_trajectory
+from openhands.io import read_input, read_task
from openhands.runtime.base import Runtime
@@ -41,32 +41,6 @@ def __call__(
) -> str: ...
-def read_task_from_file(file_path: str) -> str:
- """Read task from the specified file."""
- with open(file_path, 'r', encoding='utf-8') as file:
- return file.read()
-
-
-def read_task_from_stdin() -> str:
- """Read task from stdin."""
- return sys.stdin.read()
-
-
-def read_input(config: AppConfig) -> str:
- """Read input from user based on config settings."""
- if config.cli_multiline_input:
- print('Enter your message (enter "/exit" on a new line to finish):')
- lines = []
- while True:
- line = input('>> ').rstrip()
- if line == '/exit': # finish input
- break
- lines.append(line)
- return '\n'.join(lines)
- else:
- return input('>> ').rstrip()
-
-
async def run_controller(
config: AppConfig,
initial_user_action: Action,
@@ -139,7 +113,6 @@ async def run_controller(
assert isinstance(
initial_user_action, Action
), f'initial user actions must be an Action, got {type(initial_user_action)}'
- # Logging
logger.debug(
f'Agent Controller Initialized: Running agent {agent.name}, model '
f'{agent.llm.config.model}, with actions: {initial_user_action}'
@@ -167,7 +140,7 @@ def on_event(event: Event):
if exit_on_message:
message = '/exit'
elif fake_user_response_fn is None:
- message = read_input(config)
+ message = read_input(config.cli_multiline_input)
else:
message = fake_user_response_fn(controller.get_state())
action = MessageAction(content=message)
@@ -268,28 +241,23 @@ def load_replay_log(trajectory_path: str) -> tuple[list[Event] | None, Action]:
if __name__ == '__main__':
args = parse_arguments()
- config = setup_config_from_args(args)
+ config: AppConfig = setup_config_from_args(args)
- # Determine the task
- task_str = ''
- if args.file:
- task_str = read_task_from_file(args.file)
- elif args.task:
- task_str = args.task
- elif not sys.stdin.isatty():
- task_str = read_task_from_stdin()
+ # Read task from file, CLI args, or stdin
+ task_str = read_task(args, config.cli_multiline_input)
- initial_user_action: Action = NullAction()
if config.replay_trajectory_path:
if task_str:
raise ValueError(
'User-specified task is not supported under trajectory replay mode'
)
- elif task_str:
- initial_user_action = MessageAction(content=task_str)
- else:
+
+ if not task_str:
raise ValueError('No task provided. Please specify a task through -t, -f.')
+ # Create initial user action
+ initial_user_action: MessageAction = MessageAction(content=task_str)
+
# Set session name
session_name = args.name
sid = generate_sid(config, session_name)
diff --git a/openhands/core/message_utils.py b/openhands/core/message_utils.py
new file mode 100644
index 000000000000..25be12873177
--- /dev/null
+++ b/openhands/core/message_utils.py
@@ -0,0 +1,367 @@
+from litellm import ModelResponse
+
+from openhands.core.logger import openhands_logger as logger
+from openhands.core.message import ImageContent, Message, TextContent
+from openhands.core.schema import ActionType
+from openhands.events.action import (
+ Action,
+ AgentDelegateAction,
+ AgentFinishAction,
+ BrowseInteractiveAction,
+ BrowseURLAction,
+ CmdRunAction,
+ FileEditAction,
+ FileReadAction,
+ IPythonRunCellAction,
+ MessageAction,
+)
+from openhands.events.event import Event
+from openhands.events.observation import (
+ AgentCondensationObservation,
+ AgentDelegateObservation,
+ BrowserOutputObservation,
+ CmdOutputObservation,
+ FileEditObservation,
+ FileReadObservation,
+ IPythonRunCellObservation,
+ UserRejectObservation,
+)
+from openhands.events.observation.error import ErrorObservation
+from openhands.events.observation.observation import Observation
+from openhands.events.serialization.event import truncate_content
+
+
+def events_to_messages(
+ events: list[Event],
+ max_message_chars: int | None = None,
+ vision_is_active: bool = False,
+ enable_som_visual_browsing: bool = False,
+) -> list[Message]:
+ """Converts a list of events into a list of messages that can be sent to the LLM.
+
+ Ensures that tool call actions are processed correctly in function calling mode.
+
+ Args:
+ events: A list of events to convert. Each event can be an Action or Observation.
+ max_message_chars: The maximum number of characters in the content of an event included in the prompt to the LLM.
+ Larger observations are truncated.
+ vision_is_active: Whether vision is active in the LLM. If True, image URLs will be included.
+ enable_som_visual_browsing: Whether to enable visual browsing for the SOM model.
+ """
+ messages = []
+
+ pending_tool_call_action_messages: dict[str, Message] = {}
+ tool_call_id_to_message: dict[str, Message] = {}
+
+ for event in events:
+ # create a regular message from an event
+ if isinstance(event, Action):
+ messages_to_add = get_action_message(
+ action=event,
+ pending_tool_call_action_messages=pending_tool_call_action_messages,
+ vision_is_active=vision_is_active,
+ )
+ elif isinstance(event, Observation):
+ messages_to_add = get_observation_message(
+ obs=event,
+ tool_call_id_to_message=tool_call_id_to_message,
+ max_message_chars=max_message_chars,
+ vision_is_active=vision_is_active,
+ enable_som_visual_browsing=enable_som_visual_browsing,
+ )
+ else:
+ raise ValueError(f'Unknown event type: {type(event)}')
+
+ # Check pending tool call action messages and see if they are complete
+ _response_ids_to_remove = []
+ for (
+ response_id,
+ pending_message,
+ ) in pending_tool_call_action_messages.items():
+ assert pending_message.tool_calls is not None, (
+ 'Tool calls should NOT be None when function calling is enabled & the message is considered pending tool call. '
+ f'Pending message: {pending_message}'
+ )
+ if all(
+ tool_call.id in tool_call_id_to_message
+ for tool_call in pending_message.tool_calls
+ ):
+ # If complete:
+ # -- 1. Add the message that **initiated** the tool calls
+ messages_to_add.append(pending_message)
+ # -- 2. Add the tool calls **results***
+ for tool_call in pending_message.tool_calls:
+ messages_to_add.append(tool_call_id_to_message[tool_call.id])
+ tool_call_id_to_message.pop(tool_call.id)
+ _response_ids_to_remove.append(response_id)
+ # Cleanup the processed pending tool messages
+ for response_id in _response_ids_to_remove:
+ pending_tool_call_action_messages.pop(response_id)
+
+ messages += messages_to_add
+
+ return messages
+
+
+def get_action_message(
+ action: Action,
+ pending_tool_call_action_messages: dict[str, Message],
+ vision_is_active: bool = False,
+) -> list[Message]:
+ """Converts an action into a message format that can be sent to the LLM.
+
+ This method handles different types of actions and formats them appropriately:
+ 1. For tool-based actions (AgentDelegate, CmdRun, IPythonRunCell, FileEdit) and agent-sourced AgentFinish:
+ - In function calling mode: Stores the LLM's response in pending_tool_call_action_messages
+ - In non-function calling mode: Creates a message with the action string
+ 2. For MessageActions: Creates a message with the text content and optional image content
+
+ Args:
+ action: The action to convert. Can be one of:
+ - CmdRunAction: For executing bash commands
+ - IPythonRunCellAction: For running IPython code
+ - FileEditAction: For editing files
+ - FileReadAction: For reading files using openhands-aci commands
+ - BrowseInteractiveAction: For browsing the web
+ - AgentFinishAction: For ending the interaction
+ - MessageAction: For sending messages
+
+ pending_tool_call_action_messages: Dictionary mapping response IDs to their corresponding messages.
+ Used in function calling mode to track tool calls that are waiting for their results.
+
+ vision_is_active: Whether vision is active in the LLM. If True, image URLs will be included
+
+ Returns:
+ list[Message]: A list containing the formatted message(s) for the action.
+ May be empty if the action is handled as a tool call in function calling mode.
+
+ Note:
+ In function calling mode, tool-based actions are stored in pending_tool_call_action_messages
+ rather than being returned immediately. They will be processed later when all corresponding
+ tool call results are available.
+ """
+ # create a regular message from an event
+ if isinstance(
+ action,
+ (
+ AgentDelegateAction,
+ IPythonRunCellAction,
+ FileEditAction,
+ FileReadAction,
+ BrowseInteractiveAction,
+ BrowseURLAction,
+ ),
+ ) or (isinstance(action, CmdRunAction) and action.source == 'agent'):
+ tool_metadata = action.tool_call_metadata
+ assert tool_metadata is not None, (
+ 'Tool call metadata should NOT be None when function calling is enabled. Action: '
+ + str(action)
+ )
+
+ llm_response: ModelResponse = tool_metadata.model_response
+ assistant_msg = llm_response.choices[0].message
+
+ # Add the LLM message (assistant) that initiated the tool calls
+ # (overwrites any previous message with the same response_id)
+ logger.debug(
+ f'Tool calls type: {type(assistant_msg.tool_calls)}, value: {assistant_msg.tool_calls}'
+ )
+ pending_tool_call_action_messages[llm_response.id] = Message(
+ role=assistant_msg.role,
+ # tool call content SHOULD BE a string
+ content=[TextContent(text=assistant_msg.content or '')]
+ if assistant_msg.content is not None
+ else [],
+ tool_calls=assistant_msg.tool_calls,
+ )
+ return []
+ elif isinstance(action, AgentFinishAction):
+ role = 'user' if action.source == 'user' else 'assistant'
+
+ # when agent finishes, it has tool_metadata
+ # which has already been executed, and it doesn't have a response
+ # when the user finishes (/exit), we don't have tool_metadata
+ tool_metadata = action.tool_call_metadata
+ if tool_metadata is not None:
+ # take the response message from the tool call
+ assistant_msg = tool_metadata.model_response.choices[0].message
+ content = assistant_msg.content or ''
+
+ # save content if any, to thought
+ if action.thought:
+ if action.thought != content:
+ action.thought += '\n' + content
+ else:
+ action.thought = content
+
+ # remove the tool call metadata
+ action.tool_call_metadata = None
+ return [
+ Message(
+ role=role,
+ content=[TextContent(text=action.thought)],
+ )
+ ]
+ elif isinstance(action, MessageAction):
+ role = 'user' if action.source == 'user' else 'assistant'
+ content = [TextContent(text=action.content or '')]
+ if vision_is_active and action.image_urls:
+ content.append(ImageContent(image_urls=action.image_urls))
+ return [
+ Message(
+ role=role,
+ content=content,
+ )
+ ]
+ elif isinstance(action, CmdRunAction) and action.source == 'user':
+ content = [TextContent(text=f'User executed the command:\n{action.command}')]
+ return [
+ Message(
+ role='user',
+ content=content,
+ )
+ ]
+ return []
+
+
+def get_observation_message(
+ obs: Observation,
+ tool_call_id_to_message: dict[str, Message],
+ max_message_chars: int | None = None,
+ vision_is_active: bool = False,
+ enable_som_visual_browsing: bool = False,
+) -> list[Message]:
+ """Converts an observation into a message format that can be sent to the LLM.
+
+ This method handles different types of observations and formats them appropriately:
+ - CmdOutputObservation: Formats command execution results with exit codes
+ - IPythonRunCellObservation: Formats IPython cell execution results, replacing base64 images
+ - FileEditObservation: Formats file editing results
+ - FileReadObservation: Formats file reading results from openhands-aci
+ - AgentDelegateObservation: Formats results from delegated agent tasks
+ - ErrorObservation: Formats error messages from failed actions
+ - UserRejectObservation: Formats user rejection messages
+
+ In function calling mode, observations with tool_call_metadata are stored in
+ tool_call_id_to_message for later processing instead of being returned immediately.
+
+ Args:
+ obs: The observation to convert
+ tool_call_id_to_message: Dictionary mapping tool call IDs to their corresponding messages (used in function calling mode)
+ max_message_chars: The maximum number of characters in the content of an observation included in the prompt to the LLM
+ vision_is_active: Whether vision is active in the LLM. If True, image URLs will be included
+ enable_som_visual_browsing: Whether to enable visual browsing for the SOM model
+
+ Returns:
+ list[Message]: A list containing the formatted message(s) for the observation.
+ May be empty if the observation is handled as a tool response in function calling mode.
+
+ Raises:
+ ValueError: If the observation type is unknown
+ """
+ message: Message
+
+ if isinstance(obs, CmdOutputObservation):
+ # if it doesn't have tool call metadata, it was triggered by a user action
+ if obs.tool_call_metadata is None:
+ text = truncate_content(
+ f'\nObserved result of command executed by user:\n{obs.to_agent_observation()}',
+ max_message_chars,
+ )
+ else:
+ text = truncate_content(obs.to_agent_observation(), max_message_chars)
+ message = Message(role='user', content=[TextContent(text=text)])
+ elif isinstance(obs, IPythonRunCellObservation):
+ text = obs.content
+ # replace base64 images with a placeholder
+ splitted = text.split('\n')
+ for i, line in enumerate(splitted):
+ if ' already displayed to user'
+ )
+ text = '\n'.join(splitted)
+ text = truncate_content(text, max_message_chars)
+ message = Message(role='user', content=[TextContent(text=text)])
+ elif isinstance(obs, FileEditObservation):
+ text = truncate_content(str(obs), max_message_chars)
+ message = Message(role='user', content=[TextContent(text=text)])
+ elif isinstance(obs, FileReadObservation):
+ message = Message(
+ role='user', content=[TextContent(text=obs.content)]
+ ) # Content is already truncated by openhands-aci
+ elif isinstance(obs, BrowserOutputObservation):
+ text = obs.get_agent_obs_text()
+ if (
+ obs.trigger_by_action == ActionType.BROWSE_INTERACTIVE
+ and obs.set_of_marks is not None
+ and len(obs.set_of_marks) > 0
+ and enable_som_visual_browsing
+ and vision_is_active
+ ):
+ text += 'Image: Current webpage screenshot (Note that only visible portion of webpage is present in the screenshot. You may need to scroll to view the remaining portion of the web-page.)\n'
+ message = Message(
+ role='user',
+ content=[
+ TextContent(text=text),
+ ImageContent(image_urls=[obs.set_of_marks]),
+ ],
+ )
+ else:
+ message = Message(
+ role='user',
+ content=[TextContent(text=text)],
+ )
+ elif isinstance(obs, AgentDelegateObservation):
+ text = truncate_content(
+ obs.outputs['content'] if 'content' in obs.outputs else '',
+ max_message_chars,
+ )
+ message = Message(role='user', content=[TextContent(text=text)])
+ elif isinstance(obs, ErrorObservation):
+ text = truncate_content(obs.content, max_message_chars)
+ text += '\n[Error occurred in processing last action]'
+ message = Message(role='user', content=[TextContent(text=text)])
+ elif isinstance(obs, UserRejectObservation):
+ text = 'OBSERVATION:\n' + truncate_content(obs.content, max_message_chars)
+ text += '\n[Last action has been rejected by the user]'
+ message = Message(role='user', content=[TextContent(text=text)])
+ elif isinstance(obs, AgentCondensationObservation):
+ text = truncate_content(obs.content, max_message_chars)
+ message = Message(role='user', content=[TextContent(text=text)])
+ else:
+ # If an observation message is not returned, it will cause an error
+ # when the LLM tries to return the next message
+ raise ValueError(f'Unknown observation type: {type(obs)}')
+
+ # Update the message as tool response properly
+ if (tool_call_metadata := obs.tool_call_metadata) is not None:
+ tool_call_id_to_message[tool_call_metadata.tool_call_id] = Message(
+ role='tool',
+ content=message.content,
+ tool_call_id=tool_call_metadata.tool_call_id,
+ name=tool_call_metadata.function_name,
+ )
+ # No need to return the observation message
+ # because it will be added by get_action_message when all the corresponding
+ # tool calls in the SAME request are processed
+ return []
+
+ return [message]
+
+
+def apply_prompt_caching(messages: list[Message]) -> None:
+ """Applies caching breakpoints to the messages."""
+ # NOTE: this is only needed for anthropic
+ # following logic here:
+ # https://github.com/anthropics/anthropic-quickstarts/blob/8f734fd08c425c6ec91ddd613af04ff87d70c5a0/computer-use-demo/computer_use_demo/loop.py#L241-L262
+ breakpoints_remaining = 3 # remaining 1 for system/tool
+ for message in reversed(messages):
+ if message.role in ('user', 'tool'):
+ if breakpoints_remaining > 0:
+ message.content[
+ -1
+ ].cache_prompt = True # Last item inside the message content
+ breakpoints_remaining -= 1
+ else:
+ break
diff --git a/openhands/core/utils/__init__.py b/openhands/core/utils/__init__.py
deleted file mode 100644
index e69de29bb2d1..000000000000
diff --git a/openhands/events/serialization/event.py b/openhands/events/serialization/event.py
index cf2637ab667d..71f591fd7d5a 100644
--- a/openhands/events/serialization/event.py
+++ b/openhands/events/serialization/event.py
@@ -130,9 +130,9 @@ def event_to_memory(event: 'Event', max_message_chars: int) -> dict:
return d
-def truncate_content(content: str, max_chars: int) -> str:
+def truncate_content(content: str, max_chars: int | None = None) -> str:
"""Truncate the middle of the observation content if it is too long."""
- if len(content) <= max_chars or max_chars == -1:
+ if max_chars is None or len(content) <= max_chars or max_chars < 0:
return content
# truncate the middle and include a message to the LLM about it
diff --git a/openhands/events/stream.py b/openhands/events/stream.py
index ef81bce38635..66dc02cd61e7 100644
--- a/openhands/events/stream.py
+++ b/openhands/events/stream.py
@@ -8,9 +8,9 @@
from typing import Callable, Iterable
from openhands.core.logger import openhands_logger as logger
-from openhands.core.utils import json
from openhands.events.event import Event, EventSource
from openhands.events.serialization.event import event_from_dict, event_to_dict
+from openhands.io import json
from openhands.storage import FileStore
from openhands.storage.locations import (
get_conversation_dir,
diff --git a/openhands/events/utils.py b/openhands/events/utils.py
index bf710edcd7bd..cfc2dd804c3a 100644
--- a/openhands/events/utils.py
+++ b/openhands/events/utils.py
@@ -10,7 +10,9 @@
def get_pairs_from_events(events: list[Event]) -> list[tuple[Action, Observation]]:
- """Return the history as a list of tuples (action, observation)."""
+ """Return the history as a list of tuples (action, observation).
+
+ This function is a compatibility function for evals reading and visualization working with old histories."""
tuples: list[tuple[Action, Observation]] = []
action_map: dict[int, Action] = {}
observation_map: dict[int, Observation] = {}
diff --git a/openhands/io/__init__.py b/openhands/io/__init__.py
new file mode 100644
index 000000000000..bf1a054356c1
--- /dev/null
+++ b/openhands/io/__init__.py
@@ -0,0 +1,10 @@
+from openhands.io.io import read_input, read_task, read_task_from_file
+from openhands.io.json import dumps, loads
+
+__all__ = [
+ 'read_input',
+ 'read_task_from_file',
+ 'read_task',
+ 'dumps',
+ 'loads',
+]
diff --git a/openhands/io/io.py b/openhands/io/io.py
new file mode 100644
index 000000000000..2e42df912b77
--- /dev/null
+++ b/openhands/io/io.py
@@ -0,0 +1,40 @@
+import argparse
+import sys
+
+
+def read_input(cli_multiline_input: bool = False) -> str:
+ """Read input from user based on config settings."""
+ if cli_multiline_input:
+ print('Enter your message (enter "/exit" on a new line to finish):')
+ lines = []
+ while True:
+ line = input('>> ').rstrip()
+ if line == '/exit': # finish input
+ break
+ lines.append(line)
+ return '\n'.join(lines)
+ else:
+ return input('>> ').rstrip()
+
+
+def read_task_from_file(file_path: str) -> str:
+ """Read task from the specified file."""
+ with open(file_path, 'r', encoding='utf-8') as file:
+ return file.read()
+
+
+def read_task(args: argparse.Namespace, cli_multiline_input: bool) -> str:
+ """
+ Read the task from the CLI args, file, or stdin.
+ """
+
+ # Determine the task
+ task_str = ''
+ if args.file:
+ task_str = read_task_from_file(args.file)
+ elif args.task:
+ task_str = args.task
+ elif not sys.stdin.isatty():
+ task_str = read_input(cli_multiline_input)
+
+ return task_str
diff --git a/openhands/core/utils/json.py b/openhands/io/json.py
similarity index 100%
rename from openhands/core/utils/json.py
rename to openhands/io/json.py
diff --git a/openhands/llm/llm.py b/openhands/llm/llm.py
index a9071b43bed3..b40f11ca8396 100644
--- a/openhands/llm/llm.py
+++ b/openhands/llm/llm.py
@@ -172,7 +172,7 @@ def __init__(
)
def wrapper(*args, **kwargs):
"""Wrapper for the litellm completion function. Logs the input and output of the completion function."""
- from openhands.core.utils import json
+ from openhands.io import json
messages: list[dict[str, Any]] | dict[str, Any] = []
mock_function_calling = not self.is_function_calling_active()
@@ -369,7 +369,7 @@ def init_model_info(self):
# noinspection PyBroadException
except Exception:
pass
- from openhands.core.utils import json
+ from openhands.io import json
logger.debug(f'Model info: {json.dumps(self.model_info, indent=2)}')
diff --git a/openhands/memory/condenser/condenser.py b/openhands/memory/condenser/condenser.py
index 878c27aec140..411ed39386f6 100644
--- a/openhands/memory/condenser/condenser.py
+++ b/openhands/memory/condenser/condenser.py
@@ -161,6 +161,12 @@ def __init__(self) -> None:
@override
def condensed_history(self, state: State) -> list[Event]:
+ # The history should grow monotonically -- if it doesn't, something has
+ # truncated the history and we need to reset our tracking.
+ if len(state.history) < self._last_history_length:
+ self._condensation = []
+ self._last_history_length = 0
+
new_events = state.history[self._last_history_length :]
with self.metadata_batch(state):
diff --git a/openhands/memory/condenser/impl/llm_summarizing_condenser.py b/openhands/memory/condenser/impl/llm_summarizing_condenser.py
index 276d1c1e8748..54068f04547c 100644
--- a/openhands/memory/condenser/impl/llm_summarizing_condenser.py
+++ b/openhands/memory/condenser/impl/llm_summarizing_condenser.py
@@ -57,22 +57,29 @@ def condense(self, events: list[Event]) -> list[Event]:
# Construct prompt for summarization
prompt = """You are maintaining state history for an LLM-based code agent. Track:
+USER_CONTEXT: (Preserve essential user requirements, problem descriptions, and clarifications in concise form)
+
STATE: {File paths, function signatures, data structures}
TESTS: {Failing cases, error messages, outputs}
CHANGES: {Code edits, variable updates}
DEPS: {Dependencies, imports, external calls}
INTENT: {Why changes were made, acceptance criteria}
-SKIP: {Git clones, build logs}
-SUMMARIZE: {File listings}
-MAX_LENGTH: Keep summaries under 1000 words
+PRIORITIZE:
+1. Capture key user requirements and constraints
+2. Maintain critical problem context
+3. Keep all sections concise
+
+SKIP: {Git clones, build logs, file listings}
Example history format:
+USER_CONTEXT: Fix FITS card float representation - "0.009125" becomes "0.009124999999999999" causing comment truncation. Use Python's str() when possible while maintaining FITS compliance.
+
STATE: mod_float() in card.py updated
TESTS: test_format() passed
CHANGES: str(val) replaces f"{val:.16G}"
DEPS: None modified
-INTENT: Fix float precision overflow"""
+INTENT: Fix precision while maintaining FITS compliance"""
prompt + '\n\n'
diff --git a/openhands/resolver/interfaces/github.py b/openhands/resolver/interfaces/github.py
index 46cceb68a4f7..d9cd66c53eba 100644
--- a/openhands/resolver/interfaces/github.py
+++ b/openhands/resolver/interfaces/github.py
@@ -22,28 +22,28 @@ def __init__(self, owner: str, repo: str, token: str, username: str | None = Non
self.clone_url = self.get_clone_url()
self.headers = self.get_headers()
- def set_owner(self, owner: str):
+ def set_owner(self, owner: str) -> None:
self.owner = owner
- def get_headers(self):
+ def get_headers(self) -> dict[str, str]:
return {
'Authorization': f'token {self.token}',
'Accept': 'application/vnd.github.v3+json',
}
- def get_base_url(self):
+ def get_base_url(self) -> str:
return f'https://api.github.com/repos/{self.owner}/{self.repo}'
- def get_authorize_url(self):
+ def get_authorize_url(self) -> str:
return f'https://{self.username}:{self.token}@github.com/'
- def get_branch_url(self, branch_name: str):
+ def get_branch_url(self, branch_name: str) -> str:
return self.get_base_url() + f'/branches/{branch_name}'
- def get_download_url(self):
+ def get_download_url(self) -> str:
return f'{self.base_url}/issues'
- def get_clone_url(self):
+ def get_clone_url(self) -> str:
username_and_token = (
f'{self.username}:{self.token}'
if self.username
@@ -51,10 +51,10 @@ def get_clone_url(self):
)
return f'https://{username_and_token}@github.com/{self.owner}/{self.repo}.git'
- def get_graphql_url(self):
+ def get_graphql_url(self) -> str:
return 'https://api.github.com/graphql'
- def get_compare_url(self, branch_name: str):
+ def get_compare_url(self, branch_name: str) -> str:
return f'https://github.com/{self.owner}/{self.repo}/compare/{branch_name}?expand=1'
def get_converted_issues(
@@ -186,7 +186,7 @@ def branch_exists(self, branch_name: str) -> bool:
print(f'Branch {branch_name} exists: {exists}')
return exists
- def get_branch_name(self, base_branch_name: str):
+ def get_branch_name(self, base_branch_name: str) -> str:
branch_name = base_branch_name
attempt = 1
while self.branch_exists(branch_name):
@@ -194,7 +194,7 @@ def get_branch_name(self, base_branch_name: str):
branch_name = f'{base_branch_name}-try{attempt}'
return branch_name
- def reply_to_comment(self, pr_number: int, comment_id: str, reply: str):
+ def reply_to_comment(self, pr_number: int, comment_id: str, reply: str) -> None:
# Opting for graphql as REST API doesn't allow reply to replies in comment threads
query = """
mutation($body: String!, $pullRequestReviewThreadId: ID!) {
@@ -221,15 +221,18 @@ def reply_to_comment(self, pr_number: int, comment_id: str, reply: str):
)
response.raise_for_status()
- def get_pull_url(self, pr_number: int):
+ def get_pull_url(self, pr_number: int) -> str:
return f'https://github.com/{self.owner}/{self.repo}/pull/{pr_number}'
def get_default_branch_name(self) -> str:
response = requests.get(f'{self.base_url}', headers=self.headers)
response.raise_for_status()
- return response.json()['default_branch']
+ data = response.json()
+ return str(data['default_branch'])
- def create_pull_request(self, data=dict) -> dict:
+ def create_pull_request(self, data: dict[str, Any] | None = None) -> dict[str, Any]:
+ if data is None:
+ data = {}
response = requests.post(
f'{self.base_url}/pulls', headers=self.headers, json=data
)
@@ -240,9 +243,9 @@ def create_pull_request(self, data=dict) -> dict:
)
response.raise_for_status()
pr_data = response.json()
- return pr_data
+ return dict(pr_data)
- def request_reviewers(self, reviewer: str, pr_number: int):
+ def request_reviewers(self, reviewer: str, pr_number: int) -> None:
review_data = {'reviewers': [reviewer]}
review_response = requests.post(
f'{self.base_url}/pulls/{pr_number}/requested_reviewers',
@@ -254,7 +257,7 @@ def request_reviewers(self, reviewer: str, pr_number: int):
f'Warning: Failed to request review from {reviewer}: {review_response.text}'
)
- def send_comment_msg(self, issue_number: int, msg: str):
+ def send_comment_msg(self, issue_number: int, msg: str) -> None:
"""Send a comment message to a GitHub issue or pull request.
Args:
@@ -282,8 +285,8 @@ def get_context_from_external_issues_references(
review_comments: list[str] | None,
review_threads: list[ReviewThread],
thread_comments: list[str] | None,
- ):
- pass
+ ) -> list[str]:
+ return []
class GithubPRHandler(GithubIssueHandler):
@@ -487,7 +490,7 @@ def get_context_from_external_issues_references(
review_comments: list[str] | None,
review_threads: list[ReviewThread],
thread_comments: list[str] | None,
- ):
+ ) -> list[str]:
new_issue_references = []
if issue_body:
diff --git a/openhands/resolver/interfaces/gitlab.py b/openhands/resolver/interfaces/gitlab.py
index 52661d93032d..47519c4a4e0f 100644
--- a/openhands/resolver/interfaces/gitlab.py
+++ b/openhands/resolver/interfaces/gitlab.py
@@ -23,38 +23,38 @@ def __init__(self, owner: str, repo: str, token: str, username: str | None = Non
self.clone_url = self.get_clone_url()
self.headers = self.get_headers()
- def set_owner(self, owner: str):
+ def set_owner(self, owner: str) -> None:
self.owner = owner
- def get_headers(self):
+ def get_headers(self) -> dict[str, str]:
return {
'Authorization': f'Bearer {self.token}',
'Accept': 'application/json',
}
- def get_base_url(self):
- project_path = quote(f'{self.owner}/{self.repo}', safe="")
+ def get_base_url(self) -> str:
+ project_path = quote(f'{self.owner}/{self.repo}', safe='')
return f'https://gitlab.com/api/v4/projects/{project_path}'
- def get_authorize_url(self):
+ def get_authorize_url(self) -> str:
return f'https://{self.username}:{self.token}@gitlab.com/'
- def get_branch_url(self, branch_name: str):
+ def get_branch_url(self, branch_name: str) -> str:
return self.get_base_url() + f'/repository/branches/{branch_name}'
- def get_download_url(self):
+ def get_download_url(self) -> str:
return f'{self.base_url}/issues'
- def get_clone_url(self):
+ def get_clone_url(self) -> str:
username_and_token = self.token
if self.username:
username_and_token = f'{self.username}:{self.token}'
return f'https://{username_and_token}@gitlab.com/{self.owner}/{self.repo}.git'
- def get_graphql_url(self):
+ def get_graphql_url(self) -> str:
return 'https://gitlab.com/api/graphql'
- def get_compare_url(self, branch_name: str):
+ def get_compare_url(self, branch_name: str) -> str:
return f'https://gitlab.com/{self.owner}/{self.repo}/-/compare/{self.get_default_branch_name()}...{branch_name}'
def get_converted_issues(
@@ -189,7 +189,7 @@ def branch_exists(self, branch_name: str) -> bool:
print(f'Branch {branch_name} exists: {exists}')
return exists
- def get_branch_name(self, base_branch_name: str):
+ def get_branch_name(self, base_branch_name: str) -> str:
branch_name = base_branch_name
attempt = 1
while self.branch_exists(branch_name):
@@ -197,7 +197,7 @@ def get_branch_name(self, base_branch_name: str):
branch_name = f'{base_branch_name}-try{attempt}'
return branch_name
- def reply_to_comment(self, pr_number: int, comment_id: str, reply: str):
+ def reply_to_comment(self, pr_number: int, comment_id: str, reply: str) -> None:
response = requests.get(
f'{self.base_url}/merge_requests/{pr_number}/discussions/{comment_id.split('/')[-1]}',
headers=self.headers,
@@ -216,7 +216,7 @@ def reply_to_comment(self, pr_number: int, comment_id: str, reply: str):
)
response.raise_for_status()
- def get_pull_url(self, pr_number: int):
+ def get_pull_url(self, pr_number: int) -> str:
return (
f'https://gitlab.com/{self.owner}/{self.repo}/-/merge_requests/{pr_number}'
)
@@ -224,9 +224,12 @@ def get_pull_url(self, pr_number: int):
def get_default_branch_name(self) -> str:
response = requests.get(f'{self.base_url}', headers=self.headers)
response.raise_for_status()
- return response.json()['default_branch']
+ data = response.json()
+ return str(data['default_branch'])
- def create_pull_request(self, data=dict) -> dict:
+ def create_pull_request(self, data: dict[str, Any] | None = None) -> dict[str, Any]:
+ if data is None:
+ data = {}
response = requests.post(
f'{self.base_url}/merge_requests', headers=self.headers, json=data
)
@@ -243,9 +246,9 @@ def create_pull_request(self, data=dict) -> dict:
if 'iid' in pr_data:
pr_data['number'] = pr_data['iid']
- return pr_data
+ return dict(pr_data)
- def request_reviewers(self, reviewer: str, pr_number: int):
+ def request_reviewers(self, reviewer: str, pr_number: int) -> None:
response = requests.get(
f'https://gitlab.com/api/v4/users?username={reviewer}',
headers=self.headers,
@@ -264,7 +267,7 @@ def request_reviewers(self, reviewer: str, pr_number: int):
f'Warning: Failed to request review from {reviewer}: {review_response.text}'
)
- def send_comment_msg(self, issue_number: int, msg: str):
+ def send_comment_msg(self, issue_number: int, msg: str) -> None:
"""Send a comment message to a GitHub issue or pull request.
Args:
@@ -292,8 +295,8 @@ def get_context_from_external_issues_references(
review_comments: list[str] | None,
review_threads: list[ReviewThread],
thread_comments: list[str] | None,
- ):
- pass
+ ) -> list[str]:
+ return []
class GitlabPRHandler(GitlabIssueHandler):
@@ -479,7 +482,7 @@ def get_context_from_external_issues_references(
review_comments: list[str] | None,
review_threads: list[ReviewThread],
thread_comments: list[str] | None,
- ):
+ ) -> list[str]:
new_issue_references = []
if issue_body:
diff --git a/openhands/resolver/interfaces/issue.py b/openhands/resolver/interfaces/issue.py
index 263fd8160377..ffd6a204ca7a 100644
--- a/openhands/resolver/interfaces/issue.py
+++ b/openhands/resolver/interfaces/issue.py
@@ -26,7 +26,7 @@ class Issue(BaseModel):
class IssueHandlerInterface(ABC):
@abstractmethod
- def set_owner(self, owner: str):
+ def set_owner(self, owner: str) -> None:
pass
@abstractmethod
@@ -40,43 +40,43 @@ def get_issue_comments(
pass
@abstractmethod
- def get_base_url(self):
+ def get_base_url(self) -> str:
pass
@abstractmethod
- def get_branch_url(self, branch_name):
+ def get_branch_url(self, branch_name: str) -> str:
pass
@abstractmethod
- def get_download_url(self):
+ def get_download_url(self) -> str:
pass
@abstractmethod
- def get_clone_url(self):
+ def get_clone_url(self) -> str:
pass
@abstractmethod
- def get_pull_url(self, pr_number: int):
+ def get_pull_url(self, pr_number: int) -> str:
pass
@abstractmethod
- def get_graphql_url(self):
+ def get_graphql_url(self) -> str:
pass
@abstractmethod
- def get_headers(self):
+ def get_headers(self) -> dict[str, str]:
pass
@abstractmethod
- def get_compare_url(self, branch_name):
+ def get_compare_url(self, branch_name: str) -> str:
pass
@abstractmethod
- def get_branch_name(self, base_branch_name: str):
+ def get_branch_name(self, base_branch_name: str) -> str:
pass
@abstractmethod
- def get_default_branch_name(self):
+ def get_default_branch_name(self) -> str:
pass
@abstractmethod
@@ -84,23 +84,25 @@ def branch_exists(self, branch_name: str) -> bool:
pass
@abstractmethod
- def reply_to_comment(self, pr_number: int, comment_id: str, reply: str):
+ def reply_to_comment(self, pr_number: int, comment_id: str, reply: str) -> None:
pass
@abstractmethod
- def send_comment_msg(self, issue_number: int, msg: str):
+ def send_comment_msg(self, issue_number: int, msg: str) -> None:
pass
@abstractmethod
- def get_authorize_url(self):
+ def get_authorize_url(self) -> str:
pass
@abstractmethod
- def create_pull_request(self, data=dict) -> dict:
- pass
+ def create_pull_request(self, data: dict[str, Any] | None = None) -> dict[str, Any]:
+ if data is None:
+ data = {}
+ raise NotImplementedError
@abstractmethod
- def request_reviewers(self, reviewer: str, pr_number: int):
+ def request_reviewers(self, reviewer: str, pr_number: int) -> None:
pass
@abstractmethod
@@ -112,7 +114,7 @@ def get_context_from_external_issues_references(
review_comments: list[str] | None,
review_threads: list[ReviewThread],
thread_comments: list[str] | None,
- ):
+ ) -> list[str]:
pass
@abstractmethod
diff --git a/openhands/resolver/interfaces/issue_definitions.py b/openhands/resolver/interfaces/issue_definitions.py
index 6912ab5c1e78..15a9f7cb2d77 100644
--- a/openhands/resolver/interfaces/issue_definitions.py
+++ b/openhands/resolver/interfaces/issue_definitions.py
@@ -25,7 +25,7 @@ def __init__(self, strategy: IssueHandlerInterface, llm_config: LLMConfig | None
if llm_config is not None:
self.llm = LLM(llm_config)
- def set_strategy(self, strategy):
+ def set_strategy(self, strategy: IssueHandlerInterface) -> None:
self._strategy = strategy
@@ -36,7 +36,7 @@ class ServiceContextPR(ServiceContext):
def __init__(self, strategy: IssueHandlerInterface, llm_config: LLMConfig):
super().__init__(strategy, llm_config)
- def get_clone_url(self):
+ def get_clone_url(self) -> str:
return self._strategy.get_clone_url()
def download_issues(self) -> list[Any]:
@@ -266,31 +266,31 @@ class ServiceContextIssue(ServiceContext):
def __init__(self, strategy: IssueHandlerInterface, llm_config: LLMConfig | None):
super().__init__(strategy, llm_config)
- def get_base_url(self):
+ def get_base_url(self) -> str:
return self._strategy.get_base_url()
- def get_branch_url(self, branch_name):
+ def get_branch_url(self, branch_name: str) -> str:
return self._strategy.get_branch_url(branch_name)
- def get_download_url(self):
+ def get_download_url(self) -> str:
return self._strategy.get_download_url()
- def get_clone_url(self):
+ def get_clone_url(self) -> str:
return self._strategy.get_clone_url()
- def get_graphql_url(self):
+ def get_graphql_url(self) -> str:
return self._strategy.get_graphql_url()
- def get_headers(self):
+ def get_headers(self) -> dict[str, str]:
return self._strategy.get_headers()
- def get_authorize_url(self):
+ def get_authorize_url(self) -> str:
return self._strategy.get_authorize_url()
- def get_pull_url(self, pr_number: int):
+ def get_pull_url(self, pr_number: int) -> str:
return self._strategy.get_pull_url(pr_number)
- def get_compare_url(self, branch_name: str):
+ def get_compare_url(self, branch_name: str) -> str:
return self._strategy.get_compare_url(branch_name)
def download_issues(self) -> list[Any]:
@@ -299,25 +299,27 @@ def download_issues(self) -> list[Any]:
def get_branch_name(
self,
base_branch_name: str,
- ):
+ ) -> str:
return self._strategy.get_branch_name(base_branch_name)
- def branch_exists(self, branch_name: str):
+ def branch_exists(self, branch_name: str) -> bool:
return self._strategy.branch_exists(branch_name)
def get_default_branch_name(self) -> str:
return self._strategy.get_default_branch_name()
- def create_pull_request(self, data=dict):
+ def create_pull_request(self, data: dict[str, Any] | None = None) -> dict[str, Any]:
+ if data is None:
+ data = {}
return self._strategy.create_pull_request(data)
- def request_reviewers(self, reviewer: str, pr_number: int):
+ def request_reviewers(self, reviewer: str, pr_number: int) -> None:
return self._strategy.request_reviewers(reviewer, pr_number)
- def reply_to_comment(self, pr_number, comment_id, reply):
+ def reply_to_comment(self, pr_number: int, comment_id: str, reply: str) -> None:
return self._strategy.reply_to_comment(pr_number, comment_id, reply)
- def send_comment_msg(self, issue_number: int, msg: str):
+ def send_comment_msg(self, issue_number: int, msg: str) -> None:
return self._strategy.send_comment_msg(issue_number, msg)
def get_issue_comments(
diff --git a/openhands/resolver/patching/apply.py b/openhands/resolver/patching/apply.py
index aedc521a1cd6..65db16c21a83 100644
--- a/openhands/resolver/patching/apply.py
+++ b/openhands/resolver/patching/apply.py
@@ -5,10 +5,13 @@
import tempfile
from .exceptions import HunkApplyException, SubprocessException
+from .patch import Change, diffobj
from .snippets import remove, which
-def _apply_diff_with_subprocess(diff, lines, reverse=False):
+def _apply_diff_with_subprocess(
+ diff: diffobj, lines: list[str], reverse: bool = False
+) -> tuple[list[str], list[str] | None]:
# call out to patch program
patchexec = which('patch')
if not patchexec:
@@ -63,21 +66,21 @@ def _apply_diff_with_subprocess(diff, lines, reverse=False):
return lines, rejlines
-def _reverse(changes):
- def _reverse_change(c):
+def _reverse(changes: list[Change]) -> list[Change]:
+ def _reverse_change(c: Change) -> Change:
return c._replace(old=c.new, new=c.old)
return [_reverse_change(c) for c in changes]
-def apply_diff(diff, text, reverse=False, use_patch=False):
- try:
- lines = text.splitlines()
- except AttributeError:
- lines = list(text)
+def apply_diff(
+ diff: diffobj, text: str | list[str], reverse: bool = False, use_patch: bool = False
+) -> list[str]:
+ lines = text.splitlines() if isinstance(text, str) else list(text)
if use_patch:
- return _apply_diff_with_subprocess(diff, lines, reverse)
+ lines, _ = _apply_diff_with_subprocess(diff, lines, reverse)
+ return lines
n_lines = len(lines)
diff --git a/openhands/resolver/patching/exceptions.py b/openhands/resolver/patching/exceptions.py
index 30653c56da18..75159ddf6555 100644
--- a/openhands/resolver/patching/exceptions.py
+++ b/openhands/resolver/patching/exceptions.py
@@ -1,31 +1,31 @@
-class PatchingException(Exception):
- pass
-
-
-class HunkException(PatchingException):
- def __init__(self, msg, hunk=None):
- self.hunk = hunk
- if hunk is not None:
- super(HunkException, self).__init__(
- '{msg}, in hunk #{n}'.format(msg=msg, n=hunk)
- )
- else:
- super(HunkException, self).__init__(msg)
-
-
-class ApplyException(PatchingException):
- pass
-
-
-class SubprocessException(ApplyException):
- def __init__(self, msg, code):
- super(SubprocessException, self).__init__(msg)
- self.code = code
-
-
-class HunkApplyException(HunkException, ApplyException, ValueError):
- pass
-
-
-class ParseException(HunkException, ValueError):
- pass
+class PatchingException(Exception):
+ pass
+
+
+class HunkException(PatchingException):
+ def __init__(self, msg: str, hunk: int | None = None) -> None:
+ self.hunk = hunk
+ if hunk is not None:
+ super(HunkException, self).__init__(
+ '{msg}, in hunk #{n}'.format(msg=msg, n=hunk)
+ )
+ else:
+ super(HunkException, self).__init__(msg)
+
+
+class ApplyException(PatchingException):
+ pass
+
+
+class SubprocessException(ApplyException):
+ def __init__(self, msg: str, code: int) -> None:
+ super(SubprocessException, self).__init__(msg)
+ self.code = code
+
+
+class HunkApplyException(HunkException, ApplyException, ValueError):
+ pass
+
+
+class ParseException(HunkException, ValueError):
+ pass
diff --git a/openhands/resolver/patching/patch.py b/openhands/resolver/patching/patch.py
index 97cb5d488293..4359e732512c 100644
--- a/openhands/resolver/patching/patch.py
+++ b/openhands/resolver/patching/patch.py
@@ -3,6 +3,7 @@
import re
import zlib
from collections import namedtuple
+from typing import Iterable
from . import exceptions
from .snippets import findall_regex, split_by_regex
@@ -71,11 +72,8 @@
old_cvs_diffcmd_header = re.compile('^diff.* (.+):(.*) (.+):(.*)$')
-def parse_patch(text):
- try:
- lines = text.splitlines()
- except AttributeError:
- lines = text
+def parse_patch(text: str | list[str]) -> Iterable[diffobj]:
+ lines = text.splitlines() if isinstance(text, str) else text
# maybe use this to nuke all of those line endings?
# lines = [x.splitlines()[0] for x in lines]
@@ -104,18 +102,15 @@ def parse_patch(text):
yield diffobj(header=h, changes=d, text=difftext)
-def parse_header(text):
+def parse_header(text: str | list[str]) -> header | None:
h = parse_scm_header(text)
if h is None:
h = parse_diff_header(text)
return h
-def parse_scm_header(text):
- try:
- lines = text.splitlines()
- except AttributeError:
- lines = text
+def parse_scm_header(text: str | list[str]) -> header | None:
+ lines = text.splitlines() if isinstance(text, str) else text
check = [
(git_header_index, parse_git_header),
@@ -154,11 +149,8 @@ def parse_scm_header(text):
return None
-def parse_diff_header(text):
- try:
- lines = text.splitlines()
- except AttributeError:
- lines = text
+def parse_diff_header(text: str | list[str]) -> header | None:
+ lines = text.splitlines() if isinstance(text, str) else text
check = [
(unified_header_new_line, parse_unified_header),
@@ -178,10 +170,10 @@ def parse_diff_header(text):
return None # no header?
-def parse_diff(text):
- try:
+def parse_diff(text: str | list[str]) -> list[Change] | None:
+ if isinstance(text, str):
lines = text.splitlines()
- except AttributeError:
+ else:
lines = text
check = [
@@ -200,11 +192,8 @@ def parse_diff(text):
return None
-def parse_git_header(text):
- try:
- lines = text.splitlines()
- except AttributeError:
- lines = text
+def parse_git_header(text: str | list[str]) -> header | None:
+ lines = text.splitlines() if isinstance(text, str) else text
old_version = None
new_version = None
@@ -275,11 +264,8 @@ def parse_git_header(text):
return None
-def parse_svn_header(text):
- try:
- lines = text.splitlines()
- except AttributeError:
- lines = text
+def parse_svn_header(text: str | list[str]) -> header | None:
+ lines = text.splitlines() if isinstance(text, str) else text
headers = findall_regex(lines, svn_header_index)
if len(headers) == 0:
@@ -346,11 +332,8 @@ def parse_svn_header(text):
return None
-def parse_cvs_header(text):
- try:
- lines = text.splitlines()
- except AttributeError:
- lines = text
+def parse_cvs_header(text: str | list[str]) -> header | None:
+ lines = text.splitlines() if isinstance(text, str) else text
headers = findall_regex(lines, cvs_header_rcs)
headers_old = findall_regex(lines, old_cvs_diffcmd_header)
@@ -430,11 +413,8 @@ def parse_cvs_header(text):
return None
-def parse_diffcmd_header(text):
- try:
- lines = text.splitlines()
- except AttributeError:
- lines = text
+def parse_diffcmd_header(text: str | list[str]) -> header | None:
+ lines = text.splitlines() if isinstance(text, str) else text
headers = findall_regex(lines, diffcmd_header)
if len(headers) == 0:
@@ -454,11 +434,8 @@ def parse_diffcmd_header(text):
return None
-def parse_unified_header(text):
- try:
- lines = text.splitlines()
- except AttributeError:
- lines = text
+def parse_unified_header(text: str | list[str]) -> header | None:
+ lines = text.splitlines() if isinstance(text, str) else text
headers = findall_regex(lines, unified_header_new_line)
if len(headers) == 0:
@@ -490,11 +467,8 @@ def parse_unified_header(text):
return None
-def parse_context_header(text):
- try:
- lines = text.splitlines()
- except AttributeError:
- lines = text
+def parse_context_header(text: str | list[str]) -> header | None:
+ lines = text.splitlines() if isinstance(text, str) else text
headers = findall_regex(lines, context_header_old_line)
if len(headers) == 0:
@@ -526,11 +500,8 @@ def parse_context_header(text):
return None
-def parse_default_diff(text):
- try:
- lines = text.splitlines()
- except AttributeError:
- lines = text
+def parse_default_diff(text: str | list[str]) -> list[Change] | None:
+ lines = text.splitlines() if isinstance(text, str) else text
old = 0
new = 0
@@ -582,11 +553,8 @@ def parse_default_diff(text):
return None
-def parse_unified_diff(text):
- try:
- lines = text.splitlines()
- except AttributeError:
- lines = text
+def parse_unified_diff(text: str | list[str]) -> list[Change] | None:
+ lines = text.splitlines() if isinstance(text, str) else text
old = 0
new = 0
@@ -652,11 +620,8 @@ def parse_unified_diff(text):
return None
-def parse_context_diff(text):
- try:
- lines = text.splitlines()
- except AttributeError:
- lines = text
+def parse_context_diff(text: str | list[str]) -> list[Change] | None:
+ lines = text.splitlines() if isinstance(text, str) else text
old = 0
new = 0
@@ -795,11 +760,8 @@ def parse_context_diff(text):
return None
-def parse_ed_diff(text):
- try:
- lines = text.splitlines()
- except AttributeError:
- lines = text
+def parse_ed_diff(text: str | list[str]) -> list[Change] | None:
+ lines = text.splitlines() if isinstance(text, str) else text
old = 0
j = 0
@@ -878,12 +840,9 @@ def parse_ed_diff(text):
return None
-def parse_rcs_ed_diff(text):
+def parse_rcs_ed_diff(text: str | list[str]) -> list[Change] | None:
# much like forward ed, but no 'c' type
- try:
- lines = text.splitlines()
- except AttributeError:
- lines = text
+ lines = text.splitlines() if isinstance(text, str) else text
old = 0
j = 0
@@ -905,7 +864,7 @@ def parse_rcs_ed_diff(text):
hunk_kind = o.group(1)
old = int(o.group(2))
- size = int(o.group(3))
+ size = int(o.group(3)) if o.group(3) else 0
if hunk_kind == 'a':
old += total_change_size + 1
@@ -926,15 +885,11 @@ def parse_rcs_ed_diff(text):
if len(changes) > 0:
return changes
-
return None
-def parse_git_binary_diff(text):
- try:
- lines = text.splitlines()
- except AttributeError:
- lines = text
+def parse_git_binary_diff(text: str | list[str]) -> list[Change] | None:
+ lines = text.splitlines() if isinstance(text, str) else text
changes: list[Change] = list()
diff --git a/openhands/resolver/patching/snippets.py b/openhands/resolver/patching/snippets.py
index f9d9e620d0f7..1c90f573df15 100644
--- a/openhands/resolver/patching/snippets.py
+++ b/openhands/resolver/patching/snippets.py
@@ -1,10 +1,11 @@
# -*- coding: utf-8 -*-
import os
+import re
from shutil import rmtree
-def remove(path):
+def remove(path: str) -> None:
if os.path.exists(path):
if os.path.isdir(path):
rmtree(path)
@@ -13,7 +14,7 @@ def remove(path):
# find all indices of a list of strings that match a regex
-def findall_regex(items, regex):
+def findall_regex(items: list[str], regex: re.Pattern[str]) -> list[int]:
found = list()
for i in range(0, len(items)):
k = regex.match(items[i])
@@ -24,7 +25,7 @@ def findall_regex(items, regex):
return found
-def split_by_regex(items, regex):
+def split_by_regex(items: list[str], regex: re.Pattern[str]) -> list[list[str]]:
splits = list()
indices = findall_regex(items, regex)
if not indices:
@@ -45,8 +46,8 @@ def split_by_regex(items, regex):
# http://stackoverflow.com/questions/377017/test-if-executable-exists-in-python
-def which(program):
- def is_exe(fpath):
+def which(program: str) -> str | None:
+ def is_exe(fpath: str) -> bool:
return os.path.isfile(fpath) and os.access(fpath, os.X_OK)
fpath, fname = os.path.split(program)
diff --git a/openhands/resolver/resolve_all_issues.py b/openhands/resolver/resolve_all_issues.py
index 6aa32396545d..7696c06d2ad2 100644
--- a/openhands/resolver/resolve_all_issues.py
+++ b/openhands/resolver/resolve_all_issues.py
@@ -6,8 +6,9 @@
import os
import pathlib
import subprocess
-from typing import Awaitable, TextIO
+from typing import Any, Awaitable, TextIO
+from pydantic import SecretStr
from tqdm import tqdm
import openhands
@@ -25,7 +26,7 @@
)
-def cleanup():
+def cleanup() -> None:
print('Cleaning up child processes...')
for process in mp.active_children():
print(f'Terminating child process: {process.name}')
@@ -214,7 +215,7 @@ async def resolve_issues(
# Use asyncio.gather with a semaphore to limit concurrency
sem = asyncio.Semaphore(num_workers)
- async def run_with_semaphore(task):
+ async def run_with_semaphore(task: Awaitable[Any]) -> Any:
async with sem:
return await task
@@ -228,7 +229,7 @@ async def run_with_semaphore(task):
logger.info('Finished.')
-def main():
+def main() -> None:
parser = argparse.ArgumentParser(
description='Resolve multiple issues from Github or Gitlab.'
)
@@ -349,7 +350,7 @@ def main():
llm_config = LLMConfig(
model=my_args.llm_model or os.environ['LLM_MODEL'],
- api_key=str(api_key) if api_key else None,
+ api_key=SecretStr(api_key) if api_key else None,
base_url=my_args.llm_base_url or os.environ.get('LLM_BASE_URL', None),
)
diff --git a/openhands/resolver/resolve_issue.py b/openhands/resolver/resolve_issue.py
index 80cddb9ed581..9a686815da38 100644
--- a/openhands/resolver/resolve_issue.py
+++ b/openhands/resolver/resolve_issue.py
@@ -10,6 +10,7 @@
from typing import Any
from uuid import uuid4
+from pydantic import SecretStr
from termcolor import colored
import openhands
@@ -18,6 +19,7 @@
from openhands.core.logger import openhands_logger as logger
from openhands.core.main import create_runtime, run_controller
from openhands.events.action import CmdRunAction, MessageAction
+from openhands.events.event import Event
from openhands.events.observation import (
CmdOutputObservation,
ErrorObservation,
@@ -48,7 +50,7 @@
def initialize_runtime(
runtime: Runtime,
platform: Platform,
-):
+) -> None:
"""Initialize the runtime for the agent.
This function is called before the runtime is used to run the agent.
@@ -192,26 +194,28 @@ async def process_issue(
# This code looks unnecessary because these are default values in the config class
# they're set by default if nothing else overrides them
# FIXME we should remove them here
- kwargs = {}
+ sandbox_config = SandboxConfig(
+ runtime_container_image=runtime_container_image,
+ enable_auto_lint=False,
+ use_host_network=False,
+ # large enough timeout, since some testcases take very long to run
+ timeout=300,
+ )
+
if os.getenv('GITLAB_CI') == 'True':
- kwargs['local_runtime_url'] = os.getenv('LOCAL_RUNTIME_URL', 'http://localhost')
+ sandbox_config.local_runtime_url = os.getenv(
+ 'LOCAL_RUNTIME_URL', 'http://localhost'
+ )
user_id = os.getuid() if hasattr(os, 'getuid') else 1000
if user_id == 0:
- kwargs['user_id'] = get_unique_uid()
+ sandbox_config.user_id = get_unique_uid()
config = AppConfig(
default_agent='CodeActAgent',
runtime='docker',
max_budget_per_task=4,
max_iterations=max_iterations,
- sandbox=SandboxConfig(
- runtime_container_image=runtime_container_image,
- enable_auto_lint=False,
- use_host_network=False,
- # large enough timeout, since some testcases take very long to run
- timeout=300,
- **kwargs,
- ),
+ sandbox=sandbox_config,
# do not mount workspace
workspace_base=workspace_base,
workspace_mount_path=workspace_base,
@@ -222,7 +226,7 @@ async def process_issue(
runtime = create_runtime(config)
await runtime.connect()
- def on_event(evt):
+ def on_event(evt: Event) -> None:
logger.info(evt)
runtime.event_stream.subscribe(EventStreamSubscriber.MAIN, on_event, str(uuid4()))
@@ -524,10 +528,10 @@ async def resolve_issue(
logger.info('Finished.')
-def main():
+def main() -> None:
import argparse
- def int_or_none(value):
+ def int_or_none(value: str) -> int | None:
if value.lower() == 'none':
return None
else:
@@ -654,7 +658,7 @@ def int_or_none(value):
api_key = my_args.llm_api_key or os.environ['LLM_API_KEY']
llm_config = LLMConfig(
model=my_args.llm_model or os.environ['LLM_MODEL'],
- api_key=str(api_key) if api_key else None,
+ api_key=SecretStr(api_key) if api_key else None,
base_url=my_args.llm_base_url or os.environ.get('LLM_BASE_URL', None),
)
diff --git a/openhands/resolver/send_pull_request.py b/openhands/resolver/send_pull_request.py
index 7cbe37cfcca0..0ca032e4da97 100644
--- a/openhands/resolver/send_pull_request.py
+++ b/openhands/resolver/send_pull_request.py
@@ -5,6 +5,7 @@
import subprocess
import jinja2
+from pydantic import SecretStr
from openhands.core.config import LLMConfig
from openhands.core.logger import openhands_logger as logger
@@ -543,7 +544,7 @@ def process_all_successful_issues(
)
-def main():
+def main() -> None:
parser = argparse.ArgumentParser(
description='Send a pull request to Github or Gitlab.'
)
@@ -641,7 +642,7 @@ def main():
api_key = my_args.llm_api_key or os.environ['LLM_API_KEY']
llm_config = LLMConfig(
model=my_args.llm_model or os.environ['LLM_MODEL'],
- api_key=str(api_key) if api_key else None,
+ api_key=SecretStr(api_key) if api_key else None,
base_url=my_args.llm_base_url or os.environ.get('LLM_BASE_URL', None),
)
diff --git a/openhands/resolver/utils.py b/openhands/resolver/utils.py
index b0e25861ccb7..d08686d592e3 100644
--- a/openhands/resolver/utils.py
+++ b/openhands/resolver/utils.py
@@ -107,7 +107,7 @@ def codeact_user_response(
return msg
-def cleanup():
+def cleanup() -> None:
print('Cleaning up child processes...')
for process in mp.active_children():
print(f'Terminating child process: {process.name}')
@@ -115,7 +115,9 @@ def cleanup():
process.join()
-def prepare_dataset(dataset: pd.DataFrame, output_file: str, eval_n_limit: int):
+def prepare_dataset(
+ dataset: pd.DataFrame, output_file: str, eval_n_limit: int
+) -> pd.DataFrame:
assert 'instance_id' in dataset.columns, (
"Expected 'instance_id' column in the dataset. You should define your own "
"unique identifier for each instance and use it as the 'instance_id' column."
@@ -152,7 +154,7 @@ def prepare_dataset(dataset: pd.DataFrame, output_file: str, eval_n_limit: int):
def reset_logger_for_multiprocessing(
logger: logging.Logger, instance_id: str, log_dir: str
-):
+) -> None:
"""Reset the logger for multiprocessing.
Save logs to a separate file for each process, instead of trying to write to the
@@ -208,7 +210,7 @@ def extract_issue_references(body: str) -> list[int]:
return [int(match) for match in re.findall(pattern, body)]
-def get_unique_uid(start_uid=1000):
+def get_unique_uid(start_uid: int = 1000) -> int:
existing_uids = set()
with open('/etc/passwd', 'r') as passwd_file:
for line in passwd_file:
diff --git a/openhands/resolver/visualize_resolver_output.py b/openhands/resolver/visualize_resolver_output.py
index f7081f6c76f4..ca0717d84088 100644
--- a/openhands/resolver/visualize_resolver_output.py
+++ b/openhands/resolver/visualize_resolver_output.py
@@ -4,7 +4,9 @@
from openhands.resolver.io_utils import load_single_resolver_output
-def visualize_resolver_output(issue_number: int, output_dir: str, vis_method: str):
+def visualize_resolver_output(
+ issue_number: int, output_dir: str, vis_method: str
+) -> None:
output_jsonl = os.path.join(output_dir, 'output.jsonl')
resolver_output = load_single_resolver_output(output_jsonl, issue_number)
if vis_method == 'json':
diff --git a/openhands/runtime/action_execution_server.py b/openhands/runtime/action_execution_server.py
index 536a6a6ed82d..1a2d4f1d4a7b 100644
--- a/openhands/runtime/action_execution_server.py
+++ b/openhands/runtime/action_execution_server.py
@@ -8,7 +8,6 @@
import argparse
import asyncio
import base64
-import io
import mimetypes
import os
import shutil
@@ -21,12 +20,13 @@
from fastapi import Depends, FastAPI, HTTPException, Request, UploadFile
from fastapi.exceptions import RequestValidationError
-from fastapi.responses import JSONResponse, StreamingResponse
+from fastapi.responses import FileResponse, JSONResponse
from fastapi.security import APIKeyHeader
from openhands_aci.editor.editor import OHEditor
from openhands_aci.editor.exceptions import ToolError
from openhands_aci.editor.results import ToolResult
from pydantic import BaseModel
+from starlette.background import BackgroundTask
from starlette.exceptions import HTTPException as StarletteHTTPException
from uvicorn import run
@@ -57,6 +57,7 @@
from openhands.runtime.plugins import ALL_PLUGINS, JupyterPlugin, Plugin, VSCodePlugin
from openhands.runtime.utils.bash import BashSession
from openhands.runtime.utils.files import insert_lines, read_lines
+from openhands.runtime.utils.memory_monitor import MemoryMonitor
from openhands.runtime.utils.runtime_init import init_user_and_working_directory
from openhands.runtime.utils.system_stats import get_system_stats
from openhands.utils.async_utils import call_sync_from_async, wait_all
@@ -171,12 +172,19 @@ def __init__(
else:
logger.info('No max memory limit set, using all available system memory')
+ self.memory_monitor = MemoryMonitor(
+ enable=os.environ.get('RUNTIME_MEMORY_MONITOR', 'False').lower()
+ in ['true', '1', 'yes']
+ )
+ self.memory_monitor.start_monitoring()
+
@property
def initial_cwd(self):
return self._initial_cwd
async def ainit(self):
# bash needs to be initialized first
+ logger.debug('Initializing bash session')
self.bash_session = BashSession(
work_dir=self._initial_cwd,
username=self.username,
@@ -186,15 +194,18 @@ async def ainit(self):
max_memory_mb=self.max_memory_gb * 1024 if self.max_memory_gb else None,
)
self.bash_session.initialize()
+ logger.debug('Bash session initialized')
await wait_all(
(self._init_plugin(plugin) for plugin in self.plugins_to_load),
timeout=30,
)
+ logger.debug('All plugins initialized')
# This is a temporary workaround
# TODO: refactor AgentSkills to be part of JupyterPlugin
# AFTER ServerRuntime is deprecated
+ logger.debug('Initializing AgentSkills')
if 'agent_skills' in self.plugins and 'jupyter' in self.plugins:
obs = await self.run_ipython(
IPythonRunCellAction(
@@ -203,6 +214,7 @@ async def ainit(self):
)
logger.debug(f'AgentSkills initialized: {obs}')
+ logger.debug('Initializing bash commands')
await self._init_bash_commands()
logger.debug('Runtime client initialized.')
self._initialized = True
@@ -447,6 +459,7 @@ async def browse_interactive(self, action: BrowseInteractiveAction) -> Observati
return await browse(action, self.browser)
def close(self):
+ self.memory_monitor.stop_monitoring()
if self.bash_session is not None:
self.bash_session.close()
self.browser.close()
@@ -618,7 +631,7 @@ async def upload_file(
raise HTTPException(status_code=500, detail=str(e))
@app.get('/download_files')
- async def download_file(path: str):
+ def download_file(path: str):
logger.debug('Downloading files')
try:
if not os.path.isabs(path):
@@ -629,7 +642,7 @@ async def download_file(path: str):
if not os.path.exists(path):
raise HTTPException(status_code=404, detail='File not found')
- with tempfile.TemporaryFile() as temp_zip:
+ with tempfile.NamedTemporaryFile(suffix='.zip', delete=False) as temp_zip:
with ZipFile(temp_zip, 'w') as zipf:
for root, _, files in os.walk(path):
for file in files:
@@ -637,15 +650,11 @@ async def download_file(path: str):
zipf.write(
file_path, arcname=os.path.relpath(file_path, path)
)
- temp_zip.seek(0) # Rewind the file to the beginning after writing
- content = temp_zip.read()
- # Good for small to medium-sized files. For very large files, streaming directly from the
- # file chunks may be more memory-efficient.
- zip_stream = io.BytesIO(content)
- return StreamingResponse(
- content=zip_stream,
+ return FileResponse(
+ path=temp_zip.name,
media_type='application/zip',
- headers={'Content-Disposition': f'attachment; filename={path}.zip'},
+ filename=f'{os.path.basename(path)}.zip',
+ background=BackgroundTask(lambda: os.unlink(temp_zip.name)),
)
except Exception as e:
diff --git a/openhands/runtime/base.py b/openhands/runtime/base.py
index 983fc67fa898..8cdd17e18ead 100644
--- a/openhands/runtime/base.py
+++ b/openhands/runtime/base.py
@@ -254,6 +254,9 @@ async def _handle_action(self, event: Action) -> None:
# this might be unnecessary, since source should be set by the event stream when we're here
source = event.source if event.source else EventSource.AGENT
+ if isinstance(observation, NullObservation):
+ # don't add null observations to the event stream
+ return
self.event_stream.add_event(observation, source) # type: ignore[arg-type]
def clone_repo(
diff --git a/openhands/runtime/impl/action_execution/action_execution_client.py b/openhands/runtime/impl/action_execution/action_execution_client.py
index 258dcf3a85f7..683c16578dad 100644
--- a/openhands/runtime/impl/action_execution/action_execution_client.py
+++ b/openhands/runtime/impl/action_execution/action_execution_client.py
@@ -1,4 +1,5 @@
import os
+import shutil
import tempfile
import threading
from abc import abstractmethod
@@ -143,12 +144,10 @@ def copy_from(self, path: str) -> Path:
stream=True,
timeout=30,
) as response:
- with tempfile.NamedTemporaryFile(delete=False) as temp_file:
- total_length = 0
- for chunk in response.iter_content(chunk_size=8192):
- if chunk: # filter out keep-alive new chunks
- total_length += len(chunk)
- temp_file.write(chunk)
+ with tempfile.NamedTemporaryFile(
+ suffix='.zip', delete=False
+ ) as temp_file:
+ shutil.copyfileobj(response.raw, temp_file, length=16 * 1024)
return Path(temp_file.name)
except requests.Timeout:
raise TimeoutError('Copy operation timed out')
diff --git a/openhands/runtime/impl/docker/docker_runtime.py b/openhands/runtime/impl/docker/docker_runtime.py
index b2c5e980226e..b1a9caa8cf7f 100644
--- a/openhands/runtime/impl/docker/docker_runtime.py
+++ b/openhands/runtime/impl/docker/docker_runtime.py
@@ -255,7 +255,6 @@ def _init_container(self):
server_port=self._container_port,
plugins=self.plugins,
app_config=self.config,
- use_nice_for_root=False,
)
try:
diff --git a/openhands/runtime/impl/remote/remote_runtime.py b/openhands/runtime/impl/remote/remote_runtime.py
index 0340f7d0a088..7e1256d28303 100644
--- a/openhands/runtime/impl/remote/remote_runtime.py
+++ b/openhands/runtime/impl/remote/remote_runtime.py
@@ -75,6 +75,8 @@ def __init__(
'remote_runtime_api_url is required in the remote runtime.'
)
+ assert self.config.sandbox.remote_runtime_class in (None, 'sysbox', 'gvisor')
+
self.runtime_builder = RemoteRuntimeBuilder(
self.config.sandbox.remote_runtime_api_url,
self.config.sandbox.api_key,
@@ -151,6 +153,12 @@ def _check_existing_runtime(self) -> bool:
return False
self.log('debug', f'Error while looking for remote runtime: {e}')
raise
+ except requests.exceptions.JSONDecodeError as e:
+ self.log(
+ 'error',
+ f'Invalid JSON response from runtime API: {e}. URL: {self.config.sandbox.remote_runtime_api_url}/sessions/{self.sid}. Response: {response}',
+ )
+ raise
if status == 'running':
return True
@@ -225,6 +233,9 @@ def _start_runtime(self):
'session_id': self.sid,
'resource_factor': self.config.sandbox.remote_runtime_resource_factor,
}
+ if self.config.sandbox.remote_runtime_class == 'sysbox':
+ start_request['runtime_class'] = 'sysbox-runc'
+ # We ignore other runtime classes for now, because both None and 'gvisor' map to 'gvisor'
# Start the sandbox using the /start endpoint
try:
diff --git a/openhands/runtime/utils/command.py b/openhands/runtime/utils/command.py
index 17458c1f3ee0..871ae22b55fa 100644
--- a/openhands/runtime/utils/command.py
+++ b/openhands/runtime/utils/command.py
@@ -16,7 +16,6 @@ def get_action_execution_server_startup_command(
plugins: list[PluginRequirement],
app_config: AppConfig,
python_prefix: list[str] = DEFAULT_PYTHON_PREFIX,
- use_nice_for_root: bool = True,
override_user_id: int | None = None,
override_username: str | None = None,
):
@@ -40,7 +39,6 @@ def get_action_execution_server_startup_command(
user_id = override_user_id or (
sandbox_config.user_id if app_config.run_as_openhands else 0
)
- is_root = bool(username == 'root')
base_cmd = [
*python_prefix,
@@ -59,17 +57,4 @@ def get_action_execution_server_startup_command(
*browsergym_args,
]
- if is_root and use_nice_for_root:
- # If running as root, set highest priority and lowest OOM score
- cmd_str = ' '.join(base_cmd)
- return [
- 'nice',
- '-n',
- '-20', # Highest priority
- 'sh',
- '-c',
- f'echo -1000 > /proc/self/oom_score_adj && exec {cmd_str}',
- ]
- else:
- # If not root OR not using nice for root, run with normal priority
- return base_cmd
+ return base_cmd
diff --git a/openhands/runtime/utils/memory_monitor.py b/openhands/runtime/utils/memory_monitor.py
new file mode 100644
index 000000000000..b7cf0492042f
--- /dev/null
+++ b/openhands/runtime/utils/memory_monitor.py
@@ -0,0 +1,66 @@
+"""Memory monitoring utilities for the runtime."""
+
+import threading
+
+from memory_profiler import memory_usage
+
+from openhands.core.logger import openhands_logger as logger
+
+
+class LogStream:
+ """Stream-like object that redirects writes to a logger."""
+
+ def write(self, message):
+ if message and not message.isspace():
+ logger.info(f'[Memory usage] {message.strip()}')
+
+ def flush(self):
+ pass
+
+
+class MemoryMonitor:
+ def __init__(self, enable: bool = False):
+ """Memory monitor for the runtime."""
+ self._monitoring_thread: threading.Thread | None = None
+ self._stop_monitoring = threading.Event()
+ self.log_stream = LogStream()
+ self.enable = enable
+
+ def start_monitoring(self):
+ """Start monitoring memory usage."""
+ if not self.enable:
+ return
+
+ if self._monitoring_thread is not None:
+ return
+
+ def monitor_process():
+ try:
+ # Use memory_usage's built-in monitoring loop
+ mem_usage = memory_usage(
+ -1, # Monitor current process
+ interval=0.1, # Check every second
+ timeout=3600, # Run indefinitely
+ max_usage=False, # Get continuous readings
+ include_children=True, # Include child processes
+ multiprocess=True, # Monitor all processes
+ stream=self.log_stream, # Redirect output to logger
+ backend='psutil_pss',
+ )
+ logger.info(f'Memory usage across time: {mem_usage}')
+ except Exception as e:
+ logger.error(f'Memory monitoring failed: {e}')
+
+ self._monitoring_thread = threading.Thread(target=monitor_process, daemon=True)
+ self._monitoring_thread.start()
+ logger.info('Memory monitoring started')
+
+ def stop_monitoring(self):
+ """Stop monitoring memory usage."""
+ if not self.enable:
+ return
+
+ if self._monitoring_thread is not None:
+ self._stop_monitoring.set()
+ self._monitoring_thread = None
+ logger.info('Memory monitoring stopped')
diff --git a/openhands/server/routes/files.py b/openhands/server/routes/files.py
index 1581d3abaddb..eaa805174f9b 100644
--- a/openhands/server/routes/files.py
+++ b/openhands/server/routes/files.py
@@ -3,7 +3,6 @@
from fastapi import (
APIRouter,
- BackgroundTasks,
HTTPException,
Request,
UploadFile,
@@ -12,6 +11,7 @@
from fastapi.responses import FileResponse, JSONResponse
from pathspec import PathSpec
from pathspec.patterns import GitWildMatchPattern
+from starlette.background import BackgroundTask
from openhands.core.exceptions import AgentRuntimeUnavailableError
from openhands.core.logger import openhands_logger as logger
@@ -309,31 +309,25 @@ async def save_file(request: Request):
@app.get('/zip-directory')
-async def zip_current_workspace(
- request: Request, conversation_id: str, background_tasks: BackgroundTasks
-):
+def zip_current_workspace(request: Request, conversation_id: str):
try:
logger.debug('Zipping workspace')
runtime: Runtime = request.state.conversation.runtime
path = runtime.config.workspace_mount_path_in_sandbox
try:
- zip_file = await call_sync_from_async(runtime.copy_from, path)
+ zip_file_path = runtime.copy_from(path)
except AgentRuntimeUnavailableError as e:
logger.error(f'Error zipping workspace: {e}')
return JSONResponse(
status_code=500,
content={'error': f'Error zipping workspace: {e}'},
)
- response = FileResponse(
- path=zip_file,
+ return FileResponse(
+ path=zip_file_path,
filename='workspace.zip',
- media_type='application/x-zip-compressed',
+ media_type='application/zip',
+ background=BackgroundTask(lambda: os.unlink(zip_file_path)),
)
-
- # This will execute after the response is sent (So the file is not deleted before being sent)
- background_tasks.add_task(zip_file.unlink)
-
- return response
except Exception as e:
logger.error(f'Error zipping workspace: {e}')
raise HTTPException(
diff --git a/openhands/storage/conversation/conversation_store.py b/openhands/storage/conversation/conversation_store.py
index 8c55920efa62..efe95b1b6983 100644
--- a/openhands/storage/conversation/conversation_store.py
+++ b/openhands/storage/conversation/conversation_store.py
@@ -15,7 +15,7 @@ class ConversationStore(ABC):
"""
@abstractmethod
- async def save_metadata(self, metadata: ConversationMetadata):
+ async def save_metadata(self, metadata: ConversationMetadata) -> None:
"""Store conversation metadata"""
@abstractmethod
diff --git a/openhands/storage/conversation/file_conversation_store.py b/openhands/storage/conversation/file_conversation_store.py
index 79e04921078e..0f7d1f9fa961 100644
--- a/openhands/storage/conversation/file_conversation_store.py
+++ b/openhands/storage/conversation/file_conversation_store.py
@@ -29,7 +29,7 @@
class FileConversationStore(ConversationStore):
file_store: FileStore
- async def save_metadata(self, metadata: ConversationMetadata):
+ async def save_metadata(self, metadata: ConversationMetadata) -> None:
json_str = conversation_metadata_type_adapter.dump_json(metadata)
path = self.get_conversation_metadata_filename(metadata.conversation_id)
await call_sync_from_async(self.file_store.write, path, json_str)
diff --git a/openhands/storage/google_cloud.py b/openhands/storage/google_cloud.py
index 19465c0442ce..24466e81ef8a 100644
--- a/openhands/storage/google_cloud.py
+++ b/openhands/storage/google_cloud.py
@@ -29,7 +29,7 @@ def read(self, path: str) -> str:
blob = self.bucket.blob(path)
try:
with blob.open('r') as f:
- return f.read()
+ return str(f.read())
except NotFound as err:
raise FileNotFoundError(err)
diff --git a/openhands/storage/local.py b/openhands/storage/local.py
index 38815bce1f0d..711a364cf5d1 100644
--- a/openhands/storage/local.py
+++ b/openhands/storage/local.py
@@ -17,7 +17,7 @@ def get_full_path(self, path: str) -> str:
path = path[1:]
return os.path.join(self.root, path)
- def write(self, path: str, contents: str | bytes):
+ def write(self, path: str, contents: str | bytes) -> None:
full_path = self.get_full_path(path)
os.makedirs(os.path.dirname(full_path), exist_ok=True)
mode = 'w' if isinstance(contents, str) else 'wb'
diff --git a/openhands/storage/s3.py b/openhands/storage/s3.py
index cb723355155d..4fb59b920d6c 100644
--- a/openhands/storage/s3.py
+++ b/openhands/storage/s3.py
@@ -46,7 +46,7 @@ def read(self, path: str) -> str:
try:
response = self.client.get_object(Bucket=self.bucket, Key=path)
with response['Body'] as stream:
- return stream.read().decode('utf-8')
+ return str(stream.read().decode('utf-8'))
except botocore.exceptions.ClientError as e:
# Catch all S3-related errors
if e.response['Error']['Code'] == 'NoSuchBucket':
diff --git a/openhands/storage/settings/file_settings_store.py b/openhands/storage/settings/file_settings_store.py
index d3cc08677078..3c5cf9584891 100644
--- a/openhands/storage/settings/file_settings_store.py
+++ b/openhands/storage/settings/file_settings_store.py
@@ -25,7 +25,7 @@ async def load(self) -> Settings | None:
except FileNotFoundError:
return None
- async def store(self, settings: Settings):
+ async def store(self, settings: Settings) -> None:
json_str = settings.model_dump_json(context={'expose_secrets': True})
await call_sync_from_async(self.file_store.write, self.path, json_str)
diff --git a/openhands/storage/settings/settings_store.py b/openhands/storage/settings/settings_store.py
index cd64ae8e1ea5..c9fdd093ccb9 100644
--- a/openhands/storage/settings/settings_store.py
+++ b/openhands/storage/settings/settings_store.py
@@ -16,7 +16,7 @@ async def load(self) -> Settings | None:
"""Load session init data"""
@abstractmethod
- async def store(self, settings: Settings):
+ async def store(self, settings: Settings) -> None:
"""Store session init data"""
@classmethod
diff --git a/poetry.lock b/poetry.lock
index 91bfdbb72fc6..1d994791e089 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,101 +1,106 @@
-# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.0.0 and should not be changed by hand.
[[package]]
name = "aiohappyeyeballs"
-version = "2.4.4"
+version = "2.4.6"
description = "Happy Eyeballs for asyncio"
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
groups = ["main", "evaluation", "llama-index"]
files = [
- {file = "aiohappyeyeballs-2.4.4-py3-none-any.whl", hash = "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8"},
- {file = "aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745"},
+ {file = "aiohappyeyeballs-2.4.6-py3-none-any.whl", hash = "sha256:147ec992cf873d74f5062644332c539fcd42956dc69453fe5204195e560517e1"},
+ {file = "aiohappyeyeballs-2.4.6.tar.gz", hash = "sha256:9b05052f9042985d32ecbe4b59a77ae19c006a78f1344d7fdad69d28ded3d0b0"},
]
[[package]]
name = "aiohttp"
-version = "3.11.11"
+version = "3.11.12"
description = "Async http client/server framework (asyncio)"
optional = false
python-versions = ">=3.9"
groups = ["main", "evaluation", "llama-index"]
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python-versions = ">=3.8"
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groups = ["main", "evaluation"]
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-hpack = ">=4.0,<5"
-hyperframe = ">=6.0,<7"
+hpack = ">=4.1,<5"
+hyperframe = ">=6.1,<7"
[[package]]
name = "hpack"
-version = "4.0.0"
-description = "Pure-Python HPACK header compression"
+version = "4.1.0"
+description = "Pure-Python HPACK header encoding"
optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.9"
groups = ["main", "evaluation"]
files = [
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]
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@@ -3111,14 +3107,14 @@ test = ["Cython (>=0.29.24)"]
[[package]]
name = "httpx"
-version = "0.27.2"
+version = "0.28.1"
description = "The next generation HTTP client."
optional = false
python-versions = ">=3.8"
groups = ["main", "evaluation", "llama-index", "runtime", "test"]
files = [
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@@ -3126,7 +3122,6 @@ anyio = "*"
certifi = "*"
httpcore = "==1.*"
idna = "*"
-sniffio = "*"
[package.extras]
brotli = ["brotli", "brotlicffi"]
@@ -3137,14 +3132,14 @@ zstd = ["zstandard (>=0.18.0)"]
[[package]]
name = "huggingface-hub"
-version = "0.27.1"
+version = "0.28.1"
description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
optional = false
python-versions = ">=3.8.0"
groups = ["main", "evaluation", "llama-index"]
files = [
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@@ -3158,13 +3153,13 @@ tqdm = ">=4.42.1"
typing-extensions = ">=3.7.4.3"
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fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
hf-transfer = ["hf-transfer (>=0.1.4)"]
inference = ["aiohttp"]
-quality = ["libcst (==1.4.0)", "mypy (==1.5.1)", "ruff (>=0.5.0)"]
+quality = ["libcst (==1.4.0)", "mypy (==1.5.1)", "ruff (>=0.9.0)"]
tensorflow = ["graphviz", "pydot", "tensorflow"]
tensorflow-testing = ["keras (<3.0)", "tensorflow"]
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@@ -3188,26 +3183,26 @@ pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_ve
[[package]]
name = "hyperframe"
-version = "6.0.1"
-description = "HTTP/2 framing layer for Python"
+version = "6.1.0"
+description = "Pure-Python HTTP/2 framing"
optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.9"
groups = ["main", "evaluation"]
files = [
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[[package]]
name = "identify"
-version = "2.6.5"
+version = "2.6.7"
description = "File identification library for Python"
optional = false
python-versions = ">=3.9"
groups = ["dev", "evaluation"]
files = [
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@@ -3230,14 +3225,14 @@ all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2
[[package]]
name = "imageio"
-version = "2.36.1"
+version = "2.37.0"
description = "Library for reading and writing a wide range of image, video, scientific, and volumetric data formats."
optional = false
python-versions = ">=3.9"
groups = ["evaluation"]
files = [
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@@ -3350,14 +3345,14 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
[[package]]
name = "ipython"
-version = "8.31.0"
+version = "8.32.0"
description = "IPython: Productive Interactive Computing"
optional = false
python-versions = ">=3.10"
groups = ["main", "runtime"]
files = [
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@@ -3584,14 +3579,14 @@ files = [
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name = "json-repair"
-version = "0.36.1"
+version = "0.38.0"
description = "A package to repair broken json strings"
optional = false
python-versions = ">=3.9"
groups = ["main"]
files = [
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@@ -3712,18 +3707,19 @@ test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"
[[package]]
name = "jupyter-events"
-version = "0.11.0"
+version = "0.12.0"
description = "Jupyter Event System library"
optional = false
python-versions = ">=3.9"
groups = ["runtime"]
files = [
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[package.dependencies]
jsonschema = {version = ">=4.18.0", extras = ["format-nongpl"]}
+packaging = "*"
python-json-logger = ">=2.0.4"
pyyaml = ">=5.3"
referencing = "*"
@@ -4008,14 +4004,14 @@ files = [
[[package]]
name = "kubernetes"
-version = "31.0.0"
+version = "32.0.0"
description = "Kubernetes python client"
optional = false
python-versions = ">=3.6"
groups = ["llama-index"]
files = [
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@@ -4123,14 +4119,14 @@ types-tqdm = "*"
[[package]]
name = "litellm"
-version = "1.61.3"
+version = "1.61.8"
description = "Library to easily interface with LLM API providers"
optional = false
python-versions = "!=2.7.*,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,!=3.7.*,>=3.8"
groups = ["main"]
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@@ -4152,37 +4148,56 @@ proxy = ["PyJWT (>=2.8.0,<3.0.0)", "apscheduler (>=3.10.4,<4.0.0)", "backoff", "
[[package]]
name = "llama-cloud"
-version = "0.1.7"
+version = "0.1.12"
description = ""
optional = false
python-versions = "<4,>=3.8"
groups = ["llama-index"]
files = [
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+certifi = ">=2024.7.4"
httpx = ">=0.20.0"
pydantic = ">=1.10"
+[[package]]
+name = "llama-cloud-services"
+version = "0.6.1"
+description = "Tailored SDK clients for LlamaCloud services."
+optional = false
+python-versions = "<4.0,>=3.9"
+groups = ["llama-index"]
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+python-dotenv = ">=1.0.1,<2.0.0"
+
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name = "llama-index"
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description = "Interface between LLMs and your data"
optional = false
python-versions = "<4.0,>=3.9"
groups = ["llama-index"]
files = [
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llama-index-cli = ">=0.4.0,<0.5.0"
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llama-index-embeddings-openai = ">=0.3.0,<0.4.0"
llama-index-indices-managed-llama-cloud = ">=0.4.0"
llama-index-llms-openai = ">=0.3.0,<0.4.0"
@@ -4195,18 +4210,18 @@ nltk = ">3.8.1"
[[package]]
name = "llama-index-agent-openai"
-version = "0.4.1"
+version = "0.4.6"
description = "llama-index agent openai integration"
optional = false
python-versions = "<4.0,>=3.9"
groups = ["llama-index"]
files = [
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[package.dependencies]
@@ -10192,81 +10227,81 @@ test = ["websockets"]
[[package]]
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+ {file = "wrapt-1.17.2-py3-none-any.whl", hash = "sha256:b18f2d1533a71f069c7f82d524a52599053d4c7166e9dd374ae2136b7f40f7c8"},
+ {file = "wrapt-1.17.2.tar.gz", hash = "sha256:41388e9d4d1522446fe79d3213196bd9e3b301a336965b9e27ca2788ebd122f3"},
]
[[package]]
@@ -10403,14 +10452,14 @@ h11 = ">=0.9.0,<1"
[[package]]
name = "xlsxwriter"
-version = "3.2.0"
+version = "3.2.2"
description = "A Python module for creating Excel XLSX files."
optional = false
python-versions = ">=3.6"
groups = ["main"]
files = [
- {file = "XlsxWriter-3.2.0-py3-none-any.whl", hash = "sha256:ecfd5405b3e0e228219bcaf24c2ca0915e012ca9464a14048021d21a995d490e"},
- {file = "XlsxWriter-3.2.0.tar.gz", hash = "sha256:9977d0c661a72866a61f9f7a809e25ebbb0fb7036baa3b9fe74afcfca6b3cb8c"},
+ {file = "XlsxWriter-3.2.2-py3-none-any.whl", hash = "sha256:272ce861e7fa5e82a4a6ebc24511f2cb952fde3461f6c6e1a1e81d3272db1471"},
+ {file = "xlsxwriter-3.2.2.tar.gz", hash = "sha256:befc7f92578a85fed261639fb6cde1fd51b79c5e854040847dde59d4317077dc"},
]
[[package]]
@@ -10740,4 +10789,4 @@ testing = ["coverage[toml]", "zope.event", "zope.testing"]
[metadata]
lock-version = "2.1"
python-versions = "^3.12"
-content-hash = "9ec13eb9f0359670bee8f4314216c66e568d899c3fd4992e978467732c59ee8c"
+content-hash = "583a46735c1704428110581400333ce35cd7f6a3f22e5831beb7315ebeeb377a"
diff --git a/pyproject.toml b/pyproject.toml
index 5c73ba094dc2..b11d2e8991b8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
[tool.poetry]
name = "openhands-ai"
-version = "0.24.0"
+version = "0.25.0"
description = "OpenHands: Code Less, Make More"
authors = ["OpenHands"]
license = "MIT"
@@ -67,12 +67,15 @@ runloop-api-client = "0.23.0"
libtmux = ">=0.37,<0.40"
pygithub = "^2.5.0"
joblib = "*"
-openhands-aci = "^0.2.3"
+openhands-aci = "^0.2.5"
python-socketio = "^5.11.4"
redis = "^5.2.0"
sse-starlette = "^2.1.3"
+psutil = "*"
+stripe = "^11.5.0"
ipywidgets = "^8.1.5"
qtconsole = "^5.6.1"
+memory-profiler = "^0.61.0"
[tool.poetry.group.llama-index.dependencies]
llama-index = "*"
@@ -105,7 +108,6 @@ reportlab = "*"
[tool.coverage.run]
concurrency = ["gevent"]
-
[tool.poetry.group.runtime.dependencies]
jupyterlab = "*"
notebook = "*"
@@ -134,7 +136,6 @@ ignore = ["D1"]
[tool.ruff.lint.pydocstyle]
convention = "google"
-
[tool.poetry.group.evaluation.dependencies]
streamlit = "*"
whatthepatch = "*"
diff --git a/tests/runtime/test_stress_remote_runtime.py b/tests/runtime/test_stress_remote_runtime.py
index 5c201af8b726..a8412479c402 100644
--- a/tests/runtime/test_stress_remote_runtime.py
+++ b/tests/runtime/test_stress_remote_runtime.py
@@ -1,8 +1,21 @@
-"""Bash-related tests for the DockerRuntime, which connects to the ActionExecutor running in the sandbox."""
+"""Bash-related tests for the DockerRuntime, which connects to the ActionExecutor running in the sandbox.
+
+Example usage:
+
+```bash
+export ALLHANDS_API_KEY="YOUR_API_KEY"
+export RUNTIME=remote
+export SANDBOX_REMOTE_RUNTIME_API_URL="https://runtime.staging.all-hands.dev"
+poetry run pytest -vvxss tests/runtime/test_stress_remote_runtime.py
+```
+
+"""
import asyncio
import os
import tempfile
+import time
+from datetime import datetime
from unittest.mock import MagicMock
import pandas as pd
@@ -30,7 +43,12 @@
)
from openhands.core.logger import openhands_logger as logger
from openhands.core.main import create_runtime, run_controller
-from openhands.events.action import CmdRunAction, MessageAction
+from openhands.events.action import (
+ CmdRunAction,
+ FileEditAction,
+ FileWriteAction,
+ MessageAction,
+)
from openhands.events.observation import CmdOutputObservation
from openhands.events.serialization.event import event_to_dict
from openhands.llm import LLM
@@ -42,20 +60,10 @@
}
-def get_config(
- metadata: EvalMetadata,
-) -> AppConfig:
- assert (
- os.environ.get('SANDBOX_REMOTE_RUNTIME_API_URL') is not None
- ), 'SANDBOX_REMOTE_RUNTIME_API_URL must be set.'
- assert (
- os.environ.get('ALLHANDS_API_KEY') is not None
- ), 'ALLHANDS_API_KEY must be set.'
+def get_config() -> AppConfig:
config = AppConfig(
- default_agent=metadata.agent_class,
run_as_openhands=False,
- max_iterations=metadata.max_iterations,
- runtime='remote',
+ runtime=os.environ.get('RUNTIME', 'remote'),
sandbox=SandboxConfig(
base_container_image='python:3.11-bookworm',
enable_auto_lint=True,
@@ -63,8 +71,11 @@ def get_config(
# large enough timeout, since some testcases take very long to run
timeout=300,
api_key=os.environ.get('ALLHANDS_API_KEY', None),
- remote_runtime_api_url=os.environ.get('SANDBOX_REMOTE_RUNTIME_API_URL'),
+ remote_runtime_api_url=os.environ.get(
+ 'SANDBOX_REMOTE_RUNTIME_API_URL', None
+ ),
keep_runtime_alive=False,
+ remote_runtime_resource_factor=1,
),
# do not mount workspace
workspace_base=None,
@@ -79,131 +90,129 @@ def get_config(
return config
-def initialize_runtime(
- runtime: Runtime,
-):
- """Initialize the runtime for the agent.
-
- This function is called before the runtime is used to run the agent.
- """
- logger.info('-' * 30)
- logger.info('BEGIN Runtime Initialization Fn')
- logger.info('-' * 30)
- obs: CmdOutputObservation
-
- action = CmdRunAction(command="""export USER=$(whoami); echo USER=${USER} """)
- action.set_hard_timeout(600)
- logger.info(action, extra={'msg_type': 'ACTION'})
- obs = runtime.run_action(action)
- logger.info(obs, extra={'msg_type': 'OBSERVATION'})
- assert_and_raise(obs.exit_code == 0, f'Failed to export USER: {str(obs)}')
-
- action = CmdRunAction(command='mkdir -p /dummy_dir')
- action.set_hard_timeout(600)
- logger.info(action, extra={'msg_type': 'ACTION'})
- obs = runtime.run_action(action)
- logger.info(obs, extra={'msg_type': 'OBSERVATION'})
- assert_and_raise(
- obs.exit_code == 0,
- f'Failed to create /dummy_dir: {str(obs)}',
- )
-
- with tempfile.TemporaryDirectory() as temp_dir:
- # Construct the full path for the desired file name within the temporary directory
- temp_file_path = os.path.join(temp_dir, 'dummy_file')
- # Write to the file with the desired name within the temporary directory
- with open(temp_file_path, 'w') as f:
- f.write('dummy content')
-
- # Copy the file to the desired location
- runtime.copy_to(temp_file_path, '/dummy_dir/')
-
- logger.info('-' * 30)
- logger.info('END Runtime Initialization Fn')
- logger.info('-' * 30)
-
-
-def process_instance(
- instance: pd.Series,
- metadata: EvalMetadata,
- reset_logger: bool = True,
-) -> EvalOutput:
- config = get_config(metadata)
-
- # Setup the logger properly, so you can run multi-processing to parallelize the evaluation
- if reset_logger:
- log_dir = os.path.join(metadata.eval_output_dir, 'infer_logs')
- reset_logger_for_multiprocessing(logger, instance.instance_id, log_dir)
- else:
- logger.info(f'Starting evaluation for instance {instance.instance_id}.')
-
- runtime = create_runtime(config, headless_mode=False)
- call_async_from_sync(runtime.connect)
-
- try:
- initialize_runtime(runtime)
+@pytest.mark.skipif(
+ TEST_IN_CI,
+ reason='This test should only be run locally, not in CI.',
+)
+def test_stress_remote_runtime_eval(n_eval_workers: int = 64):
+ """Mimic evaluation setting to test remote runtime in a multi-processing setting."""
- instruction = 'dummy instruction'
- agent = Agent.get_cls(metadata.agent_class)(
- llm=LLM(config=metadata.llm_config),
- config=config.get_agent_config(metadata.agent_class),
+ def _initialize_runtime(
+ runtime: Runtime,
+ ):
+ """Initialize the runtime for the agent.
+
+ This function is called before the runtime is used to run the agent.
+ """
+ logger.info('-' * 30)
+ logger.info('BEGIN Runtime Initialization Fn')
+ logger.info('-' * 30)
+ obs: CmdOutputObservation
+
+ action = CmdRunAction(command="""export USER=$(whoami); echo USER=${USER} """)
+ action.set_hard_timeout(600)
+ logger.info(action, extra={'msg_type': 'ACTION'})
+ obs = runtime.run_action(action)
+ logger.info(obs, extra={'msg_type': 'OBSERVATION'})
+ assert_and_raise(obs.exit_code == 0, f'Failed to export USER: {str(obs)}')
+
+ action = CmdRunAction(command='mkdir -p /dummy_dir')
+ action.set_hard_timeout(600)
+ logger.info(action, extra={'msg_type': 'ACTION'})
+ obs = runtime.run_action(action)
+ logger.info(obs, extra={'msg_type': 'OBSERVATION'})
+ assert_and_raise(
+ obs.exit_code == 0,
+ f'Failed to create /dummy_dir: {str(obs)}',
)
- def next_command(*args, **kwargs):
- return CmdRunAction(command='ls -lah')
-
- agent.step = MagicMock(side_effect=next_command)
-
- # Here's how you can run the agent (similar to the `main` function) and get the final task state
- state: State | None = asyncio.run(
- run_controller(
- config=config,
- initial_user_action=MessageAction(content=instruction),
- runtime=runtime,
- fake_user_response_fn=AGENT_CLS_TO_FAKE_USER_RESPONSE_FN[
- metadata.agent_class
- ],
- agent=agent,
+ with tempfile.TemporaryDirectory() as temp_dir:
+ # Construct the full path for the desired file name within the temporary directory
+ temp_file_path = os.path.join(temp_dir, 'dummy_file')
+ # Write to the file with the desired name within the temporary directory
+ with open(temp_file_path, 'w') as f:
+ f.write('dummy content')
+
+ # Copy the file to the desired location
+ runtime.copy_to(temp_file_path, '/dummy_dir/')
+
+ logger.info('-' * 30)
+ logger.info('END Runtime Initialization Fn')
+ logger.info('-' * 30)
+
+ def _process_instance(
+ instance: pd.Series,
+ metadata: EvalMetadata,
+ reset_logger: bool = True,
+ ) -> EvalOutput:
+ config = get_config()
+
+ # Setup the logger properly, so you can run multi-processing to parallelize the evaluation
+ if reset_logger:
+ log_dir = os.path.join(metadata.eval_output_dir, 'infer_logs')
+ reset_logger_for_multiprocessing(logger, instance.instance_id, log_dir)
+ else:
+ logger.info(f'Starting evaluation for instance {instance.instance_id}.')
+
+ runtime = create_runtime(config, headless_mode=True)
+ call_async_from_sync(runtime.connect)
+
+ try:
+ _initialize_runtime(runtime)
+
+ instruction = 'dummy instruction'
+ agent = Agent.get_cls(metadata.agent_class)(
+ llm=LLM(config=metadata.llm_config),
+ config=config.get_agent_config(metadata.agent_class),
)
- )
-
- # if fatal error, throw EvalError to trigger re-run
- if (
- state.last_error
- and 'fatal error during agent execution' in state.last_error
- and 'stuck in a loop' not in state.last_error
- ):
- raise EvalException('Fatal error detected: ' + state.last_error)
-
- finally:
- runtime.close()
-
- test_result = {}
- if state is None:
- raise ValueError('State should not be None.')
- histories = [event_to_dict(event) for event in state.history]
- metrics = state.metrics.get() if state.metrics else None
-
- # Save the output
- output = EvalOutput(
- instance_id=instance.instance_id,
- instruction=instruction,
- instance=instance.to_dict(), # SWE Bench specific
- test_result=test_result,
- metadata=metadata,
- history=histories,
- metrics=metrics,
- error=state.last_error if state and state.last_error else None,
- )
- return output
+ def next_command(*args, **kwargs):
+ return CmdRunAction(command='ls -lah')
+
+ agent.step = MagicMock(side_effect=next_command)
+
+ # Here's how you can run the agent (similar to the `main` function) and get the final task state
+ state: State | None = asyncio.run(
+ run_controller(
+ config=config,
+ initial_user_action=MessageAction(content=instruction),
+ runtime=runtime,
+ fake_user_response_fn=AGENT_CLS_TO_FAKE_USER_RESPONSE_FN[
+ metadata.agent_class
+ ],
+ agent=agent,
+ )
+ )
-@pytest.mark.skipif(
- TEST_IN_CI,
- reason='This test should only be run locally, not in CI.',
-)
-def test_stress_remote_runtime(n_eval_workers: int = 64):
- """Mimic evaluation setting to test remote runtime in a multi-processing setting."""
+ # if fatal error, throw EvalError to trigger re-run
+ if (
+ state.last_error
+ and 'fatal error during agent execution' in state.last_error
+ and 'stuck in a loop' not in state.last_error
+ ):
+ raise EvalException('Fatal error detected: ' + state.last_error)
+
+ finally:
+ runtime.close()
+
+ test_result = {}
+ if state is None:
+ raise ValueError('State should not be None.')
+ histories = [event_to_dict(event) for event in state.history]
+ metrics = state.metrics.get() if state.metrics else None
+
+ # Save the output
+ output = EvalOutput(
+ instance_id=instance.instance_id,
+ instruction=instruction,
+ instance=instance.to_dict(), # SWE Bench specific
+ test_result=test_result,
+ metadata=metadata,
+ history=histories,
+ metrics=metrics,
+ error=state.last_error if state and state.last_error else None,
+ )
+ return output
llm_config = LLMConfig()
metadata = make_metadata(
@@ -228,4 +237,247 @@ def test_stress_remote_runtime(n_eval_workers: int = 64):
dummy_instance, output_file, eval_n_limit=len(dummy_instance)
)
- run_evaluation(instances, metadata, output_file, n_eval_workers, process_instance)
+ run_evaluation(instances, metadata, output_file, n_eval_workers, _process_instance)
+
+
+@pytest.mark.skipif(
+ TEST_IN_CI,
+ reason='This test should only be run locally, not in CI.',
+)
+def test_stress_remote_runtime_long_output_with_soft_and_hard_timeout():
+ """Stress test for the remote runtime."""
+ config = get_config()
+
+ try:
+ runtime = create_runtime(config, headless_mode=True)
+ call_async_from_sync(runtime.connect)
+ _time_for_test = datetime.now().strftime('%Y-%m-%d_%H-%M-%S')
+
+ # Run a command that generates long output multiple times
+ for i in range(10):
+ start_time = time.time()
+ iteration_stats = {
+ 'iteration': i,
+ 'timestamp': time.time(),
+ }
+
+ # Check overall system memory usage
+ mem_action = CmdRunAction(
+ 'free -k | grep "Mem:" | awk \'{printf "Total: %8.1f MB, Used: %8.1f MB, Free: %8.1f MB, Available: %8.1f MB\\n", $2/1024, $3/1024, $4/1024, $7/1024}\''
+ )
+ mem_obs = runtime.run_action(mem_action)
+ assert mem_obs.exit_code == 0
+ logger.info(
+ f'System memory usage (iteration {i}): {mem_obs.content.strip()}'
+ )
+ # Parse memory values from output
+ mem_parts = mem_obs.content.strip().split(',')
+ for part in mem_parts:
+ key, value = part.strip().split(':')
+ iteration_stats[f'memory_{key.lower()}'] = float(
+ value.replace('MB', '').strip()
+ )
+
+ # Check top memory-consuming processes
+ mem_action = CmdRunAction(
+ 'ps aux | awk \'{printf "%8.1f MB %s\\n", $6/1024, $0}\' | sort -nr | head -n 5'
+ )
+ mem_obs = runtime.run_action(mem_action)
+ assert mem_obs.exit_code == 0
+ _top_processes = [i.strip() for i in mem_obs.content.strip().split('\n')]
+ logger.info(
+ f'Top 5 memory-consuming processes (iteration {i}):\n{"- " + "\n- ".join(_top_processes)}'
+ )
+ iteration_stats['top_processes'] = _top_processes
+
+ # Check tmux memory usage (in KB)
+ mem_action = CmdRunAction(
+ 'ps aux | awk \'{printf "%8.1f MB %s\\n", $6/1024, $0}\' | sort -nr | grep "/usr/bin/tmux" | grep -v grep | awk \'{print $1}\''
+ )
+ mem_obs = runtime.run_action(mem_action)
+ assert mem_obs.exit_code == 0
+ logger.info(
+ f'Tmux memory usage (iteration {i}): {mem_obs.content.strip()} KB'
+ )
+ try:
+ iteration_stats['tmux_memory_mb'] = float(mem_obs.content.strip())
+ except (ValueError, AttributeError):
+ iteration_stats['tmux_memory_mb'] = None
+
+ # Check action_execution_server mem
+ mem_action = CmdRunAction(
+ 'ps aux | awk \'{printf "%8.1f MB %s\\n", $6/1024, $0}\' | sort -nr | grep "action_execution_server" | grep "/openhands/poetry" | grep -v grep | awk \'{print $1}\''
+ )
+ mem_obs = runtime.run_action(mem_action)
+ assert mem_obs.exit_code == 0
+ logger.info(
+ f'Action execution server memory usage (iteration {i}): {mem_obs.content.strip()} MB'
+ )
+ try:
+ iteration_stats['action_server_memory_mb'] = float(
+ mem_obs.content.strip()
+ )
+ except (ValueError, AttributeError):
+ iteration_stats['action_server_memory_mb'] = None
+
+ # Test soft timeout
+ action = CmdRunAction(
+ 'read -p "Do you want to continue? [Y/n] " answer; if [[ $answer == "Y" ]]; then echo "Proceeding with operation..."; echo "Operation completed successfully!"; else echo "Operation cancelled."; exit 1; fi'
+ )
+ obs = runtime.run_action(action)
+ assert 'Do you want to continue?' in obs.content
+ assert obs.exit_code == -1 # Command is still running, waiting for input
+
+ # Send the confirmation
+ action = CmdRunAction('Y', is_input=True)
+ obs = runtime.run_action(action)
+ assert 'Proceeding with operation...' in obs.content
+ assert 'Operation completed successfully!' in obs.content
+ assert obs.exit_code == 0
+ assert '[The command completed with exit code 0.]' in obs.metadata.suffix
+
+ # Test hard timeout w/ long output
+ # Generate long output with 1000 asterisks per line
+ action = CmdRunAction(
+ f'export i={i}; for j in $(seq 1 100); do echo "Line $j - Iteration $i - $(printf \'%1000s\' | tr " " "*")"; sleep 1; done'
+ )
+ action.set_hard_timeout(2)
+ obs = runtime.run_action(action)
+
+ # Verify the output
+ assert obs.exit_code == -1
+ assert f'Line 1 - Iteration {i}' in obs.content
+
+ # Because hard-timeout is triggered, the terminal will in a weird state
+ # where it will not accept any new commands.
+ obs = runtime.run_action(CmdRunAction('ls'))
+ assert obs.exit_code == -1
+ assert 'The previous command is still running' in obs.metadata.suffix
+
+ # We need to send a Ctrl+C to reset the terminal.
+ obs = runtime.run_action(CmdRunAction('C-c', is_input=True))
+ assert obs.exit_code == 130
+
+ # Now make sure the terminal is in a good state
+ obs = runtime.run_action(CmdRunAction('ls'))
+ assert obs.exit_code == 0
+
+ duration = time.time() - start_time
+ iteration_stats['duration'] = duration
+ logger.info(f'Completed iteration {i} in {duration:.2f} seconds')
+
+ finally:
+ runtime.close()
+
+
+@pytest.mark.skipif(
+ TEST_IN_CI,
+ reason='This test should only be run locally, not in CI.',
+)
+def test_stress_runtime_memory_limits():
+ """Test runtime behavior under resource constraints."""
+ config = get_config()
+
+ # For Docker runtime, add resource constraints
+ if config.runtime == 'docker':
+ config.sandbox.docker_runtime_kwargs = {
+ 'cpu_period': 100000, # 100ms
+ 'cpu_quota': 100000, # Can use 100ms out of each 100ms period (1 CPU)
+ 'mem_limit': '4G', # 4 GB of memory
+ 'memswap_limit': '0', # No swap
+ 'mem_swappiness': 0, # Disable swapping
+ 'oom_kill_disable': False, # Enable OOM killer
+ }
+ config.sandbox.runtime_startup_env_vars = {
+ 'RUNTIME_MAX_MEMORY_GB': '3',
+ 'RUNTIME_MEMORY_MONITOR': 'true',
+ }
+
+ try:
+ runtime = create_runtime(config, headless_mode=True)
+ call_async_from_sync(runtime.connect)
+
+ # Install stress-ng
+ action = CmdRunAction(
+ command='sudo apt-get update && sudo apt-get install -y stress-ng'
+ )
+ logger.info(action, extra={'msg_type': 'ACTION'})
+ obs = runtime.run_action(action)
+ logger.info(obs, extra={'msg_type': 'OBSERVATION'})
+ assert obs.exit_code == 0
+
+ action = CmdRunAction(
+ command='stress-ng --vm 1 --vm-bytes 6G --timeout 1m --metrics'
+ )
+ action.set_hard_timeout(120)
+ logger.info(action, extra={'msg_type': 'ACTION'})
+ obs = runtime.run_action(action)
+ logger.info(obs, extra={'msg_type': 'OBSERVATION'})
+ assert 'aborted early, out of system resources' in obs.content
+ assert obs.exit_code == 3 # OOM killed!
+
+ finally:
+ runtime.close()
+
+
+@pytest.mark.skipif(
+ TEST_IN_CI,
+ reason='This test should only be run locally, not in CI.',
+)
+def test_stress_runtime_memory_limits_with_repeated_file_edit():
+ """Test runtime behavior under resource constraints with repeated file edits."""
+ config = get_config()
+
+ # For Docker runtime, add resource constraints
+ if config.runtime == 'docker':
+ config.sandbox.docker_runtime_kwargs = {
+ 'cpu_period': 100000, # 100ms
+ 'cpu_quota': 100000, # Can use 100ms out of each 100ms period (1 CPU)
+ 'mem_limit': '4G', # 4 GB of memory
+ 'memswap_limit': '0', # No swap
+ 'mem_swappiness': 0, # Disable swapping
+ 'oom_kill_disable': False, # Enable OOM killer
+ }
+ config.sandbox.runtime_startup_env_vars = {
+ 'RUNTIME_MAX_MEMORY_GB': '3',
+ 'RUNTIME_MEMORY_MONITOR': 'true',
+ }
+
+ try:
+ runtime = create_runtime(config, headless_mode=True)
+ call_async_from_sync(runtime.connect)
+
+ # Create initial test file with base content
+ test_file = '/tmp/test_file.txt'
+ # base_content = 'content_1\n' * 1000 # Create a reasonably sized file
+ base_content = ''
+ for i in range(1000):
+ base_content += f'content_{i:03d}\n'
+
+ # Use FileWriteAction to create initial file
+ write_action = FileWriteAction(path=test_file, content=base_content)
+ obs = runtime.run_action(write_action)
+
+ # Perform repeated file edits
+ for i in range(1000):
+ # Use FileEditAction with str_replace instead of IPythonRunCellAction
+ edit_action = FileEditAction(
+ command='str_replace',
+ path=test_file,
+ old_str=f'content_{i:03d}',
+ new_str=f'-content_{i:03d}',
+ )
+ obs = runtime.run_action(edit_action)
+ assert (
+ f'The file {test_file} has been edited' in obs.content
+ ), f'Edit failed at iteration {i}'
+ logger.info(f'finished iteration {i}')
+
+ # Verify final file state using FileEditAction view command
+ action = FileEditAction(command='view', path=test_file)
+ obs = runtime.run_action(action)
+ assert '-content_999' in obs.content, 'Final content verification failed'
+ logger.info('Final file content verified successfully')
+
+ finally:
+ runtime.close()
diff --git a/tests/unit/test_cli.py b/tests/unit/test_cli.py
index 520d85d2aa7d..3931f2fdd713 100644
--- a/tests/unit/test_cli.py
+++ b/tests/unit/test_cli.py
@@ -1,7 +1,7 @@
from unittest.mock import patch
-from openhands.core.cli import read_input
from openhands.core.config import AppConfig
+from openhands.io import read_input
def test_single_line_input():
@@ -10,7 +10,7 @@ def test_single_line_input():
config.cli_multiline_input = False
with patch('builtins.input', return_value='hello world'):
- result = read_input(config)
+ result = read_input(config.cli_multiline_input)
assert result == 'hello world'
@@ -23,5 +23,5 @@ def test_multiline_input():
mock_inputs = ['line 1', 'line 2', 'line 3', '/exit']
with patch('builtins.input', side_effect=mock_inputs):
- result = read_input(config)
+ result = read_input(config.cli_multiline_input)
assert result == 'line 1\nline 2\nline 3'
diff --git a/tests/unit/test_codeact_agent.py b/tests/unit/test_codeact_agent.py
index 58ce8d8329e2..675ac17c31e4 100644
--- a/tests/unit/test_codeact_agent.py
+++ b/tests/unit/test_codeact_agent.py
@@ -19,23 +19,14 @@
from openhands.controller.state.state import State
from openhands.core.config import AgentConfig, LLMConfig
from openhands.core.exceptions import FunctionCallNotExistsError
-from openhands.core.message import ImageContent, TextContent
from openhands.events.action import (
- AgentFinishAction,
CmdRunAction,
MessageAction,
)
-from openhands.events.event import EventSource, FileEditSource, FileReadSource
-from openhands.events.observation.browse import BrowserOutputObservation
+from openhands.events.event import EventSource
from openhands.events.observation.commands import (
- CmdOutputMetadata,
CmdOutputObservation,
- IPythonRunCellObservation,
)
-from openhands.events.observation.delegate import AgentDelegateObservation
-from openhands.events.observation.error import ErrorObservation
-from openhands.events.observation.files import FileEditObservation, FileReadObservation
-from openhands.events.observation.reject import UserRejectObservation
from openhands.events.tool import ToolCallMetadata
from openhands.llm.llm import LLM
@@ -59,254 +50,6 @@ def mock_state() -> State:
return state
-def test_cmd_output_observation_message(agent: CodeActAgent):
- obs = CmdOutputObservation(
- command='echo hello',
- content='Command output',
- metadata=CmdOutputMetadata(
- exit_code=0,
- prefix='[THIS IS PREFIX]',
- suffix='[THIS IS SUFFIX]',
- ),
- )
-
- tool_call_id_to_message = {}
- results = agent.get_observation_message(
- obs, tool_call_id_to_message=tool_call_id_to_message
- )
- assert len(results) == 1
-
- result = results[0]
- assert result is not None
- assert result.role == 'user'
- assert len(result.content) == 1
- assert isinstance(result.content[0], TextContent)
- assert 'Observed result of command executed by user:' in result.content[0].text
- assert '[Command finished with exit code 0]' in result.content[0].text
- assert '[THIS IS PREFIX]' in result.content[0].text
- assert '[THIS IS SUFFIX]' in result.content[0].text
-
-
-def test_ipython_run_cell_observation_message(agent: CodeActAgent):
- obs = IPythonRunCellObservation(
- code='plt.plot()',
- content='IPython output\n',
- )
-
- results = agent.get_observation_message(obs, tool_call_id_to_message={})
- assert len(results) == 1
-
- result = results[0]
- assert result is not None
- assert result.role == 'user'
- assert len(result.content) == 1
- assert isinstance(result.content[0], TextContent)
- assert 'IPython output' in result.content[0].text
- assert (
- ' already displayed to user'
- in result.content[0].text
- )
- assert 'ABC123' not in result.content[0].text
-
-
-def test_agent_delegate_observation_message(agent: CodeActAgent):
- obs = AgentDelegateObservation(
- content='Content', outputs={'content': 'Delegated agent output'}
- )
-
- results = agent.get_observation_message(obs, tool_call_id_to_message={})
- assert len(results) == 1
-
- result = results[0]
- assert result is not None
- assert result.role == 'user'
- assert len(result.content) == 1
- assert isinstance(result.content[0], TextContent)
- assert 'Delegated agent output' in result.content[0].text
-
-
-def test_error_observation_message(agent: CodeActAgent):
- obs = ErrorObservation('Error message')
-
- results = agent.get_observation_message(obs, tool_call_id_to_message={})
- assert len(results) == 1
-
- result = results[0]
- assert result is not None
- assert result.role == 'user'
- assert len(result.content) == 1
- assert isinstance(result.content[0], TextContent)
- assert 'Error message' in result.content[0].text
- assert 'Error occurred in processing last action' in result.content[0].text
-
-
-def test_unknown_observation_message(agent: CodeActAgent):
- obs = Mock()
-
- with pytest.raises(ValueError, match='Unknown observation type'):
- agent.get_observation_message(obs, tool_call_id_to_message={})
-
-
-def test_file_edit_observation_message(agent: CodeActAgent):
- obs = FileEditObservation(
- path='/test/file.txt',
- prev_exist=True,
- old_content='old content',
- new_content='new content',
- content='diff content',
- impl_source=FileEditSource.LLM_BASED_EDIT,
- )
-
- results = agent.get_observation_message(obs, tool_call_id_to_message={})
- assert len(results) == 1
-
- result = results[0]
- assert result is not None
- assert result.role == 'user'
- assert len(result.content) == 1
- assert isinstance(result.content[0], TextContent)
- assert '[Existing file /test/file.txt is edited with' in result.content[0].text
-
-
-def test_file_read_observation_message(agent: CodeActAgent):
- obs = FileReadObservation(
- path='/test/file.txt',
- content='File content',
- impl_source=FileReadSource.DEFAULT,
- )
-
- results = agent.get_observation_message(obs, tool_call_id_to_message={})
- assert len(results) == 1
-
- result = results[0]
- assert result is not None
- assert result.role == 'user'
- assert len(result.content) == 1
- assert isinstance(result.content[0], TextContent)
- assert result.content[0].text == 'File content'
-
-
-def test_browser_output_observation_message(agent: CodeActAgent):
- obs = BrowserOutputObservation(
- url='http://example.com',
- trigger_by_action='browse',
- screenshot='',
- content='Page loaded',
- error=False,
- )
-
- results = agent.get_observation_message(obs, tool_call_id_to_message={})
- assert len(results) == 1
-
- result = results[0]
- assert result is not None
- assert result.role == 'user'
- assert len(result.content) == 1
- assert isinstance(result.content[0], TextContent)
- assert '[Current URL: http://example.com]' in result.content[0].text
-
-
-def test_user_reject_observation_message(agent: CodeActAgent):
- obs = UserRejectObservation('Action rejected')
-
- results = agent.get_observation_message(obs, tool_call_id_to_message={})
- assert len(results) == 1
-
- result = results[0]
- assert result is not None
- assert result.role == 'user'
- assert len(result.content) == 1
- assert isinstance(result.content[0], TextContent)
- assert 'Action rejected' in result.content[0].text
- assert '[Last action has been rejected by the user]' in result.content[0].text
-
-
-def test_function_calling_observation_message(agent: CodeActAgent):
- mock_response = {
- 'id': 'mock_id',
- 'total_calls_in_response': 1,
- 'choices': [{'message': {'content': 'Task completed'}}],
- }
- obs = CmdOutputObservation(
- command='echo hello',
- content='Command output',
- command_id=1,
- exit_code=0,
- )
- obs.tool_call_metadata = ToolCallMetadata(
- tool_call_id='123',
- function_name='execute_bash',
- model_response=mock_response,
- total_calls_in_response=1,
- )
-
- results = agent.get_observation_message(obs, tool_call_id_to_message={})
- assert len(results) == 0 # No direct message when using function calling
-
-
-def test_message_action_with_image(agent: CodeActAgent):
- action = MessageAction(
- content='Message with image',
- image_urls=['http://example.com/image.jpg'],
- )
- action._source = EventSource.AGENT
-
- results = agent.get_action_message(action, {})
- assert len(results) == 1
-
- result = results[0]
- assert result is not None
- assert result.role == 'assistant'
- assert len(result.content) == 2
- assert isinstance(result.content[0], TextContent)
- assert isinstance(result.content[1], ImageContent)
- assert result.content[0].text == 'Message with image'
- assert result.content[1].image_urls == ['http://example.com/image.jpg']
-
-
-def test_user_cmd_action_message(agent: CodeActAgent):
- action = CmdRunAction(command='ls -l')
- action._source = EventSource.USER
-
- results = agent.get_action_message(action, {})
- assert len(results) == 1
-
- result = results[0]
- assert result is not None
- assert result.role == 'user'
- assert len(result.content) == 1
- assert isinstance(result.content[0], TextContent)
- assert 'User executed the command' in result.content[0].text
- assert 'ls -l' in result.content[0].text
-
-
-def test_agent_finish_action_with_tool_metadata(agent: CodeActAgent):
- mock_response = {
- 'id': 'mock_id',
- 'total_calls_in_response': 1,
- 'choices': [{'message': {'content': 'Task completed'}}],
- }
-
- action = AgentFinishAction(thought='Initial thought')
- action._source = EventSource.AGENT
- action.tool_call_metadata = ToolCallMetadata(
- tool_call_id='123',
- function_name='finish',
- model_response=mock_response,
- total_calls_in_response=1,
- )
-
- results = agent.get_action_message(action, {})
- assert len(results) == 1
-
- result = results[0]
- assert result is not None
- assert result.role == 'assistant'
- assert len(result.content) == 1
- assert isinstance(result.content[0], TextContent)
- assert 'Initial thought\nTask completed' in result.content[0].text
-
-
def test_reset(agent: CodeActAgent):
# Add some state
action = MessageAction(content='test')
diff --git a/tests/unit/test_condenser.py b/tests/unit/test_condenser.py
index e8c5af60afbb..fd1e922a103a 100644
--- a/tests/unit/test_condenser.py
+++ b/tests/unit/test_condenser.py
@@ -19,6 +19,7 @@
from openhands.events.observation.observation import Observation
from openhands.llm import LLM
from openhands.memory.condenser import Condenser
+from openhands.memory.condenser.condenser import RollingCondenser
from openhands.memory.condenser.impl import (
AmortizedForgettingCondenser,
ImportantEventSelection,
@@ -452,6 +453,49 @@ def test_llm_attention_condenser_invalid_config():
pytest.raises(ValueError, LLMAttentionCondenser.from_config, config)
+def test_rolling_condenser_handles_truncation(mock_state: State):
+ """Test that RollingCondenser correctly handles history truncation."""
+
+ class TestRollingCondenser(RollingCondenser):
+ """Test implementation of RollingCondenser that just returns all events."""
+
+ def condense(self, events: list[Event]) -> list[Event]:
+ return events
+
+ condenser = TestRollingCondenser()
+
+ # Initial history with 3 events
+ events = [
+ create_test_event('Event 1', id=1),
+ create_test_event('Event 2', id=2),
+ create_test_event('Event 3', id=3),
+ ]
+ mock_state.history = events
+
+ # First condensation - should return all events
+ results = condenser.condensed_history(mock_state)
+ assert len(results) == 3
+ assert [e._id for e in results] == [1, 2, 3]
+
+ # Simulate truncation - history is now shorter, and the condensation should
+ # just include the truncated history
+ mock_state.history = mock_state.history[-1:]
+
+ results = condenser.condensed_history(mock_state)
+ assert len(results) == 1
+ assert results[0]._id == 3
+
+ # Adding more events and condensing should "rebase" us from the truncated history
+ mock_state.history += [
+ create_test_event('Event 4', id=4),
+ create_test_event('Event 5', id=5),
+ ]
+
+ results = condenser.condensed_history(mock_state)
+ assert len(results) == 3
+ assert [e._id for e in results] == [3, 4, 5]
+
+
def test_llm_attention_condenser_keeps_first_events(mock_llm, mock_state):
"""Test that the LLMAttentionCondenser keeps the right number of initial events when forgetting."""
max_size = 4
diff --git a/tests/unit/test_json.py b/tests/unit/test_json.py
index 883efdfe4cfb..85ab265a536d 100644
--- a/tests/unit/test_json.py
+++ b/tests/unit/test_json.py
@@ -1,7 +1,7 @@
from datetime import datetime
-from openhands.core.utils import json
from openhands.events.action import MessageAction
+from openhands.io import json
def test_event_serialization_deserialization():
diff --git a/tests/unit/test_json_encoder.py b/tests/unit/test_json_encoder.py
index daa2708a6256..10058c8c2ba3 100644
--- a/tests/unit/test_json_encoder.py
+++ b/tests/unit/test_json_encoder.py
@@ -3,7 +3,7 @@
import psutil
-from openhands.core.utils.json import dumps
+from openhands.io.json import dumps
def get_memory_usage():
diff --git a/tests/unit/test_message_utils.py b/tests/unit/test_message_utils.py
new file mode 100644
index 000000000000..d3114519c82b
--- /dev/null
+++ b/tests/unit/test_message_utils.py
@@ -0,0 +1,271 @@
+from unittest.mock import Mock
+
+import pytest
+
+from openhands.core.message import ImageContent, TextContent
+from openhands.core.message_utils import get_action_message, get_observation_message
+from openhands.events.action import (
+ AgentFinishAction,
+ CmdRunAction,
+ MessageAction,
+)
+from openhands.events.event import EventSource, FileEditSource, FileReadSource
+from openhands.events.observation.browse import BrowserOutputObservation
+from openhands.events.observation.commands import (
+ CmdOutputMetadata,
+ CmdOutputObservation,
+ IPythonRunCellObservation,
+)
+from openhands.events.observation.delegate import AgentDelegateObservation
+from openhands.events.observation.error import ErrorObservation
+from openhands.events.observation.files import FileEditObservation, FileReadObservation
+from openhands.events.observation.reject import UserRejectObservation
+from openhands.events.tool import ToolCallMetadata
+
+
+def test_cmd_output_observation_message():
+ obs = CmdOutputObservation(
+ command='echo hello',
+ content='Command output',
+ metadata=CmdOutputMetadata(
+ exit_code=0,
+ prefix='[THIS IS PREFIX]',
+ suffix='[THIS IS SUFFIX]',
+ ),
+ )
+
+ tool_call_id_to_message = {}
+ results = get_observation_message(
+ obs, tool_call_id_to_message=tool_call_id_to_message
+ )
+ assert len(results) == 1
+
+ result = results[0]
+ assert result is not None
+ assert result.role == 'user'
+ assert len(result.content) == 1
+ assert isinstance(result.content[0], TextContent)
+ assert 'Observed result of command executed by user:' in result.content[0].text
+ assert '[Command finished with exit code 0]' in result.content[0].text
+ assert '[THIS IS PREFIX]' in result.content[0].text
+ assert '[THIS IS SUFFIX]' in result.content[0].text
+
+
+def test_ipython_run_cell_observation_message():
+ obs = IPythonRunCellObservation(
+ code='plt.plot()',
+ content='IPython output\n',
+ )
+
+ results = get_observation_message(obs, tool_call_id_to_message={})
+ assert len(results) == 1
+
+ result = results[0]
+ assert result is not None
+ assert result.role == 'user'
+ assert len(result.content) == 1
+ assert isinstance(result.content[0], TextContent)
+ assert 'IPython output' in result.content[0].text
+ assert (
+ ' already displayed to user'
+ in result.content[0].text
+ )
+ assert 'ABC123' not in result.content[0].text
+
+
+def test_agent_delegate_observation_message():
+ obs = AgentDelegateObservation(
+ content='Content', outputs={'content': 'Delegated agent output'}
+ )
+
+ results = get_observation_message(obs, tool_call_id_to_message={})
+ assert len(results) == 1
+
+ result = results[0]
+ assert result is not None
+ assert result.role == 'user'
+ assert len(result.content) == 1
+ assert isinstance(result.content[0], TextContent)
+ assert 'Delegated agent output' in result.content[0].text
+
+
+def test_error_observation_message():
+ obs = ErrorObservation('Error message')
+
+ results = get_observation_message(obs, tool_call_id_to_message={})
+ assert len(results) == 1
+
+ result = results[0]
+ assert result is not None
+ assert result.role == 'user'
+ assert len(result.content) == 1
+ assert isinstance(result.content[0], TextContent)
+ assert 'Error message' in result.content[0].text
+ assert 'Error occurred in processing last action' in result.content[0].text
+
+
+def test_unknown_observation_message():
+ obs = Mock()
+
+ with pytest.raises(ValueError, match='Unknown observation type'):
+ get_observation_message(obs, tool_call_id_to_message={})
+
+
+def test_file_edit_observation_message():
+ obs = FileEditObservation(
+ path='/test/file.txt',
+ prev_exist=True,
+ old_content='old content',
+ new_content='new content',
+ content='diff content',
+ impl_source=FileEditSource.LLM_BASED_EDIT,
+ )
+
+ results = get_observation_message(obs, tool_call_id_to_message={})
+ assert len(results) == 1
+
+ result = results[0]
+ assert result is not None
+ assert result.role == 'user'
+ assert len(result.content) == 1
+ assert isinstance(result.content[0], TextContent)
+ assert '[Existing file /test/file.txt is edited with' in result.content[0].text
+
+
+def test_file_read_observation_message():
+ obs = FileReadObservation(
+ path='/test/file.txt',
+ content='File content',
+ impl_source=FileReadSource.DEFAULT,
+ )
+
+ results = get_observation_message(obs, tool_call_id_to_message={})
+ assert len(results) == 1
+
+ result = results[0]
+ assert result is not None
+ assert result.role == 'user'
+ assert len(result.content) == 1
+ assert isinstance(result.content[0], TextContent)
+ assert result.content[0].text == 'File content'
+
+
+def test_browser_output_observation_message():
+ obs = BrowserOutputObservation(
+ url='http://example.com',
+ trigger_by_action='browse',
+ screenshot='',
+ content='Page loaded',
+ error=False,
+ )
+
+ results = get_observation_message(obs, tool_call_id_to_message={})
+ assert len(results) == 1
+
+ result = results[0]
+ assert result is not None
+ assert result.role == 'user'
+ assert len(result.content) == 1
+ assert isinstance(result.content[0], TextContent)
+ assert '[Current URL: http://example.com]' in result.content[0].text
+
+
+def test_user_reject_observation_message():
+ obs = UserRejectObservation('Action rejected')
+
+ results = get_observation_message(obs, tool_call_id_to_message={})
+ assert len(results) == 1
+
+ result = results[0]
+ assert result is not None
+ assert result.role == 'user'
+ assert len(result.content) == 1
+ assert isinstance(result.content[0], TextContent)
+ assert 'Action rejected' in result.content[0].text
+ assert '[Last action has been rejected by the user]' in result.content[0].text
+
+
+def test_function_calling_observation_message():
+ mock_response = {
+ 'id': 'mock_id',
+ 'total_calls_in_response': 1,
+ 'choices': [{'message': {'content': 'Task completed'}}],
+ }
+ obs = CmdOutputObservation(
+ command='echo hello',
+ content='Command output',
+ command_id=1,
+ exit_code=0,
+ )
+ obs.tool_call_metadata = ToolCallMetadata(
+ tool_call_id='123',
+ function_name='execute_bash',
+ model_response=mock_response,
+ total_calls_in_response=1,
+ )
+
+ results = get_observation_message(obs, tool_call_id_to_message={})
+ assert len(results) == 0 # No direct message when using function calling
+
+
+def test_message_action_with_image():
+ action = MessageAction(
+ content='Message with image',
+ image_urls=['http://example.com/image.jpg'],
+ )
+ action._source = EventSource.AGENT
+
+ results = get_action_message(action, {}, vision_is_active=True)
+ assert len(results) == 1
+
+ result = results[0]
+ assert result is not None
+ assert result.role == 'assistant'
+ assert len(result.content) == 2
+ assert isinstance(result.content[0], TextContent)
+ assert isinstance(result.content[1], ImageContent)
+ assert result.content[0].text == 'Message with image'
+ assert result.content[1].image_urls == ['http://example.com/image.jpg']
+
+
+def test_user_cmd_action_message():
+ action = CmdRunAction(command='ls -l')
+ action._source = EventSource.USER
+
+ results = get_action_message(action, {})
+ assert len(results) == 1
+
+ result = results[0]
+ assert result is not None
+ assert result.role == 'user'
+ assert len(result.content) == 1
+ assert isinstance(result.content[0], TextContent)
+ assert 'User executed the command' in result.content[0].text
+ assert 'ls -l' in result.content[0].text
+
+
+def test_agent_finish_action_with_tool_metadata():
+ mock_response = {
+ 'id': 'mock_id',
+ 'total_calls_in_response': 1,
+ 'choices': [{'message': {'content': 'Task completed'}}],
+ }
+
+ action = AgentFinishAction(thought='Initial thought')
+ action._source = EventSource.AGENT
+ action.tool_call_metadata = ToolCallMetadata(
+ tool_call_id='123',
+ function_name='finish',
+ model_response=mock_response,
+ total_calls_in_response=1,
+ )
+
+ results = get_action_message(action, {})
+ assert len(results) == 1
+
+ result = results[0]
+ assert result is not None
+ assert result.role == 'assistant'
+ assert len(result.content) == 1
+ assert isinstance(result.content[0], TextContent)
+ assert 'Initial thought\nTask completed' in result.content[0].text
diff --git a/tests/unit/test_response_parsing.py b/tests/unit/test_response_parsing.py
index fd588d4c6edf..dc51dee3abe4 100644
--- a/tests/unit/test_response_parsing.py
+++ b/tests/unit/test_response_parsing.py
@@ -2,11 +2,11 @@
from openhands.agenthub.micro.agent import parse_response as parse_response_micro
from openhands.core.exceptions import LLMResponseError
-from openhands.core.utils.json import loads as custom_loads
from openhands.events.action import (
FileWriteAction,
MessageAction,
)
+from openhands.io import loads as custom_loads
@pytest.mark.parametrize(
- 
-