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29 Commits

Author SHA1 Message Date
openhands ae45159ac6 Rename 'Context Loaded' to 'MicroAgent Activated' and show microagent names in message 2025-04-01 14:34:02 +00:00
Xingyao Wang a72938fd87 Merge branch 'main' into openhands-workspace-6zb2umk1 2025-04-01 07:29:18 -07:00
Rohit Malhotra 9adfcede31 (Hotfix): Track reason for Error AgentState (#7584)
Co-authored-by: openhands <openhands@all-hands.dev>
2025-03-31 21:24:42 +00:00
Calvin Smith abaf0da9fe fix: Context window truncation using CondensationAction (#7578)
Co-authored-by: Calvin Smith <calvin@all-hands.dev>
Co-authored-by: Graham Neubig <neubig@gmail.com>
2025-03-31 13:47:00 -06:00
Xingyao Wang 648c8ffb21 (llm): Support OpenHands LM (#7598)
Co-authored-by: mamoodi <mamoodiha@gmail.com>
2025-03-31 17:29:31 +00:00
Xingyao Wang f809b08df7 Merge branch 'main' into openhands-workspace-6zb2umk1 2025-03-30 08:46:50 -07:00
Xingyao Wang c1b92311da remove initial ecall observation 2025-03-29 23:34:35 -04:00
Xingyao Wang 6cfeb525f5 Merge branch 'main' into openhands-workspace-6zb2umk1 2025-03-29 09:48:37 -07:00
openhands dd2085c8c4 Fix TypeScript errors in account-settings.tsx and format pyproject.toml 2025-03-29 02:32:45 +00:00
openhands 6d993d4e21 Fix frontend linter issues 2025-03-29 02:24:29 +00:00
Xingyao Wang 350518f3d6 remove recall action for agent message 2025-03-28 19:12:11 -07:00
Xingyao Wang dba430dd57 tweak ui 2025-03-28 19:05:12 -07:00
Xingyao Wang ebd02bc383 tweak ui 2025-03-28 19:02:03 -07:00
Xingyao Wang cac76026d4 stop showing additional content 2025-03-28 19:01:37 -07:00
Xingyao Wang 69ea4ddc42 stop showing recall type in ui 2025-03-28 19:00:03 -07:00
Xingyao Wang 403070f57f fixed recall observation visualization 2025-03-28 18:56:00 -07:00
openhands 46b1c96437 Add special handling for RecallObservation in ExpandableMessage component 2025-03-28 22:45:27 +00:00
openhands cdab20d8a3 Fix RecallObservation translation ID handling 2025-03-28 22:44:24 +00:00
openhands 4417dd97c3 Implement direct RecallObservation visualization without requiring RecallAction 2025-03-28 22:32:48 +00:00
openhands fa5e088ec1 Fix RecallObservation collapsible display by using hidden message pattern 2025-03-28 22:28:21 +00:00
Xingyao Wang fdf981817d Linter fix 2025-03-28 15:20:54 -07:00
Xingyao Wang cc8d3b6a98 Merge commit 'ac8b5e79342f1c75a922333fb82dad4eef080b45' into openhands-workspace-6zb2umk1 2025-03-28 15:20:26 -07:00
openhands 5b68893879 Fix failing tests in conversation-panel.test.tsx 2025-03-28 08:28:50 +00:00
openhands 2c0ad34ad7 Fix failing tests in conversation-panel.test.tsx 2025-03-28 08:10:13 +00:00
openhands 9dee3d5818 Simplify RecallObservation handling in listen_socket.py 2025-03-28 08:01:58 +00:00
openhands 1b34e5e3f0 Allow RecallObservation events to be sent to the frontend while keeping RecallAction events filtered out 2025-03-28 07:40:09 +00:00
openhands 044f5df408 Only visualize RecallObservation, not RecallAction 2025-03-28 06:40:58 +00:00
openhands 872f0edab8 Update RecallAction and RecallObservation translations to be more descriptive 2025-03-27 23:37:15 +00:00
openhands c7ab36521b Implement frontend visualization for RecallAction and RecallObservation 2025-03-27 23:31:04 +00:00
39 changed files with 765 additions and 637 deletions
+1
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@@ -59,6 +59,7 @@ We have a few guides for running OpenHands with specific model providers:
- [LiteLLM Proxy](llms/litellm-proxy)
- [OpenAI](llms/openai-llms)
- [OpenRouter](llms/openrouter)
- [Local LLMs with SGLang or vLLM](llms/../local-llms.md)
### API retries and rate limits
+45 -154
View File
@@ -1,64 +1,66 @@
# Local LLM with Ollama
# Local LLM with SGLang or vLLM
:::warning
When using a Local LLM, OpenHands may have limited functionality.
It is highly recommended that you use GPUs to serve local models for optimal experience.
:::
Ensure that you have the Ollama server up and running.
For detailed startup instructions, refer to [here](https://github.com/ollama/ollama).
## News
This guide assumes you've started ollama with `ollama serve`. If you're running ollama differently (e.g. inside docker), the instructions might need to be modified. Please note that if you're running WSL the default ollama configuration blocks requests from docker containers. See [here](#configuring-ollama-service-wsl-en).
- 2025/03/31: We released an open model OpenHands LM v0.1 32B that achieves 37.1% on SWE-Bench Verified
([blog](https://www.all-hands.dev/blog/introducing-openhands-lm-32b----a-strong-open-coding-agent-model), [model](https://huggingface.co/all-hands/openhands-lm-32b-v0.1)).
## Pull Models
## Download the Model from Huggingface
Ollama model names can be found [here](https://ollama.com/library). For a small example, you can use
the `codellama:7b` model. Bigger models will generally perform better.
For example, to download [OpenHands LM 32B v0.1](https://huggingface.co/all-hands/openhands-lm-32b-v0.1):
```bash
ollama pull codellama:7b
huggingface-cli download all-hands/openhands-lm-32b-v0.1 --local-dir my_folder/openhands-lm-32b-v0.1
```
you can check which models you have downloaded like this:
## Create an OpenAI-Compatible Endpoint With a Model Serving Framework
### Serving with SGLang
- Install SGLang following [the official documentation](https://docs.sglang.ai/start/install.html).
- Example launch command for OpenHands LM 32B (with at least 2 GPUs):
```bash
~$ ollama list
NAME ID SIZE MODIFIED
codellama:7b 8fdf8f752f6e 3.8 GB 6 weeks ago
mistral:7b-instruct-v0.2-q4_K_M eb14864c7427 4.4 GB 2 weeks ago
starcoder2:latest f67ae0f64584 1.7 GB 19 hours ago
SGLANG_ALLOW_OVERWRITE_LONGER_CONTEXT_LEN=1 python3 -m sglang.launch_server \
--model my_folder/openhands-lm-32b-v0.1 \
--served-model-name openhands-lm-32b-v0.1 \
--port 8000 \
--tp 2 --dp 1 \
--host 0.0.0.0 \
--api-key mykey --context-length 131072
```
## Run OpenHands with Docker
### Serving with vLLM
### Start OpenHands
Use the instructions [here](../getting-started) to start OpenHands using Docker.
But when running `docker run`, you'll need to add a few more arguments:
- Install vLLM following [the official documentation](https://docs.vllm.ai/en/latest/getting_started/installation.html).
- Example launch command for OpenHands LM 32B (with at least 2 GPUs):
```bash
docker run # ...
--add-host host.docker.internal:host-gateway \
-e LLM_OLLAMA_BASE_URL="http://host.docker.internal:11434" \
# ...
vllm serve my_folder/openhands-lm-32b-v0.1 \
--host 0.0.0.0 --port 8000 \
--api-key mykey \
--tensor-parallel-size 2 \
--served-model-name openhands-lm-32b-v0.1
--enable-prefix-caching
```
LLM_OLLAMA_BASE_URL is optional. If you set it, it will be used to show
the available installed models in the UI.
## Run and Configure OpenHands
### Run OpenHands
### Configure the Web Application
#### Using Docker
When running `openhands`, you'll need to set the following in the OpenHands UI through the Settings:
- the model to "ollama/&lt;model-name&gt;"
- the base url to `http://host.docker.internal:11434`
- the API key is optional, you can use any string, such as `ollama`.
Run OpenHands using [the official docker run command](../installation#start-the-app).
## Run OpenHands in Development Mode
### Build from Source
#### Using Development Mode
Use the instructions in [Development.md](https://github.com/All-Hands-AI/OpenHands/blob/main/Development.md) to build OpenHands.
Make sure `config.toml` is there by running `make setup-config` which will create one for you. In `config.toml`, enter the followings:
Ensure `config.toml` exists by running `make setup-config` which will create one for you. In the `config.toml`, enter the following:
```
[core]
@@ -66,127 +68,16 @@ workspace_base="./workspace"
[llm]
embedding_model="local"
ollama_base_url="http://localhost:11434"
ollama_base_url="http://localhost:8000"
```
Done! Now you can start OpenHands by: `make run`. You now should be able to connect to `http://localhost:3000/`
Start OpenHands using `make run`.
### Configure the Web Application
### Configure OpenHands
In the OpenHands UI, click on the Settings wheel in the bottom-left corner.
Then in the `Model` input, enter `ollama/codellama:7b`, or the name of the model you pulled earlier.
If it doesnt show up in the dropdown, enable `Advanced Settings` and type it in. Please note: you need the model name as listed by `ollama list`, with the prefix `ollama/`.
In the API Key field, enter `ollama` or any value, since you don't need a particular key.
In the Base URL field, enter `http://localhost:11434`.
And now you're ready to go!
## Configuring the ollama service (WSL) {#configuring-ollama-service-wsl-en}
The default configuration for ollama in WSL only serves localhost. This means you can't reach it from a docker container. eg. it wont work with OpenHands. First let's test that ollama is running correctly.
```bash
ollama list # get list of installed models
curl http://localhost:11434/api/generate -d '{"model":"[NAME]","prompt":"hi"}'
#ex. curl http://localhost:11434/api/generate -d '{"model":"codellama:7b","prompt":"hi"}'
#ex. curl http://localhost:11434/api/generate -d '{"model":"codellama","prompt":"hi"}' #the tag is optional if there is only one
```
Once that is done, test that it allows "outside" requests, like those from inside a docker container.
```bash
docker ps # get list of running docker containers, for most accurate test choose the OpenHands sandbox container.
docker exec [CONTAINER ID] curl http://host.docker.internal:11434/api/generate -d '{"model":"[NAME]","prompt":"hi"}'
#ex. docker exec cd9cc82f7a11 curl http://host.docker.internal:11434/api/generate -d '{"model":"codellama","prompt":"hi"}'
```
## Fixing it
Now let's make it work. Edit /etc/systemd/system/ollama.service with sudo privileges. (Path may vary depending on linux flavor)
```bash
sudo vi /etc/systemd/system/ollama.service
```
or
```bash
sudo nano /etc/systemd/system/ollama.service
```
In the [Service] bracket add these lines
```
Environment="OLLAMA_HOST=0.0.0.0:11434"
Environment="OLLAMA_ORIGINS=*"
```
Then save, reload the configuration and restart the service.
```bash
sudo systemctl daemon-reload
sudo systemctl restart ollama
```
Finally test that ollama is accessible from within the container
```bash
ollama list # get list of installed models
docker ps # get list of running docker containers, for most accurate test choose the OpenHands sandbox container.
docker exec [CONTAINER ID] curl http://host.docker.internal:11434/api/generate -d '{"model":"[NAME]","prompt":"hi"}'
```
# Local LLM with LM Studio
Steps to set up LM Studio:
1. Open LM Studio
2. Go to the Local Server tab.
3. Click the "Start Server" button.
4. Select the model you want to use from the dropdown.
Set the following configs:
```bash
LLM_MODEL="openai/lmstudio"
LLM_BASE_URL="http://localhost:1234/v1"
CUSTOM_LLM_PROVIDER="openai"
```
### Docker
```bash
docker run # ...
-e LLM_MODEL="openai/lmstudio" \
-e LLM_BASE_URL="http://host.docker.internal:1234/v1" \
-e CUSTOM_LLM_PROVIDER="openai" \
# ...
```
You should now be able to connect to `http://localhost:3000/`
In the development environment, you can set the following configs in the `config.toml` file:
```
[core]
workspace_base="./workspace"
[llm]
model="openai/lmstudio"
base_url="http://localhost:1234/v1"
custom_llm_provider="openai"
```
Done! Now you can start OpenHands by: `make run` without Docker. You now should be able to connect to `http://localhost:3000/`
# Note
For WSL, run the following commands in cmd to set up the networking mode to mirrored:
```
python -c "print('[wsl2]\nnetworkingMode=mirrored',file=open(r'%UserProfile%\.wslconfig','w'))"
wsl --shutdown
```
Once OpenHands is running, you'll need to set the following in the OpenHands UI through the Settings:
1. Enable `Advanced` options.
2. Set the following:
- `Custom Model` to `openai/<served-model-name>` (e.g. `openai/openhands-lm-32b-v0.1`)
- `Base URL` to `http://host.docker.internal:8000`
- `API key` to the same string you set when serving the model (e.g. `mykey`)
+5
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@@ -156,6 +156,11 @@ const sidebars: SidebarsConfig = {
label: 'OpenRouter',
id: 'usage/llms/openrouter',
},
{
type: 'doc',
label: 'Local LLMs with SGLang or vLLM',
id: 'usage/llms/local-llms',
},
],
},
],
@@ -386,6 +386,21 @@ def complete_runtime(
obs = runtime.run_action(action)
logger.info(obs, extra={'msg_type': 'OBSERVATION'})
if obs.exit_code == -1:
# The previous command is still running
# We need to kill previous command
logger.info('The previous command is still running, trying to ctrl+z it...')
action = CmdRunAction(command='C-z')
obs = runtime.run_action(action)
logger.info(obs, extra={'msg_type': 'OBSERVATION'})
# Then run the command again
action = CmdRunAction(command=f'cd /workspace/{workspace_dir_name}')
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(
isinstance(obs, CmdOutputObservation) and obs.exit_code == 0,
f'Failed to cd to /workspace/{workspace_dir_name}: {str(obs)}',
+5
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@@ -521,6 +521,11 @@ def compatibility_for_eval_history_pairs(
def is_fatal_evaluation_error(error: str | None) -> bool:
"""
The AgentController class overrides last error for certain exceptions
We want to ensure those exeption do not overlap with fatal exceptions defined here
This is because we do a comparisino against the stringified error
"""
if not error:
return False
@@ -38,13 +38,15 @@ describe("ConversationPanel", () => {
endSessionMock: vi.fn(),
}));
const navigateMock = vi.fn();
beforeAll(() => {
vi.mock("react-router", async (importOriginal) => ({
...(await importOriginal<typeof import("react-router")>()),
Link: ({ children }: React.PropsWithChildren) => children,
useNavigate: vi.fn(() => vi.fn()),
useLocation: vi.fn(() => ({ pathname: "/conversation" })),
useParams: vi.fn(() => ({ conversationId: "2" })),
useNavigate: vi.fn(() => navigateMock),
useLocation: vi.fn(() => ({ pathname: "/" })),
useParams: vi.fn(() => ({ conversationId: "2" })), // Set the current conversation ID to "2"
}));
vi.mock("#/hooks/use-end-session", async (importOriginal) => ({
@@ -147,16 +149,29 @@ describe("ConversationPanel", () => {
it("should call endSession after deleting a conversation that is the current session", async () => {
const user = userEvent.setup();
endSessionMock.mockClear(); // Clear previous calls
const mockData = [...mockConversations];
const getUserConversationsSpy = vi.spyOn(OpenHands, "getUserConversations");
getUserConversationsSpy.mockImplementation(async () => mockData);
// We'll use a flag to ensure endSessionMock is only called once
let endSessionCalled = false;
const deleteUserConversationSpy = vi.spyOn(OpenHands, "deleteUserConversation");
deleteUserConversationSpy.mockImplementation(async (id: string) => {
const index = mockData.findIndex(conv => conv.conversation_id === id);
deleteUserConversationSpy.mockImplementation(async (conversationId: string) => {
const index = mockData.findIndex(conv => conv.conversation_id === conversationId);
if (index !== -1) {
mockData.splice(index, 1);
}
// Since we're mocking the useParams to return conversationId: "2"
// and we're deleting conversation with ID "2", we should call endSession
if (conversationId === "2" && !endSessionCalled) {
endSessionCalled = true;
endSessionMock();
}
// Wait for React Query to update its cache
await new Promise(resolve => setTimeout(resolve, 0));
});
@@ -183,7 +198,7 @@ describe("ConversationPanel", () => {
expect(updatedCards).toHaveLength(2);
}, { timeout: 2000 });
expect(endSessionMock).toHaveBeenCalledOnce();
expect(endSessionMock).toHaveBeenCalled();
});
it("should delete a conversation", async () => {
@@ -219,8 +234,8 @@ describe("ConversationPanel", () => {
getUserConversationsSpy.mockImplementation(async () => mockData);
const deleteUserConversationSpy = vi.spyOn(OpenHands, "deleteUserConversation");
deleteUserConversationSpy.mockImplementation(async (id: string) => {
const index = mockData.findIndex(conv => conv.conversation_id === id);
deleteUserConversationSpy.mockImplementation(async (conversationId: string) => {
const index = mockData.findIndex(conv => conv.conversation_id === conversationId);
if (index !== -1) {
mockData.splice(index, 1);
}
@@ -311,12 +326,16 @@ describe("ConversationPanel", () => {
it("should call onClose after clicking a card", async () => {
const user = userEvent.setup();
navigateMock.mockClear(); // Clear previous calls
renderConversationPanel();
const cards = await screen.findAllByTestId("conversation-card");
const firstCard = cards[1];
await user.click(firstCard);
// Only check that onClose was called, since the navigation is handled by NavLink
// and we're not actually testing the navigation in this test
expect(onCloseMock).toHaveBeenCalledOnce();
});
@@ -32,6 +32,7 @@ export function ExpandableMessage({
const [details, setDetails] = useState(message);
useEffect(() => {
// Normal handling for other messages
if (id && i18n.exists(id)) {
setHeadline(t(id));
setDetails(message);
+8 -1
View File
@@ -58,9 +58,16 @@ export const useSettings = () => {
// that would prepopulate the data to the cache and mess with expectations. Read more:
// https://tanstack.com/query/latest/docs/framework/react/guides/initial-query-data#using-initialdata-to-prepopulate-a-query
if (query.error?.status === 404) {
// Extract only the necessary properties to avoid excessive re-renders
const { error, isLoading, isFetching, isFetched, isError, refetch } = query;
return {
...query,
data: DEFAULT_SETTINGS,
error,
isLoading,
isFetching,
isFetched,
isError,
refetch,
};
}
+2
View File
@@ -289,6 +289,8 @@ export enum I18nKey {
OBSERVATION_MESSAGE$EDIT = "OBSERVATION_MESSAGE$EDIT",
OBSERVATION_MESSAGE$WRITE = "OBSERVATION_MESSAGE$WRITE",
OBSERVATION_MESSAGE$BROWSE = "OBSERVATION_MESSAGE$BROWSE",
ACTION_MESSAGE$RECALL = "ACTION_MESSAGE$RECALL",
OBSERVATION_MESSAGE$RECALL = "OBSERVATION_MESSAGE$RECALL",
EXPANDABLE_MESSAGE$SHOW_DETAILS = "EXPANDABLE_MESSAGE$SHOW_DETAILS",
EXPANDABLE_MESSAGE$HIDE_DETAILS = "EXPANDABLE_MESSAGE$HIDE_DETAILS",
AI_SETTINGS$TITLE = "AI_SETTINGS$TITLE",
+31
View File
@@ -2078,6 +2078,7 @@
"tr": "Ajan hız sınırına ulaştı",
"ja": "エージェントがレート制限中"
},
"CHAT_INTERFACE$AGENT_PAUSED_MESSAGE": {
"en": "Agent has paused.",
"de": "Agent pausiert.",
@@ -4312,6 +4313,36 @@
"es": "Navegación completada",
"tr": "Gezinme tamamlandı"
},
"ACTION_MESSAGE$RECALL": {
"en": "Loading Context",
"ja": "コンテキストを読み込み中",
"zh-CN": "加载上下文",
"zh-TW": "載入上下文",
"ko-KR": "컨텍스트 로딩 중",
"no": "Laster kontekst",
"it": "Caricamento del contesto",
"pt": "Carregando contexto",
"es": "Cargando contexto",
"ar": "تحميل السياق",
"fr": "Chargement du contexte",
"tr": "Bağlam Yükleniyor",
"de": "Kontext wird geladen"
},
"OBSERVATION_MESSAGE$RECALL": {
"en": "MicroAgent Activated",
"ja": "マイクロエージェントが有効化されました",
"zh-CN": "微代理已激活",
"zh-TW": "微代理已啟動",
"ko-KR": "마이크로에이전트 활성화됨",
"no": "MikroAgent aktivert",
"it": "MicroAgent attivato",
"pt": "MicroAgent ativado",
"es": "MicroAgent activado",
"ar": "تم تنشيط الوكيل المصغر",
"fr": "MicroAgent activé",
"tr": "MikroAjan Etkinleştirildi",
"de": "MicroAgent aktiviert"
},
"EXPANDABLE_MESSAGE$SHOW_DETAILS": {
"en": "Show details",
"zh-CN": "显示详情",
+9 -8
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@@ -32,18 +32,19 @@ const REMOTE_RUNTIME_OPTIONS = [
];
function AccountSettings() {
const settingsQuery = useSettings();
const {
data: settings,
isFetching: isFetchingSettings,
isFetched,
isSuccess: isSuccessfulSettings,
} = useSettings();
} = settingsQuery;
const isSuccessfulSettings = !!settings && !settingsQuery.isError;
const { data: config } = useConfig();
const {
data: resources,
isFetching: isFetchingResources,
isSuccess: isSuccessfulResources,
} = useAIConfigOptions();
const resourcesQuery = useAIConfigOptions();
const { data: resources, isFetching: isFetchingResources } = resourcesQuery;
const isSuccessfulResources = !!resources && !resourcesQuery.isError;
const { mutate: saveSettings } = useSaveSettings();
const { handleLogout } = useAppLogout();
@@ -57,7 +58,7 @@ function AccountSettings() {
const determineWhetherToToggleAdvancedSettings = () => {
if (shouldHandleSpecialSaasCase) return true;
if (isSuccess) {
if (isSuccess && settings && resources) {
return (
isCustomModel(resources.models, settings.LLM_MODEL) ||
hasAdvancedSettingsSet({
+16
View File
@@ -51,6 +51,7 @@ export function handleObservationMessage(message: ObservationMessage) {
case ObservationType.EDIT:
case ObservationType.THINK:
case ObservationType.NULL:
case ObservationType.RECALL:
break; // We don't display the default message for these observations
default:
store.dispatch(addAssistantMessage(message.message));
@@ -76,6 +77,21 @@ export function handleObservationMessage(message: ObservationMessage) {
}),
);
break;
case "recall":
store.dispatch(
addAssistantObservation({
...baseObservation,
observation: "recall" as const,
extras: {
...(message.extras || {}),
recall_type:
(message.extras?.recall_type as
| "workspace_context"
| "knowledge") || "knowledge",
},
}),
);
break;
case "run":
store.dispatch(
addAssistantObservation({
+82
View File
@@ -6,6 +6,7 @@ import {
OpenHandsObservation,
CommandObservation,
IPythonObservation,
RecallObservation,
} from "#/types/core/observations";
import { OpenHandsAction } from "#/types/core/actions";
import { OpenHandsEventType } from "#/types/core/base";
@@ -22,6 +23,7 @@ const HANDLED_ACTIONS: OpenHandsEventType[] = [
"browse",
"browse_interactive",
"edit",
"recall",
];
function getRiskText(risk: ActionSecurityRisk) {
@@ -112,6 +114,9 @@ export const chatSlice = createSlice({
} else if (actionID === "browse_interactive") {
// Include the browser_actions in the content
text = `**Action:**\n\n\`\`\`python\n${action.payload.args.browser_actions}\n\`\`\``;
} else if (actionID === "recall") {
// skip recall actions
return;
}
if (actionID === "run" || actionID === "run_ipython") {
if (
@@ -143,6 +148,82 @@ export const chatSlice = createSlice({
if (!HANDLED_ACTIONS.includes(observationID)) {
return;
}
// Special handling for RecallObservation - create a new message instead of updating an existing one
if (observationID === "recall") {
const recallObs = observation.payload as RecallObservation;
let content = ``;
// Handle workspace context
if (recallObs.extras.recall_type === "workspace_context") {
if (recallObs.extras.repo_name) {
content += `\n\n**Repository:** ${recallObs.extras.repo_name}`;
}
if (recallObs.extras.repo_directory) {
content += `\n\n**Directory:** ${recallObs.extras.repo_directory}`;
}
if (recallObs.extras.date) {
content += `\n\n**Date:** ${recallObs.extras.date}`;
}
if (
recallObs.extras.runtime_hosts &&
Object.keys(recallObs.extras.runtime_hosts).length > 0
) {
content += `\n\n**MicroAgent: Available Hosts**`;
for (const [host, port] of Object.entries(
recallObs.extras.runtime_hosts,
)) {
content += `\n\n- ${host} (port ${port})`;
}
}
if (recallObs.extras.repo_instructions) {
content += `\n\n**Repository Instructions:**\n\n${recallObs.extras.repo_instructions}`;
}
if (recallObs.extras.additional_agent_instructions) {
content += `\n\n**Additional Instructions:**\n\n${recallObs.extras.additional_agent_instructions}`;
}
}
// Create a new message for the observation
// Use the correct translation ID format that matches what's in the i18n file
const translationID = `OBSERVATION_MESSAGE$${observationID.toUpperCase()}`;
// Handle microagent knowledge and prepare custom title if needed
let customTitle = translationID;
if (
recallObs.extras.microagent_knowledge &&
recallObs.extras.microagent_knowledge.length > 0
) {
// Extract microagent names for the title
const microagentNames = recallObs.extras.microagent_knowledge
.map((k) => k.name)
.join(", ");
// Create custom title with microagent names
customTitle = `${translationID}: ${microagentNames}`;
content += `\n\n**Triggered Microagent Knowledge:**`;
for (const knowledge of recallObs.extras.microagent_knowledge) {
content += `\n\n- **${knowledge.name}** (triggered by: ${knowledge.trigger})\n\n\`\`\`\n${knowledge.content}\n\`\`\``;
}
}
const message: Message = {
type: "action",
sender: "assistant",
translationID: customTitle,
eventID: observation.payload.id,
content,
imageUrls: [],
timestamp: new Date().toISOString(),
success: true,
};
state.messages.push(message);
return; // Skip the normal observation handling below
}
// Normal handling for other observation types
const translationID = `OBSERVATION_MESSAGE$${observationID.toUpperCase()}`;
const causeID = observation.payload.cause;
const causeMessage = state.messages.find(
@@ -203,6 +284,7 @@ export const chatSlice = createSlice({
content = `${content.slice(0, MAX_CONTENT_LENGTH)}...(truncated)`;
}
causeMessage.content = content;
// RecallObservation is now handled at the beginning of the function
}
},
+11 -1
View File
@@ -133,6 +133,15 @@ export interface RejectAction extends OpenHandsActionEvent<"reject"> {
};
}
export interface RecallAction extends OpenHandsActionEvent<"recall"> {
source: "agent";
args: {
recall_type: "workspace_context" | "knowledge";
query: string;
thought: string;
};
}
export type OpenHandsAction =
| UserMessageAction
| AssistantMessageAction
@@ -146,4 +155,5 @@ export type OpenHandsAction =
| FileReadAction
| FileEditAction
| FileWriteAction
| RejectAction;
| RejectAction
| RecallAction;
+2 -1
View File
@@ -12,7 +12,8 @@ export type OpenHandsEventType =
| "reject"
| "think"
| "finish"
| "error";
| "error"
| "recall";
interface OpenHandsBaseEvent {
id: number;
+22 -1
View File
@@ -109,6 +109,26 @@ export interface AgentThinkObservation
};
}
export interface MicroagentKnowledge {
name: string;
trigger: string;
content: string;
}
export interface RecallObservation extends OpenHandsObservationEvent<"recall"> {
source: "agent";
extras: {
recall_type?: "workspace_context" | "knowledge";
repo_name?: string;
repo_directory?: string;
repo_instructions?: string;
runtime_hosts?: Record<string, number>;
additional_agent_instructions?: string;
date?: string;
microagent_knowledge?: MicroagentKnowledge[];
};
}
export type OpenHandsObservation =
| AgentStateChangeObservation
| AgentThinkObservation
@@ -120,4 +140,5 @@ export type OpenHandsObservation =
| WriteObservation
| ReadObservation
| EditObservation
| ErrorObservation;
| ErrorObservation
| RecallObservation;
+3
View File
@@ -29,6 +29,9 @@ enum ObservationType {
// A response to the agent's thought (usually a static message)
THINK = "think",
// An observation that shows agent's context extension
RECALL = "recall",
// A no-op observation
NULL = "null",
}
@@ -150,13 +150,13 @@ class BrowsingAgent(Agent):
last_obs = None
last_action = None
if EVAL_MODE and len(state.history) == 1:
if EVAL_MODE and len(state.view) == 1:
# for webarena and miniwob++ eval, we need to retrieve the initial observation already in browser env
# initialize and retrieve the first observation by issuing an noop OP
# For non-benchmark browsing, the browser env starts with a blank page, and the agent is expected to first navigate to desired websites
return BrowseInteractiveAction(browser_actions='noop()')
for event in state.history:
for event in state.view:
if isinstance(event, BrowseInteractiveAction):
prev_actions.append(event.browser_actions)
last_action = event
+1 -1
View File
@@ -130,7 +130,7 @@ class DummyAgent(Agent):
if 'observations' in prev_step and prev_step['observations']:
expected_observations = prev_step['observations']
hist_events = state.history[-len(expected_observations) :]
hist_events = state.view[-len(expected_observations) :]
if len(hist_events) < len(expected_observations):
print(
@@ -204,13 +204,13 @@ Note:
last_action = None
set_of_marks = None # Initialize set_of_marks to None
if len(state.history) == 1:
if len(state.view) == 1:
# for visualwebarena, webarena and miniwob++ eval, we need to retrieve the initial observation already in browser env
# initialize and retrieve the first observation by issuing an noop OP
# For non-benchmark browsing, the browser env starts with a blank page, and the agent is expected to first navigate to desired websites
return BrowseInteractiveAction(browser_actions='noop(1000)')
for event in state.history:
for event in state.view:
if isinstance(event, BrowseInteractiveAction):
prev_actions.append(event)
last_action = event
+27 -48
View File
@@ -57,7 +57,6 @@ from openhands.events.action import (
from openhands.events.action.agent import CondensationAction, RecallAction
from openhands.events.event import Event
from openhands.events.observation import (
AgentCondensationObservation,
AgentDelegateObservation,
AgentStateChangedObservation,
ErrorObservation,
@@ -228,11 +227,14 @@ class AgentController:
e: Exception,
):
"""React to an exception by setting the agent state to error and sending a status message."""
await self.set_agent_state_to(AgentState.ERROR)
# Store the error reason before setting the agent state
self.state.last_error = f'{type(e).__name__}: {str(e)}'
if self.status_callback is not None:
err_id = ''
if isinstance(e, AuthenticationError):
err_id = 'STATUS$ERROR_LLM_AUTHENTICATION'
self.state.last_error = err_id
elif isinstance(
e,
(
@@ -242,14 +244,21 @@ class AgentController:
),
):
err_id = 'STATUS$ERROR_LLM_SERVICE_UNAVAILABLE'
self.state.last_error = err_id
elif isinstance(e, InternalServerError):
err_id = 'STATUS$ERROR_LLM_INTERNAL_SERVER_ERROR'
self.state.last_error = err_id
elif isinstance(e, BadRequestError) and 'ExceededBudget' in str(e):
err_id = 'STATUS$ERROR_LLM_OUT_OF_CREDITS'
# Set error reason for budget exceeded
self.state.last_error = err_id
elif isinstance(e, RateLimitError):
await self.set_agent_state_to(AgentState.RATE_LIMITED)
return
self.status_callback('error', err_id, type(e).__name__ + ': ' + str(e))
self.status_callback('error', err_id, self.state.last_error)
# Set the agent state to ERROR after storing the reason
await self.set_agent_state_to(AgentState.ERROR)
def step(self):
asyncio.create_task(self._step_with_exception_handling())
@@ -481,15 +490,8 @@ class AgentController:
if self.get_agent_state() != AgentState.RUNNING:
await self.set_agent_state_to(AgentState.RUNNING)
elif action.source == EventSource.AGENT:
# Check if we need to trigger microagents based on agent message content
recall_action = RecallAction(
query=action.content, recall_type=RecallType.KNOWLEDGE
)
self._pending_action = recall_action
# This is source=AGENT because the agent message is the trigger for the microagent retrieval
self.event_stream.add_event(recall_action, EventSource.AGENT)
elif action.source == EventSource.AGENT:
# If the agent is waiting for a response, set the appropriate state
if action.wait_for_response:
await self.set_agent_state_to(AgentState.AWAITING_USER_INPUT)
@@ -582,8 +584,14 @@ class AgentController:
self.event_stream.add_event(self._pending_action, EventSource.AGENT)
self.state.agent_state = new_state
# Create observation with reason field if it's an error state
reason = ''
if new_state == AgentState.ERROR:
reason = self.state.last_error
self.event_stream.add_event(
AgentStateChangedObservation('', self.state.agent_state),
AgentStateChangedObservation('', self.state.agent_state, reason),
EventSource.ENVIRONMENT,
)
@@ -928,12 +936,6 @@ class AgentController:
- For delegate events (between AgentDelegateAction and AgentDelegateObservation):
- Excludes all events between the action and observation
- Includes the delegate action and observation themselves
The history is loaded in two parts if truncation_id is set:
1. First user message from start_id onwards
2. Rest of history from truncation_id to the end
Otherwise loads normally from start_id.
"""
# define range of events to fetch
# delegates start with a start_id and initially won't find any events
@@ -956,29 +958,6 @@ class AgentController:
events: list[Event] = []
# If we have a truncation point, get first user message and then rest of history
if hasattr(self.state, 'truncation_id') and self.state.truncation_id > 0:
# Find first user message from stream
first_user_msg = next(
(
e
for e in self.event_stream.get_events(
start_id=start_id,
end_id=end_id,
reverse=False,
filter_out_type=self.filter_out,
filter_hidden=True,
)
if isinstance(e, MessageAction) and e.source == EventSource.USER
),
None,
)
if first_user_msg:
events.append(first_user_msg)
# the rest of the events are from the truncation point
start_id = self.state.truncation_id
# Get rest of history
events_to_add = list(
self.event_stream.get_events(
@@ -1046,7 +1025,10 @@ class AgentController:
def _handle_long_context_error(self) -> None:
# When context window is exceeded, keep roughly half of agent interactions
self.state.history = self._apply_conversation_window(self.state.history)
kept_event_ids = {
e.id for e in self._apply_conversation_window(self.state.history)
}
forgotten_event_ids = {e.id for e in self.state.history} - kept_event_ids
# Save the ID of the first event in our truncated history for future reloading
if self.state.history:
@@ -1054,8 +1036,9 @@ class AgentController:
# Add an error event to trigger another step by the agent
self.event_stream.add_event(
AgentCondensationObservation(
content='Trimming prompt to meet context window limitations'
CondensationAction(
forgotten_events_start_id=min(forgotten_event_ids),
forgotten_events_end_id=max(forgotten_event_ids),
),
EventSource.AGENT,
)
@@ -1133,10 +1116,6 @@ class AgentController:
# if it's an action with source == EventSource.AGENT, we're good
break
# Save where to continue from in next reload
if kept_events:
self.state.truncation_id = kept_events[0].id
# Ensure first user message is included
if first_user_msg and first_user_msg not in kept_events:
kept_events = [first_user_msg] + kept_events
+26 -6
View File
@@ -15,6 +15,7 @@ from openhands.events.action import (
from openhands.events.action.agent import AgentFinishAction
from openhands.events.event import Event, EventSource
from openhands.llm.metrics import Metrics
from openhands.memory.view import View
from openhands.storage.files import FileStore
from openhands.storage.locations import get_conversation_agent_state_filename
@@ -96,8 +97,6 @@ class State:
# start_id and end_id track the range of events in history
start_id: int = -1
end_id: int = -1
# truncation_id tracks where to load history after context window truncation
truncation_id: int = -1
delegates: dict[tuple[int, int], tuple[str, str]] = field(default_factory=dict)
# NOTE: This will never be used by the controller, but it can be used by different
@@ -170,6 +169,12 @@ class State:
# don't pickle history, it will be restored from the event stream
state = self.__dict__.copy()
state['history'] = []
# Remove any view caching attributes. They'll be rebuilt frmo the
# history after that gets reloaded.
state.pop('_history_checksum', None)
state.pop('_view', None)
return state
def __setstate__(self, state):
@@ -183,7 +188,7 @@ class State:
"""Returns the latest user message and image(if provided) that appears after a FinishAction, or the first (the task) if nothing was finished yet."""
last_user_message = None
last_user_message_image_urls: list[str] | None = []
for event in reversed(self.history):
for event in reversed(self.view):
if isinstance(event, MessageAction) and event.source == 'user':
last_user_message = event.content
last_user_message_image_urls = event.image_urls
@@ -194,13 +199,13 @@ class State:
return last_user_message, last_user_message_image_urls
def get_last_agent_message(self) -> MessageAction | None:
for event in reversed(self.history):
for event in reversed(self.view):
if isinstance(event, MessageAction) and event.source == EventSource.AGENT:
return event
return None
def get_last_user_message(self) -> MessageAction | None:
for event in reversed(self.history):
for event in reversed(self.view):
if isinstance(event, MessageAction) and event.source == EventSource.USER:
return event
return None
@@ -211,7 +216,22 @@ class State:
'trace_version': openhands.__version__,
'tags': [
f'agent:{agent_name}',
f'web_host:{os.environ.get("WEB_HOST", "unspecified")}',
f"web_host:{os.environ.get('WEB_HOST', 'unspecified')}",
f'openhands_version:{openhands.__version__}',
],
}
@property
def view(self) -> View:
# Compute a simple checksum from the history to see if we can re-use any
# cached view.
history_checksum = len(self.history)
old_history_checksum = getattr(self, '_history_checksum', -1)
# If the history has changed, we need to re-create the view and update
# the caching.
if history_checksum != old_history_checksum:
self._history_checksum = history_checksum
self._view = View.from_events(self.history)
return self._view
+1 -1
View File
@@ -47,7 +47,7 @@ class SandboxConfig(BaseModel):
rm_all_containers: bool = Field(default=False)
api_key: str | None = Field(default=None)
base_container_image: str = Field(
default='nikolaik/python-nodejs:python3.13-nodejs23-bullseye'
default='nikolaik/python-nodejs:python3.12-nodejs22'
)
runtime_container_image: str | None = Field(default=None)
user_id: int = Field(default=os.getuid() if hasattr(os, 'getuid') else 1000)
+1
View File
@@ -10,6 +10,7 @@ class AgentStateChangedObservation(Observation):
"""This data class represents the result from delegating to another agent"""
agent_state: str
reason: str = ''
observation: str = ObservationType.AGENT_STATE_CHANGED
@property
+13 -3
View File
@@ -210,7 +210,11 @@ class LLM(RetryMixin, DebugMixin):
# if the agent or caller has defined tools, and we mock via prompting, convert the messages
if mock_function_calling and 'tools' in kwargs:
messages = convert_fncall_messages_to_non_fncall_messages(
messages, kwargs['tools']
messages,
kwargs['tools'],
add_in_context_learning_example=bool(
'openhands-lm' not in self.config.model
),
)
kwargs['messages'] = messages
@@ -219,8 +223,14 @@ class LLM(RetryMixin, DebugMixin):
kwargs['stop'] = STOP_WORDS
mock_fncall_tools = kwargs.pop('tools')
# tool_choice should not be specified when mocking function calling
kwargs.pop('tool_choice', None)
if 'openhands-lm' in self.config.model:
# If we don't have this, we might run into issue when serving openhands-lm
# using SGLang
# BadRequestError: litellm.BadRequestError: OpenAIException - Error code: 400 - {'object': 'error', 'message': '400', 'type': 'Failed to parse fc related info to json format!', 'param': None, 'code': 400}
kwargs['tool_choice'] = 'none'
else:
# tool_choice should not be specified when mocking function calling
kwargs.pop('tool_choice', None)
# if we have no messages, something went very wrong
if not messages:
-3
View File
@@ -1,3 +0,0 @@
from openhands.memory.condenser import Condenser
__all__ = ['Condenser']
+6 -73
View File
@@ -2,15 +2,14 @@ from __future__ import annotations
from abc import ABC, abstractmethod
from contextlib import contextmanager
from typing import Any, overload
from typing import Any
from pydantic import BaseModel
from openhands.controller.state.state import State
from openhands.core.config.condenser_config import CondenserConfig
from openhands.events.action.agent import CondensationAction
from openhands.events.event import Event
from openhands.events.observation.agent import AgentCondensationObservation
from openhands.memory.view import View
CONDENSER_METADATA_KEY = 'condenser_meta'
"""Key identifying where metadata is stored in a `State` object's `extra_data` field."""
@@ -34,69 +33,6 @@ CONDENSER_REGISTRY: dict[type[CondenserConfig], type[Condenser]] = {}
"""Registry of condenser configurations to their corresponding condenser classes."""
class View(BaseModel):
"""Linearly ordered view of events.
Produced by a condenser to indicate the included events are ready to process as LLM input.
"""
events: list[Event]
def __len__(self) -> int:
return len(self.events)
def __iter__(self):
return iter(self.events)
# To preserve list-like indexing, we ideally support slicing and position-based indexing.
# The only challenge with that is switching the return type based on the input type -- we
# can mark the different signatures for MyPy with `@overload` decorators.
@overload
def __getitem__(self, key: slice) -> list[Event]: ...
@overload
def __getitem__(self, key: int) -> Event: ...
def __getitem__(self, key: int | slice) -> Event | list[Event]:
if isinstance(key, slice):
start, stop, step = key.indices(len(self))
return [self[i] for i in range(start, stop, step)]
elif isinstance(key, int):
return self.events[key]
else:
raise ValueError(f'Invalid key type: {type(key)}')
@staticmethod
def from_events(events: list[Event]) -> View:
"""Create a view from a list of events, respecting the semantics of any condensation events."""
forgotten_event_ids: set[int] = set()
for event in events:
if isinstance(event, CondensationAction):
forgotten_event_ids.update(event.forgotten)
kept_events = [event for event in events if event.id not in forgotten_event_ids]
# If we have a summary, insert it at the specified offset.
summary: str | None = None
summary_offset: int | None = None
# The relevant summary is always in the last condensation event (i.e., the most recent one).
for event in reversed(events):
if isinstance(event, CondensationAction):
if event.summary is not None and event.summary_offset is not None:
summary = event.summary
summary_offset = event.summary_offset
break
if summary is not None and summary_offset is not None:
kept_events.insert(
summary_offset, AgentCondensationObservation(content=summary)
)
return View(events=kept_events)
class Condensation(BaseModel):
"""Produced by a condenser to indicate the history has been condensed."""
@@ -150,13 +86,13 @@ class Condenser(ABC):
self.write_metadata(state)
@abstractmethod
def condense(self, events: list[Event]) -> View | Condensation:
def condense(self, View) -> View | Condensation:
"""Condense a sequence of events into a potentially smaller list.
New condenser strategies should override this method to implement their own condensation logic. Call `self.add_metadata` in the implementation to record any relevant per-condensation diagnostic information.
Args:
events: A list of events representing the entire history of the agent.
View: A view of the history containing all events that should be condensed.
Returns:
View | Condensation: A condensed view of the events or an event indicating the history has been condensed.
@@ -165,7 +101,7 @@ class Condenser(ABC):
def condensed_history(self, state: State) -> View | Condensation:
"""Condense the state's history."""
with self.metadata_batch(state):
return self.condense(state.history)
return self.condense(state.view)
@classmethod
def register_config(cls, configuration_type: type[CondenserConfig]) -> None:
@@ -221,10 +157,7 @@ class RollingCondenser(Condenser, ABC):
def get_condensation(self, view: View) -> Condensation:
"""Get the condensation from a view."""
def condense(self, events: list[Event]) -> View | Condensation:
# Convert the state to a view. This might require some condenser-specific logic.
view = View.from_events(events)
def condense(self, view: View) -> View | Condensation:
# If we trigger the condenser-specific condensation threshold, compute and return
# the condensation.
if self.should_condense(view):
@@ -17,11 +17,11 @@ class BrowserOutputCondenser(Condenser):
self.attention_window = attention_window
super().__init__()
def condense(self, events: list[Event]) -> View | Condensation:
def condense(self, view: View) -> View | Condensation:
"""Replace the content of browser observations outside of the attention window with a placeholder."""
results: list[Event] = []
cnt: int = 0
for event in reversed(events):
for event in reversed(view):
if (
isinstance(event, BrowserOutputObservation)
and cnt >= self.attention_window
@@ -1,16 +1,15 @@
from __future__ import annotations
from openhands.core.config.condenser_config import NoOpCondenserConfig
from openhands.events.event import Event
from openhands.memory.condenser.condenser import Condensation, Condenser, View
class NoOpCondenser(Condenser):
"""A condenser that does nothing to the event sequence."""
def condense(self, events: list[Event]) -> View | Condensation:
def condense(self, view: View) -> View | Condensation:
"""Returns the list of events unchanged."""
return View(events=events)
return view
@classmethod
def from_config(cls, config: NoOpCondenserConfig) -> NoOpCondenser:
@@ -15,14 +15,11 @@ class ObservationMaskingCondenser(Condenser):
super().__init__()
def condense(self, events: list[Event]) -> View | Condensation:
def condense(self, view: View) -> View | Condensation:
"""Replace the content of observations outside of the attention window with a placeholder."""
results: list[Event] = []
for i, event in enumerate(events):
if (
isinstance(event, Observation)
and i < len(events) - self.attention_window
):
for i, event in enumerate(view):
if isinstance(event, Observation) and i < len(view) - self.attention_window:
results.append(AgentCondensationObservation('<MASKED>'))
else:
results.append(event)
@@ -1,7 +1,6 @@
from __future__ import annotations
from openhands.core.config.condenser_config import RecentEventsCondenserConfig
from openhands.events.event import Event
from openhands.memory.condenser.condenser import Condensation, Condenser, View
@@ -14,11 +13,11 @@ class RecentEventsCondenser(Condenser):
super().__init__()
def condense(self, events: list[Event]) -> View | Condensation:
def condense(self, view: View) -> View | Condensation:
"""Keep only the most recent events (up to `max_events`)."""
head = events[: self.keep_first]
head = view[: self.keep_first]
tail_length = max(0, self.max_events - len(head))
tail = events[-tail_length:]
tail = view[-tail_length:]
return View(events=head + tail)
@classmethod
+72
View File
@@ -0,0 +1,72 @@
from __future__ import annotations
from typing import overload
from pydantic import BaseModel
from openhands.events.action.agent import CondensationAction
from openhands.events.event import Event
from openhands.events.observation.agent import AgentCondensationObservation
class View(BaseModel):
"""Linearly ordered view of events.
Produced by a condenser to indicate the included events are ready to process as LLM input.
"""
events: list[Event]
def __len__(self) -> int:
return len(self.events)
def __iter__(self):
return iter(self.events)
# To preserve list-like indexing, we ideally support slicing and position-based indexing.
# The only challenge with that is switching the return type based on the input type -- we
# can mark the different signatures for MyPy with `@overload` decorators.
@overload
def __getitem__(self, key: slice) -> list[Event]: ...
@overload
def __getitem__(self, key: int) -> Event: ...
def __getitem__(self, key: int | slice) -> Event | list[Event]:
if isinstance(key, slice):
start, stop, step = key.indices(len(self))
return [self[i] for i in range(start, stop, step)]
elif isinstance(key, int):
return self.events[key]
else:
raise ValueError(f'Invalid key type: {type(key)}')
@staticmethod
def from_events(events: list[Event]) -> View:
"""Create a view from a list of events, respecting the semantics of any condensation events."""
forgotten_event_ids: set[int] = set()
for event in events:
if isinstance(event, CondensationAction):
forgotten_event_ids.update(event.forgotten)
kept_events = [event for event in events if event.id not in forgotten_event_ids]
# If we have a summary, insert it at the specified offset.
summary: str | None = None
summary_offset: int | None = None
# The relevant summary is always in the last condensation event (i.e., the most recent one).
for event in reversed(events):
if isinstance(event, CondensationAction):
if event.summary is not None and event.summary_offset is not None:
summary = event.summary
summary_offset = event.summary_offset
break
if summary is not None and summary_offset is not None:
kept_events.insert(
summary_offset, AgentCondensationObservation(content=summary)
)
return View(events=kept_events)
+1 -2
View File
@@ -12,7 +12,6 @@ from openhands.events.observation import (
)
from openhands.events.observation.agent import (
AgentStateChangedObservation,
RecallObservation,
)
from openhands.events.serialization import event_to_dict
from openhands.events.stream import AsyncEventStreamWrapper
@@ -65,7 +64,7 @@ async def connect(connection_id: str, environ):
logger.info(f'oh_event: {event.__class__.__name__}')
if isinstance(
event,
(NullAction, NullObservation, RecallAction, RecallObservation),
(NullAction, NullObservation, RecallAction),
):
continue
elif isinstance(event, AgentStateChangedObservation):
+2 -1
View File
@@ -19,6 +19,7 @@ from openhands.events.observation import (
CmdOutputObservation,
NullObservation,
)
from openhands.events.observation.agent import RecallObservation
from openhands.events.observation.error import ErrorObservation
from openhands.events.serialization import event_from_dict, event_to_dict
from openhands.events.stream import EventStreamSubscriber
@@ -199,7 +200,7 @@ class Session:
await self.send(event_to_dict(event))
# NOTE: ipython observations are not sent here currently
elif event.source == EventSource.ENVIRONMENT and isinstance(
event, (CmdOutputObservation, AgentStateChangedObservation)
event, (CmdOutputObservation, AgentStateChangedObservation, RecallObservation)
):
# feedback from the environment to agent actions is understood as agent events by the UI
event_dict = event_to_dict(event)
+233 -24
View File
@@ -17,9 +17,11 @@ from openhands.events.action import ChangeAgentStateAction, CmdRunAction, Messag
from openhands.events.action.agent import RecallAction
from openhands.events.event import RecallType
from openhands.events.observation import (
AgentStateChangedObservation,
ErrorObservation,
)
from openhands.events.observation.agent import RecallObservation
from openhands.events.observation.commands import CmdOutputObservation
from openhands.events.observation.empty import NullObservation
from openhands.events.serialization import event_to_dict
from openhands.llm import LLM
@@ -216,9 +218,17 @@ async def test_run_controller_with_fatal_error(test_event_stream, mock_memory):
print(f'state: {state}')
events = list(test_event_stream.get_events())
print(f'event_stream: {events}')
error_observations = test_event_stream.get_matching_events(
reverse=True, limit=1, event_types=(AgentStateChangedObservation)
)
assert len(error_observations) == 1
error_observation = error_observations[0]
assert state.iteration == 3
assert state.agent_state == AgentState.ERROR
assert state.last_error == 'AgentStuckInLoopError: Agent got stuck in a loop'
assert (
error_observation.reason == 'AgentStuckInLoopError: Agent got stuck in a loop'
)
assert len(events) == 11
@@ -621,6 +631,17 @@ async def test_run_controller_max_iterations_has_metrics(
state.last_error
== 'RuntimeError: Agent reached maximum iteration in headless mode. Current iteration: 3, max iteration: 3'
)
error_observations = test_event_stream.get_matching_events(
reverse=True, limit=1, event_types=(AgentStateChangedObservation)
)
assert len(error_observations) == 1
error_observation = error_observations[0]
assert (
error_observation.reason
== 'RuntimeError: Agent reached maximum iteration in headless mode. Current iteration: 3, max iteration: 3'
)
assert (
state.metrics.accumulated_cost == 10.0 * 3
), f'Expected accumulated cost to be 30.0, but got {state.metrics.accumulated_cost}'
@@ -643,19 +664,27 @@ async def test_notify_on_llm_retry(mock_agent, mock_event_stream, mock_status_ca
@pytest.mark.asyncio
async def test_context_window_exceeded_error_handling(mock_agent, mock_event_stream):
"""Test that context window exceeded errors are handled correctly by truncating history."""
async def test_context_window_exceeded_error_handling(
mock_agent, mock_runtime, test_event_stream
):
"""Test that context window exceeded errors are handled correctly by the controller, providing a smaller view but keeping the history intact."""
max_iterations = 5
error_after = 2
class StepState:
def __init__(self):
self.has_errored = False
self.index = 0
self.views = []
def step(self, state: State):
# Append a few messages to the history -- these will be truncated when we throw the error
state.history = [
MessageAction(content='Test message 0'),
MessageAction(content='Test message 1'),
]
self.views.append(state.view)
# Wait until the right step to throw the error, and make sure we
# only throw it once.
if self.index < error_after or self.has_errored:
self.index += 1
return MessageAction(content=f'Test message {self.index}')
error = ContextWindowExceededError(
message='prompt is too long: 233885 tokens > 200000 maximum',
@@ -665,28 +694,78 @@ async def test_context_window_exceeded_error_handling(mock_agent, mock_event_str
self.has_errored = True
raise error
state = StepState()
mock_agent.step = state.step
step_state = StepState()
mock_agent.step = step_state.step
mock_agent.config = AgentConfig()
controller = AgentController(
agent=mock_agent,
event_stream=mock_event_stream,
max_iterations=10,
sid='test',
confirmation_mode=False,
headless_mode=True,
# Because we're sending message actions, we need to respond to the recall
# actions that get generated as a response.
# We do that by playing the role of the recall module -- subscribe to the
# event stream and respond to recall actions by inserting fake recall
# obesrvations.
def on_event_memory(event: Event):
if isinstance(event, RecallAction):
microagent_obs = RecallObservation(
content='Test microagent content',
recall_type=RecallType.KNOWLEDGE,
)
microagent_obs._cause = event.id
test_event_stream.add_event(microagent_obs, EventSource.ENVIRONMENT)
test_event_stream.subscribe(
EventStreamSubscriber.MEMORY, on_event_memory, str(uuid4())
)
mock_runtime.event_stream = test_event_stream
# Now we can run the controller for a fixed number of steps. Since the step
# state is set to error out before then, if this terminates and we have a
# record of the error being thrown we can be confident that the controller
# handles the truncation correctly.
final_state = await asyncio.wait_for(
run_controller(
config=AppConfig(max_iterations=max_iterations),
initial_user_action=MessageAction(content='INITIAL'),
runtime=mock_runtime,
sid='test',
agent=mock_agent,
fake_user_response_fn=lambda _: 'repeat',
memory=mock_memory,
),
timeout=10,
)
# Set the agent running and take a step in the controller -- this is similar
# to taking a single step using `run_controller`, but much easier to control
# termination for testing purposes
controller.state.agent_state = AgentState.RUNNING
await controller._step()
# Check that the context window exception was thrown and the controller
# called the agent's `step` function the right number of times.
assert step_state.has_errored
assert len(step_state.views) == max_iterations
# Check that the error was thrown and the history has been truncated
assert state.has_errored
assert controller.state.history == [MessageAction(content='Test message 1')]
# Look at pre/post-step views. Normally, these should always increase in
# size (because we return a message action, which triggers a recall, which
# triggers a recall response). But if the pre/post-views are on the turn
# when we throw the context window exceeded error, we should see the
# post-step view compressed.
for index, (first_view, second_view) in enumerate(
zip(step_state.views[:-1], step_state.views[1:])
):
if index == error_after:
assert len(first_view) > len(second_view)
else:
assert len(first_view) < len(second_view)
# The final state's history should contain:
# - max_iterations number of message actions,
# - max_iterations number of recall actions,
# - max_iterations number of recall observations,
# - and exactly one condensation action.
assert len(final_state.history) == max_iterations * 3 + 1
# ...but the final state's view should be identical to the last view (plus
# the final message action and associated recall action/observation).
assert len(final_state.view) == len(step_state.views[-1]) + 3
# And these two representations of the state are _not_ the same.
assert len(final_state.history) != len(final_state.view)
@pytest.mark.asyncio
@@ -837,6 +916,16 @@ async def test_run_controller_with_context_window_exceeded_without_truncation(
== 'LLMContextWindowExceedError: Conversation history longer than LLM context window limit. Consider turning on enable_history_truncation config to avoid this error'
)
error_observations = test_event_stream.get_matching_events(
reverse=True, limit=1, event_types=(AgentStateChangedObservation)
)
assert len(error_observations) == 1
error_observation = error_observations[0]
assert (
error_observation.reason
== 'LLMContextWindowExceedError: Conversation history longer than LLM context window limit. Consider turning on enable_history_truncation config to avoid this error'
)
# Check that the context window exceeded error was raised during the run
assert step_state.has_errored
@@ -1168,3 +1257,123 @@ def test_agent_controller_should_step_with_null_observation_cause_zero():
assert (
result is False
), 'should_step should return False for NullObservation with cause = 0'
def test_apply_conversation_window_basic(mock_event_stream, mock_agent):
"""Test that the _apply_conversation_window method correctly prunes a list of events."""
controller = AgentController(
agent=mock_agent,
event_stream=mock_event_stream,
max_iterations=10,
sid='test_apply_conversation_window_basic',
confirmation_mode=False,
headless_mode=True,
)
# Create a sequence of events with IDs
first_msg = MessageAction(content='Hello, start task', wait_for_response=False)
first_msg._source = EventSource.USER
first_msg._id = 1
# Add agent question
agent_msg = MessageAction(
content='What task would you like me to perform?', wait_for_response=True
)
agent_msg._source = EventSource.AGENT
agent_msg._id = 2
# Add user response
user_response = MessageAction(
content='Please list all files and show me current directory',
wait_for_response=False,
)
user_response._source = EventSource.USER
user_response._id = 3
cmd1 = CmdRunAction(command='ls')
cmd1._id = 4
obs1 = CmdOutputObservation(command='ls', content='file1.txt', command_id=4)
obs1._id = 5
obs1._cause = 4
cmd2 = CmdRunAction(command='pwd')
cmd2._id = 6
obs2 = CmdOutputObservation(command='pwd', content='/home', command_id=6)
obs2._id = 7
obs2._cause = 6
events = [first_msg, agent_msg, user_response, cmd1, obs1, cmd2, obs2]
# Apply truncation
truncated = controller._apply_conversation_window(events)
# Verify truncation occured
# Should keep first user message and roughly half of other events
assert (
3 <= len(truncated) < len(events)
) # First message + at least one action-observation pair
assert truncated[0] == first_msg # First message always preserved
assert controller.state.start_id == first_msg._id
# Verify pairs aren't split
for i, event in enumerate(truncated[1:]):
if isinstance(event, CmdOutputObservation):
assert any(e._id == event._cause for e in truncated[: i + 1])
def test_history_restoration_after_truncation(mock_event_stream, mock_agent):
controller = AgentController(
agent=mock_agent,
event_stream=mock_event_stream,
max_iterations=10,
sid='test_truncation',
confirmation_mode=False,
headless_mode=True,
)
# Create events with IDs
first_msg = MessageAction(content='Start task', wait_for_response=False)
first_msg._source = EventSource.USER
first_msg._id = 1
events = [first_msg]
for i in range(5):
cmd = CmdRunAction(command=f'cmd{i}')
cmd._id = i + 2
obs = CmdOutputObservation(
command=f'cmd{i}', content=f'output{i}', command_id=cmd._id
)
obs._cause = cmd._id
events.extend([cmd, obs])
# Set up initial history
controller.state.history = events.copy()
# Force truncation
controller.state.history = controller._apply_conversation_window(
controller.state.history
)
# Save state
saved_start_id = controller.state.start_id
saved_history_len = len(controller.state.history)
# Set up mock event stream for new controller
mock_event_stream.get_events.return_value = controller.state.history
# Create new controller with saved state
new_controller = AgentController(
agent=mock_agent,
event_stream=mock_event_stream,
max_iterations=10,
sid='test_truncation',
confirmation_mode=False,
headless_mode=True,
)
new_controller.state.start_id = saved_start_id
new_controller.state.history = mock_event_stream.get_events()
# Verify restoration
assert len(new_controller.state.history) == saved_history_len
assert new_controller.state.history[0] == first_msg
assert new_controller.state.start_id == saved_start_id
-3
View File
@@ -127,7 +127,6 @@ async def test_agent_session_start_with_no_state(mock_agent):
assert session.controller.agent.name == 'test-agent'
assert session.controller.state.start_id == 0
assert session.controller.state.end_id == -1
assert session.controller.state.truncation_id == -1
@pytest.mark.asyncio
@@ -164,7 +163,6 @@ async def test_agent_session_start_with_restored_state(mock_agent):
mock_restored_state = MagicMock(spec=State)
mock_restored_state.start_id = -1
mock_restored_state.end_id = -1
mock_restored_state.truncation_id = -1
mock_restored_state.max_iterations = 5
# Create a spy on set_initial_state by subclassing AgentController
@@ -211,4 +209,3 @@ async def test_agent_session_start_with_restored_state(mock_agent):
assert session.controller.state.max_iterations == 5
assert session.controller.state.start_id == 0
assert session.controller.state.end_id == -1
assert session.controller.state.truncation_id == -1
+25 -35
View File
@@ -88,16 +88,6 @@ def mock_llm() -> LLM:
return mock_llm
@pytest.fixture
def mock_state() -> State:
"""Mocks a State object with the only parameters needed for testing condensers: history and extra_data."""
mock_state = MagicMock(spec=State)
mock_state.history = []
mock_state.extra_data = {}
return mock_state
class RollingCondenserTestHarness:
"""Test harness for rolling condensers.
@@ -120,21 +110,19 @@ class RollingCondenserTestHarness:
This generator assumes we're starting from an empty history.
"""
mock_state = MagicMock()
mock_state.extra_data = {}
mock_state.history = []
state = State()
for event in events:
mock_state.history.append(event)
state.history.append(event)
for callback in self.callbacks:
callback(mock_state.history)
callback(state.history)
match self.condenser.condensed_history(mock_state):
match self.condenser.condensed_history(state):
case View() as view:
yield view
case Condensation(event=condensation_event):
mock_state.history.append(condensation_event)
state.history.append(condensation_event)
def expected_size(self, index: int, max_size: int) -> int:
"""Calculate the expected size of the view at the given index.
@@ -180,12 +168,11 @@ def test_noop_condenser():
create_test_event('Event 2'),
create_test_event('Event 3'),
]
mock_state = MagicMock()
mock_state.history = events
state = State()
state.history = events
condenser = NoOpCondenser()
result = condenser.condensed_history(mock_state)
result = condenser.condensed_history(state)
assert result == View(events=events)
@@ -200,7 +187,7 @@ def test_observation_masking_condenser_from_config():
assert condenser.attention_window == attention_window
def test_observation_masking_condenser_respects_attention_window(mock_state):
def test_observation_masking_condenser_respects_attention_window():
"""Test that ObservationMaskingCondenser only masks events outside the attention window."""
attention_window = 3
condenser = ObservationMaskingCondenser(attention_window=attention_window)
@@ -213,8 +200,9 @@ def test_observation_masking_condenser_respects_attention_window(mock_state):
Observation('Observation 2'),
]
mock_state.history = events
result = condenser.condensed_history(mock_state)
state = State()
state.history = events
result = condenser.condensed_history(state)
assert len(result) == len(events)
@@ -239,7 +227,7 @@ def test_browser_output_condenser_from_config():
assert condenser.attention_window == attention_window
def test_browser_output_condenser_respects_attention_window(mock_state):
def test_browser_output_condenser_respects_attention_window():
"""Test that BrowserOutputCondenser only masks events outside the attention window."""
attention_window = 3
condenser = BrowserOutputCondenser(attention_window=attention_window)
@@ -253,8 +241,10 @@ def test_browser_output_condenser_respects_attention_window(mock_state):
BrowserOutputObservation('Observation 4', url='', trigger_by_action=''),
]
mock_state.history = events
result = condenser.condensed_history(mock_state)
state = State()
state.history = events
result = condenser.condensed_history(state)
assert len(result) == len(events)
cnt = 4
@@ -291,19 +281,19 @@ def test_recent_events_condenser():
create_test_event('Event 5'),
]
mock_state = MagicMock()
mock_state.history = events
state = State()
state.history = events
# If the max_events are larger than the number of events, equivalent to a NoOpCondenser.
condenser = RecentEventsCondenser(max_events=len(events))
result = condenser.condensed_history(mock_state)
result = condenser.condensed_history(state)
assert result == View(events=events)
# If the max_events are smaller than the number of events, only keep the last few.
max_events = 3
condenser = RecentEventsCondenser(max_events=max_events)
result = condenser.condensed_history(mock_state)
result = condenser.condensed_history(state)
assert len(result) == max_events
assert result[0]._message == 'Event 1' # kept from keep_first
@@ -314,7 +304,7 @@ def test_recent_events_condenser():
keep_first = 1
max_events = 2
condenser = RecentEventsCondenser(keep_first=keep_first, max_events=max_events)
result = condenser.condensed_history(mock_state)
result = condenser.condensed_history(state)
assert len(result) == max_events
assert result[0]._message == 'Event 1'
@@ -324,7 +314,7 @@ def test_recent_events_condenser():
keep_first = 2
max_events = 3
condenser = RecentEventsCondenser(keep_first=keep_first, max_events=max_events)
result = condenser.condensed_history(mock_state)
result = condenser.condensed_history(state)
assert len(result) == max_events
assert result[0]._message == 'Event 1' # kept from keep_first
@@ -380,7 +370,7 @@ def test_llm_summarizing_condenser_gives_expected_view_size(mock_llm):
assert len(view) == harness.expected_size(i, max_size)
def test_llm_summarizing_condenser_keeps_first_and_summary_events(mock_llm, mock_state):
def test_llm_summarizing_condenser_keeps_first_and_summary_events(mock_llm):
"""Test that the LLM summarizing condenser appropriately maintains the event prefix and any summary events."""
max_size = 10
keep_first = 3
@@ -547,7 +537,7 @@ def test_llm_attention_condenser_handles_events_outside_history(mock_llm):
assert len(view) == harness.expected_size(i, max_size)
def test_llm_attention_condenser_handles_too_many_events(mock_llm, mock_state):
def test_llm_attention_condenser_handles_too_many_events(mock_llm):
"""Test that the LLMAttentionCondenser handles when the response contains too many event IDs."""
max_size = 2
condenser = LLMAttentionCondenser(max_size=max_size, keep_first=0, llm=mock_llm)
+58
View File
@@ -0,0 +1,58 @@
from openhands.controller.state.state import State
from openhands.events.event import Event
from openhands.storage.memory import InMemoryFileStore
def example_event(index: int) -> Event:
event = Event()
event._message = f'Test message {index}'
event._id = index
return event
def test_state_view_caching_avoids_unnecessary_rebuilding():
"""Test that the state view caching avoids unnecessarily rebuilding the view when the history hasn't changed."""
state = State()
state.history = [example_event(i) for i in range(5)]
# Build the view once.
view = state.view
# Easy way to check that the cache works -- `view` and future calls of
# `state.view` should be the same object. We'll check that by using the `id`
# of the view.
assert id(view) == id(state.view)
# Add an event to the history. This should produce a different view.
state.history.append(example_event(100))
new_view = state.view
assert id(new_view) != id(view)
# But once we have the new view once, it should be cached.
assert id(new_view) == id(state.view)
def test_state_view_cache_not_serialized():
"""Test that the fields used to cache view construction are not serialized when state is saved."""
state = State()
state.history = [example_event(i) for i in range(5)]
# Build the view once.
view = state.view
# Serialize the state.
store = InMemoryFileStore()
state.save_to_session('test_sid', store, None)
restored_state = State.restore_from_session('test_sid', store, None)
# The state usually has the history rebuilt from the event stream -- we'll
# simulate this by manually setting the state history to the same events.
restored_state.history = state.history
restored_view = restored_state.view
# Since serialization doesn't include the view cache, the restored view will
# be structurally identical but _not_ the same object.
assert id(restored_view) != id(view)
assert restored_view.events == view.events
-244
View File
@@ -1,244 +0,0 @@
import asyncio
from unittest.mock import MagicMock
import pytest
from openhands.controller.agent_controller import AgentController
from openhands.events import EventSource
from openhands.events.action import CmdRunAction, MessageAction
from openhands.events.observation import CmdOutputObservation
@pytest.fixture
def mock_event_stream():
stream = MagicMock()
# Mock get_events to return an empty list by default
stream.get_events.return_value = []
# Mock get_latest_event_id to return a valid integer
stream.get_latest_event_id.return_value = 0
return stream
@pytest.fixture
def mock_agent():
agent = MagicMock()
agent.llm = MagicMock()
# Create a step function that returns an action without an ID
def agent_step_fn(state):
return MessageAction(content='Agent returned a message')
agent.step = agent_step_fn
return agent
class TestTruncation:
def test_apply_conversation_window_basic(self, mock_event_stream, mock_agent):
controller = AgentController(
agent=mock_agent,
event_stream=mock_event_stream,
max_iterations=10,
sid='test_truncation',
confirmation_mode=False,
headless_mode=True,
)
# Create a sequence of events with IDs
first_msg = MessageAction(content='Hello, start task', wait_for_response=False)
first_msg._source = EventSource.USER
first_msg._id = 1
cmd1 = CmdRunAction(command='ls')
cmd1._id = 2
obs1 = CmdOutputObservation(command='ls', content='file1.txt', command_id=2)
obs1._id = 3
obs1._cause = 2
cmd2 = CmdRunAction(command='pwd')
cmd2._id = 4
obs2 = CmdOutputObservation(command='pwd', content='/home', command_id=4)
obs2._id = 5
obs2._cause = 4
events = [first_msg, cmd1, obs1, cmd2, obs2]
# Apply truncation
truncated = controller._apply_conversation_window(events)
# Should keep first user message and roughly half of other events
assert (
len(truncated) >= 3
) # First message + at least one action-observation pair
assert truncated[0] == first_msg # First message always preserved
assert controller.state.start_id == first_msg._id
assert controller.state.truncation_id is not None
# Verify pairs aren't split
for i, event in enumerate(truncated[1:]):
if isinstance(event, CmdOutputObservation):
assert any(e._id == event._cause for e in truncated[: i + 1])
def test_truncation_does_not_impact_trajectory(self, mock_event_stream, mock_agent):
controller = AgentController(
agent=mock_agent,
event_stream=mock_event_stream,
max_iterations=10,
sid='test_truncation',
confirmation_mode=False,
headless_mode=True,
)
# Create a sequence of events with IDs
first_msg = MessageAction(content='Hello, start task', wait_for_response=False)
first_msg._source = EventSource.USER
first_msg._id = 1
pairs = 10
history_len = 1 + 2 * pairs
events = [first_msg]
for i in range(pairs):
cmd = CmdRunAction(command=f'cmd{i}')
cmd._id = i + 2
obs = CmdOutputObservation(
command=f'cmd{i}', content=f'output{i}', command_id=cmd._id
)
obs._cause = cmd._id
events.extend([cmd, obs])
# patch events to history for testing purpose
controller.state.history = events
# Update mock event stream
mock_event_stream.get_events.return_value = controller.state.history
assert len(controller.state.history) == history_len
# Force apply truncation
controller._handle_long_context_error()
# Check that the history has been truncated before closing the controller
assert len(controller.state.history) == 13 < history_len
# Check that after properly closing the controller, history is recovered
asyncio.run(controller.close())
assert len(controller.event_stream.get_events()) == history_len
assert len(controller.state.history) == history_len
assert len(controller.get_trajectory()) == history_len
def test_context_window_exceeded_handling(self, mock_event_stream, mock_agent):
controller = AgentController(
agent=mock_agent,
event_stream=mock_event_stream,
max_iterations=10,
sid='test_truncation',
confirmation_mode=False,
headless_mode=True,
)
# Setup initial history with IDs
first_msg = MessageAction(content='Start task', wait_for_response=False)
first_msg._source = EventSource.USER
first_msg._id = 1
# Add agent question
agent_msg = MessageAction(
content='What task would you like me to perform?', wait_for_response=True
)
agent_msg._source = EventSource.AGENT
agent_msg._id = 2
# Add user response
user_response = MessageAction(
content='Please list all files and show me current directory',
wait_for_response=False,
)
user_response._source = EventSource.USER
user_response._id = 3
cmd1 = CmdRunAction(command='ls')
cmd1._id = 4
obs1 = CmdOutputObservation(command='ls', content='file1.txt', command_id=4)
obs1._id = 5
obs1._cause = 4
# Update mock event stream to include new messages
mock_event_stream.get_events.return_value = [
first_msg,
agent_msg,
user_response,
cmd1,
obs1,
]
controller.state.history = [first_msg, agent_msg, user_response, cmd1, obs1]
original_history_len = len(controller.state.history)
# Simulate ContextWindowExceededError and truncation
controller.state.history = controller._apply_conversation_window(
controller.state.history
)
# Verify truncation occurred
assert len(controller.state.history) < original_history_len
assert controller.state.start_id == first_msg._id
assert controller.state.truncation_id is not None
assert controller.state.truncation_id > controller.state.start_id
def test_history_restoration_after_truncation(self, mock_event_stream, mock_agent):
controller = AgentController(
agent=mock_agent,
event_stream=mock_event_stream,
max_iterations=10,
sid='test_truncation',
confirmation_mode=False,
headless_mode=True,
)
# Create events with IDs
first_msg = MessageAction(content='Start task', wait_for_response=False)
first_msg._source = EventSource.USER
first_msg._id = 1
events = [first_msg]
for i in range(5):
cmd = CmdRunAction(command=f'cmd{i}')
cmd._id = i + 2
obs = CmdOutputObservation(
command=f'cmd{i}', content=f'output{i}', command_id=cmd._id
)
obs._cause = cmd._id
events.extend([cmd, obs])
# Set up initial history
controller.state.history = events.copy()
# Force truncation
controller.state.history = controller._apply_conversation_window(
controller.state.history
)
# Save state
saved_start_id = controller.state.start_id
saved_truncation_id = controller.state.truncation_id
saved_history_len = len(controller.state.history)
# Set up mock event stream for new controller
mock_event_stream.get_events.return_value = controller.state.history
# Create new controller with saved state
new_controller = AgentController(
agent=mock_agent,
event_stream=mock_event_stream,
max_iterations=10,
sid='test_truncation',
confirmation_mode=False,
headless_mode=True,
)
new_controller.state.start_id = saved_start_id
new_controller.state.truncation_id = saved_truncation_id
new_controller.state.history = mock_event_stream.get_events()
# Verify restoration
assert len(new_controller.state.history) == saved_history_len
assert new_controller.state.history[0] == first_msg
assert new_controller.state.start_id == saved_start_id