From 905bf4b6438a868ef1a61a5fdb1ff4394c4b8869 Mon Sep 17 00:00:00 2001 From: Rifo Ahmad Genadi Date: Mon, 21 Jul 2025 10:56:52 +0400 Subject: [PATCH 01/99] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 70bd97c..b30f1de 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -# AgentFly: Scalable and Extendable Reinforcement Larning for LLM Agents +# AgentFly: Scalable and Extendable Reinforcement Learning for LLM Agents This library is an extandable framework for building LLM agents with reinforcement learning. It provides a flexible and powerful system for creating agent that interact with tools, learn from rewards in multi-turn manner and complete tasks automatically. ![Overview](assets/images/overview.png) From 31a1e10f1ee429d45a7cf760e7182dc62043259e Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Mon, 21 Jul 2025 07:40:02 +0000 Subject: [PATCH 02/99] update docs --- .readthedocs.yaml | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/.readthedocs.yaml b/.readthedocs.yaml index 48d7d64..f2f3b15 100644 --- a/.readthedocs.yaml +++ b/.readthedocs.yaml @@ -1,6 +1,9 @@ -# .readthedocs.yaml (identical structure to veRL’s) #:contentReference[oaicite:2]{index=2} version: 2 +submodules: + include: all + recursive: true + build: os: ubuntu-22.04 tools: From dedcd49a8567863cefb980e6de82d95861fb036f Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Mon, 21 Jul 2025 07:48:23 +0000 Subject: [PATCH 03/99] change submodule url --- .gitmodules | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.gitmodules b/.gitmodules index 588953b..2e7576a 100644 --- a/.gitmodules +++ b/.gitmodules @@ -1,3 +1,3 @@ [submodule "verl"] path = verl - url = git@github.com:Agent-One-Lab/verl.git + url = https://github.com/Agent-One-Lab/verl From b1f5051a61b982b52423cbdd2be31a5607439d5d Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Mon, 21 Jul 2025 07:52:55 +0000 Subject: [PATCH 04/99] update docs --- .readthedocs.yaml | 5 ----- 1 file changed, 5 deletions(-) diff --git a/.readthedocs.yaml b/.readthedocs.yaml index f2f3b15..25d0bc9 100644 --- a/.readthedocs.yaml +++ b/.readthedocs.yaml @@ -1,8 +1,4 @@ version: 2 - -submodules: - include: all - recursive: true build: os: ubuntu-22.04 @@ -15,5 +11,4 @@ sphinx: python: install: - requirements: agents/requirements.txt - - requirements: verl/requirements.txt - requirements: docs/requirements-docs.txt From 6e16a11c348fecab2c84dca2bf8471ab3e8bc914 Mon Sep 17 00:00:00 2001 From: Bilal <60072763+bitalov@users.noreply.github.com> Date: Mon, 21 Jul 2025 12:44:51 +0000 Subject: [PATCH 05/99] update doc --- docs/environments/code/http_server.rst | 20 ----- docs/environments/retrieval/tools.rst | 107 ++++++++++++++++--------- 2 files changed, 71 insertions(+), 56 deletions(-) diff --git a/docs/environments/code/http_server.rst b/docs/environments/code/http_server.rst index b242cdc..06a15f8 100644 --- a/docs/environments/code/http_server.rst +++ b/docs/environments/code/http_server.rst @@ -44,27 +44,7 @@ Execute a Python code snippet in the sandbox environment. - **400 Bad Request**: Code execution failed or syntax error - **408 Request Timeout**: Code execution timed out -Server Configuration --------------------- -The server operates with the following built-in limits: - -* **MAX_WALL**: 10 seconds wall-clock execution timeout -* **CHILD_MEM**: 1 GiB memory limit for child processes -* **CHILD_CPU**: 100% of a single CPU core -* **Output Truncation**: Output is limited to 16,384 characters -* **Error Truncation**: Error messages are limited to 8,192 characters - -Security Model --------------- - -The HTTP server implements a multi-layer security approach: - -* **Process Isolation**: Code runs in separate child processes with ``os.setsid()`` -* **Signal Handling**: Timeout enforcement via ``SIGKILL`` to process groups -* **Resource Limits**: Memory and CPU constraints on child processes -* **Output Sanitization**: Automatic truncation prevents memory exhaustion -* **Error Containment**: Exception handling prevents server crashes Implementation Details ---------------------- diff --git a/docs/environments/retrieval/tools.rst b/docs/environments/retrieval/tools.rst index 13bf0b0..ee3f411 100644 --- a/docs/environments/retrieval/tools.rst +++ b/docs/environments/retrieval/tools.rst @@ -13,76 +13,111 @@ Tools Reference asyncdense_retrieve ~~~~~~~~~~~~~~~~~~~ -.. autofunction:: agents.tools.src.search.async_dense_retriever.asyncdense_retrieve - -**Function Signature:** +**Tool Signature:** .. code-block:: python - async def asyncdense_retrieve(query: str) -> str + @tool( + name="asyncdense_retrieve", + description="Use a dense retriever to retrieve documents from a corpus.", + max_length=4096, + ) + async def asyncdense_retrieve(query: str) + +**Description:** + +Retrieves relevant documents from a Wikipedia corpus using dense vector embeddings and semantic similarity search. Automatically initializes the retriever model and FAISS index on first use. -**Description:** Retrieve relevant documents using dense vector search with E5 embeddings and FAISS indexing +**Call Signature:** + - **For this non-stateful tool:** ``asyncdense_retrieve(query=...)`` **Parameters:** - - **query** (str): Search query string. Natural language questions work best. Automatically prepends "query: " for E5 model optimization. + - **query** (str): Search query string. Automatically prepends "query: " prefix for E5 model optimization if not already present. **Returns:** - str: Formatted string with numbered documents:: + Tool result dict with: + - **observation** (str): Formatted string with numbered documents (max 4096 chars):: - ### 1: [Document 1 content] - ### 2: [Document 2 content] - ### 3: [Document 3 content] + ### 1: [Document 1 content] + ### 2: [Document 2 content] + ### 3: [Document 3 content] + + - **status** (str): "success" + - **name** (str): "asyncdense_retrieve" + - **arguments** (dict): Input parameters used + - **info** (dict): Additional metadata **Example:** .. code-block:: python - # Basic retrieval - result = await asyncdense_retrieve("What is quantum computing?") - print(result) + # Using the tool wrapper + result = await asyncdense_retrieve(query="What is quantum computing?") + print(result["observation"]) - # Scientific queries - result = await asyncdense_retrieve("How does photosynthesis work?") - print(result) - -**Features:** - - High-performance async implementation - - Thread-safe global retriever instance - - Automatic model and corpus loading - - GPU acceleration when available + # Direct function call (returns formatted string) + docs = await asyncdense_retrieve("How does photosynthesis work?") + +**Implementation Features:** + - Global retriever instance (thread-safe) + - Lazy initialization on first call + - E5-base-v2 embeddings (768-dim) + - FAISS Flat index for similarity search - Returns top-3 most relevant documents + - Automatic corpus and model loading from AGENT_DATA_DIR dense_retrieve ~~~~~~~~~~~~~~ -.. autofunction:: agents.tools.src.search.dense_retriever.dense_retrieve - -**Function Signature:** +**Tool Signature:** .. code-block:: python - async def dense_retrieve(query: str) -> str + @tool( + name="dense_retrieve", + description="Use a dense retriever to retrieve documents from a corpus.", + max_length=4096 + ) + async def dense_retrieve(query: str) -**Description:** Retrieve relevant documents using dense vector search (synchronous version) +**Description:** + +Retrieves relevant documents from a Wikipedia corpus using dense vector embeddings and semantic similarity search. Similar to asyncdense_retrieve with slightly different internal implementation. + +**Call Signature:** + - **For this non-stateful tool:** ``dense_retrieve(query=...)`` **Parameters:** - - **query** (str): Search query string. Automatically prepends "query: " for E5 model optimization. + - **query** (str): Search query string. Automatically prepends "query: " prefix for E5 model optimization if not already present. **Returns:** - str: Formatted string with numbered documents + Tool result dict with: + - **observation** (str): Formatted string with numbered documents (max 4096 chars):: + + ### 1: [Document 1 content] + ### 2: [Document 2 content] + ### 3: [Document 3 content] + + - **status** (str): "success" + - **name** (str): "dense_retrieve" + - **arguments** (dict): Input parameters used + - **info** (dict): Additional metadata **Example:** .. code-block:: python - # Simple retrieval - result = await dense_retrieve("artificial intelligence applications") - print(result) + # Using the tool wrapper + result = await dense_retrieve(query="artificial intelligence applications") + print(result["observation"]) -**Use Cases:** - - Simple retrieval tasks - - Development and debugging - - Single-query scenarios +**Implementation Features:** + - Global retriever instance (thread-safe) + - Lazy initialization on first call + - E5-base-v2 embeddings (768-dim) + - FAISS Flat index for similarity search + - Returns top-3 most relevant documents + - Automatic corpus and model loading from AGENT_DATA_DIR Technical Details ----------------- From afefc08d7da225edf7d7e34b4187f0b69f8ade74 Mon Sep 17 00:00:00 2001 From: Bilal <60072763+bitalov@users.noreply.github.com> Date: Mon, 21 Jul 2025 13:13:23 +0000 Subject: [PATCH 06/99] test upd --- agents/agents/agents/react/react_agent.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/agents/agents/agents/react/react_agent.py b/agents/agents/agents/react/react_agent.py index 8f32c37..af5276f 100644 --- a/agents/agents/agents/react/react_agent.py +++ b/agents/agents/agents/react/react_agent.py @@ -3,7 +3,7 @@ import json from typing import Any, Callable, Dict, List, Tuple from ..utils.json import jsonish -from ...tools.tool_base import Tool +from agents.tools.tool_base import Tool try: from verl.protocol import DataProto except ImportError: From befb7edf2573b58ae9cc55e226eb9bd3776e3037 Mon Sep 17 00:00:00 2001 From: Bilal <60072763+bitalov@users.noreply.github.com> Date: Mon, 21 Jul 2025 13:27:05 +0000 Subject: [PATCH 07/99] cleaning code --- agents/tests/unit/envs/test_alfworld_env.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/agents/tests/unit/envs/test_alfworld_env.py b/agents/tests/unit/envs/test_alfworld_env.py index a774be4..944ab69 100644 --- a/agents/tests/unit/envs/test_alfworld_env.py +++ b/agents/tests/unit/envs/test_alfworld_env.py @@ -217,7 +217,7 @@ async def test_alfworld_env_acquire(): @pytest.mark.asyncio -@pytest.mark.parametrize("train_eval", ["train", "eval"]) +@pytest.mark.parametrize("train_eval", ["train"]) async def test_alfworld_env_train_eval_modes(train_eval): """Test environment in different modes.""" env = ALFWorldEnv(train_eval=train_eval) From 1a644256e549595017c759a29dd757223d36272b Mon Sep 17 00:00:00 2001 From: Bilal <60072763+bitalov@users.noreply.github.com> Date: Mon, 21 Jul 2025 13:32:42 +0000 Subject: [PATCH 08/99] undo commit --- agents/agents/agents/react/react_agent.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/agents/agents/agents/react/react_agent.py b/agents/agents/agents/react/react_agent.py index af5276f..8f32c37 100644 --- a/agents/agents/agents/react/react_agent.py +++ b/agents/agents/agents/react/react_agent.py @@ -3,7 +3,7 @@ import json from typing import Any, Callable, Dict, List, Tuple from ..utils.json import jsonish -from agents.tools.tool_base import Tool +from ...tools.tool_base import Tool try: from verl.protocol import DataProto except ImportError: From f3e3ed35b31eb638be48aaaadcc1c700334ba409 Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Mon, 21 Jul 2025 18:15:43 +0000 Subject: [PATCH 09/99] Set cache folder --- README.md | 3 +++ agents/agents/__init__.py | 7 ++++++- agents/agents/envs/manager/enroot.py | 2 +- 3 files changed, 10 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index b30f1de..ad071af 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,8 @@ # AgentFly: Scalable and Extendable Reinforcement Learning for LLM Agents +![Static Badge](https://img.shields.io/badge/Docs-AgentFly-%23669bbc?style=flat&logo=%F0%9F%93%9A&link=https%3A%2F%2Fagentfly.readthedocs.io%2F) + + This library is an extandable framework for building LLM agents with reinforcement learning. It provides a flexible and powerful system for creating agent that interact with tools, learn from rewards in multi-turn manner and complete tasks automatically. ![Overview](assets/images/overview.png) diff --git a/agents/agents/__init__.py b/agents/agents/__init__.py index c66af6c..f21686e 100644 --- a/agents/agents/__init__.py +++ b/agents/agents/__init__.py @@ -7,13 +7,18 @@ # Get parent folder AGENT_HOME = os.path.dirname(__file__).split("/")[:-3] + AGENT_HOME = "/".join(AGENT_HOME) AGENT_DATA_DIR = os.path.join(os.path.dirname(__file__), "data") +USER_CACHE_DIR = os.getenv("XDG_CACHE_HOME", os.path.expanduser("~/.cache")) + +AGENT_CACHE_DIR = os.path.join(USER_CACHE_DIR, "AgentFly") + AGENT_CONFIG_DIR = os.path.join(os.path.dirname(__file__), "configs") -ENROOT_HOME = os.path.join(os.path.dirname(__file__), "data", "enroot") +ENROOT_HOME = os.path.join(AGENT_CACHE_DIR, "enroot") if not os.path.exists(os.path.join(ENROOT_HOME, "images")): os.makedirs(os.path.join(ENROOT_HOME, "images")) diff --git a/agents/agents/envs/manager/enroot.py b/agents/agents/envs/manager/enroot.py index e3f8c72..c851178 100644 --- a/agents/agents/envs/manager/enroot.py +++ b/agents/agents/envs/manager/enroot.py @@ -269,7 +269,7 @@ def run(self, image, command=None, name=None, *, detach=False, name = name or _random_name() # ensure rootfs exists - if name not in _parse_list(_run_enroot(["list"], capture=False)): + if name not in _parse_list(_run_enroot(["list"], capture=True)): img_path = None path = pathlib.Path(str(image)) if path.suffix == ".sqsh" and path.exists(): From 798e2af206b436f7407e46a55b12d85f855aa10d Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Tue, 22 Jul 2025 14:37:55 +0000 Subject: [PATCH 10/99] Convert code tool input to string --- agents/agents/tools/src/code/tools.py | 1 + 1 file changed, 1 insertion(+) diff --git a/agents/agents/tools/src/code/tools.py b/agents/agents/tools/src/code/tools.py index 2845ff7..182597d 100644 --- a/agents/agents/tools/src/code/tools.py +++ b/agents/agents/tools/src/code/tools.py @@ -63,6 +63,7 @@ async def code_interpreter(code: str, env: PythonSandboxEnv): Returns: str: The output from stdout or stderr """ + code = str(code) try: obs = await env.step(code) return obs From d3ebc82e2b3fc0daacac1558fb63f92608d030fe Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Tue, 22 Jul 2025 15:16:55 +0000 Subject: [PATCH 11/99] Remove deprecated release_env --- agents/agents/tools/src/code/tools.py | 2 +- agents/tests/unit/tools/test_code_tool.py | 10 +++++----- 2 files changed, 6 insertions(+), 6 deletions(-) diff --git a/agents/agents/tools/src/code/tools.py b/agents/agents/tools/src/code/tools.py index 182597d..7942b1e 100644 --- a/agents/agents/tools/src/code/tools.py +++ b/agents/agents/tools/src/code/tools.py @@ -66,7 +66,7 @@ async def code_interpreter(code: str, env: PythonSandboxEnv): code = str(code) try: obs = await env.step(code) - return obs + return str(obs) except Exception as e: return f"Error: {str(e)}\n{traceback.format_exc()}" diff --git a/agents/tests/unit/tools/test_code_tool.py b/agents/tests/unit/tools/test_code_tool.py index 586af5b..983ed2a 100644 --- a/agents/tests/unit/tools/test_code_tool.py +++ b/agents/tests/unit/tools/test_code_tool.py @@ -14,7 +14,7 @@ def test_code_schema(): async def test_code_run(): result = await code_interpreter(code='print("A print test")', id='demo') print(result) - await code_interpreter.release_env(id='demo') + await code_interpreter.release(id='demo') print('done') @@ -22,7 +22,7 @@ async def test_code_run(): async def test_code_hang(): result = await code_interpreter(code='while True:\n pass', id='demo') print(result) - await code_interpreter.release_env(id='demo') + await code_interpreter.release(id='demo') print('done') @@ -31,7 +31,7 @@ async def test_pool_async_calls(): async def one_chain(i): await code_interpreter(id=f"c{i}", code="x=1") - await code_interpreter.release_env(id=f"c{i}") + await code_interpreter.release(id=f"c{i}") await asyncio.gather(*[ one_chain(i) for i in range(code_interpreter.pool_size+5) # over-subscribe the pool @@ -42,8 +42,8 @@ async def one_chain(i): async def test_double_release(): await code_interpreter(id="x", code="print('hi')") # manual double call - await code_interpreter.release_env(id="x") - await code_interpreter.release_env(id="x") # must return instantly + await code_interpreter.release(id="x") + await code_interpreter.release(id="x") # must return instantly @pytest.mark.asyncio(loop_scope="session") From 1eda3ef1393ca28d21cc53b7b44be4fb36c5bc32 Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Wed, 23 Jul 2025 06:28:47 +0000 Subject: [PATCH 12/99] Update readme --- README.md | 7 +++++-- agents/agents/agents/templates/templates.py | 5 ++++- agents/tests/unit/agents/prompts/test_templates.py | 3 ++- 3 files changed, 11 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index ad071af..7336e09 100644 --- a/README.md +++ b/README.md @@ -1,9 +1,12 @@ # AgentFly: Scalable and Extendable Reinforcement Learning for LLM Agents -![Static Badge](https://img.shields.io/badge/Docs-AgentFly-%23669bbc?style=flat&logo=%F0%9F%93%9A&link=https%3A%2F%2Fagentfly.readthedocs.io%2F) +

+Static Badge +Static Badge +

-This library is an extandable framework for building LLM agents with reinforcement learning. It provides a flexible and powerful system for creating agent that interact with tools, learn from rewards in multi-turn manner and complete tasks automatically. +This library is an extensible framework for building LLM agents with reinforcement learning. It provides a flexible and powerful system for creating agent that interact with tools, learn from rewards in multi-turn manner and complete tasks automatically. ![Overview](assets/images/overview.png) ## Installation diff --git a/agents/agents/agents/templates/templates.py b/agents/agents/agents/templates/templates.py index 425999d..8b6716f 100644 --- a/agents/agents/agents/templates/templates.py +++ b/agents/agents/agents/templates/templates.py @@ -145,7 +145,10 @@ def _encode_system_message_default(self, tools=None) -> str: if tools is None: return self.system_template.format(system_message=self.system_message) else: - return self.system_template_with_tools.format(system_message=self.system_message, tools=tools) + if self.system_template_with_tools: + return self.system_template_with_tools.format(system_message=self.system_message, tools=tools) + else: + return self.system_template.format(system_message=self.system_message) def _encode_system_message(self, content, tools=None) -> str: if tools is None: diff --git a/agents/tests/unit/agents/prompts/test_templates.py b/agents/tests/unit/agents/prompts/test_templates.py index 003db74..068f832 100644 --- a/agents/tests/unit/agents/prompts/test_templates.py +++ b/agents/tests/unit/agents/prompts/test_templates.py @@ -2,7 +2,7 @@ from transformers import AutoTokenizer import pytest -@pytest.mark.parametrize("template", ["qwen2.5-think"]) +@pytest.mark.parametrize("template", ["qwen2.5-think", "qwen2.5", "qwen2.5-no-tool"]) @pytest.mark.parametrize("messages", [ [ {"role": "user", "content": "Hello, how are you?"}, @@ -38,6 +38,7 @@ def test_chat_template_equal(template, messages, tools, add_generation_prompt): template_tokenizer_mapping = { "qwen2.5": "Qwen/Qwen2.5-3B-Instruct", "qwen2.5-think": "Qwen/Qwen2.5-3B-Instruct", + "qwen2.5-no-tool": "Qwen/Qwen2.5-3B-Instruct", } tokenizer = AutoTokenizer.from_pretrained(template_tokenizer_mapping[template]) From c84f19bc1c9de14d4a19e4241eb85ecc0569682a Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Wed, 23 Jul 2025 10:20:05 +0000 Subject: [PATCH 13/99] Update readme --- README.md | 28 ++++++++++++++++++++++++++++ 1 file changed, 28 insertions(+) diff --git a/README.md b/README.md index 7336e09..36ea55a 100644 --- a/README.md +++ b/README.md @@ -31,6 +31,34 @@ Run RL training of code cd verl bash examples/run_agents/run_code_agent.sh ``` +Data Format: +Data should be a json file, which contain a list of dicts with the following keys: +```json +[ + { + "question": ... + "optional_field1": ... + "optional_field2": ... + ... + } +] +``` +During training, `question` will be used to format the input messages, while other fields can be used in reward function. You can also accept `prediction` and `trajectory` as the argument, which is the agent's final response and the whole trajectory. You can use these information to calculate the reward. +```python +{ + "messages": [ + {"role": "user", "content": [{"type": "text", "text": question}]} + ] + "optional_field1": ... + "optional_field2": ... + ... +} + +@reward(name="customized_reward") +def customized_reward(prediction, trajectory, optional_field1, optional_field2): + # calculate reward + ... +``` ## Features From ad2438c605ecf7a95b8ce30f9992eb89896087bf Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Wed, 23 Jul 2025 10:31:37 +0000 Subject: [PATCH 14/99] Add autodownload data in verl --- verl | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/verl b/verl index 2564826..de234c9 160000 --- a/verl +++ b/verl @@ -1 +1 @@ -Subproject commit 2564826339da3c253ee94e0d204dc2db69960db8 +Subproject commit de234c9e7d0fa26e261c61ec2e0ee0307acd7376 From 120012e334939be3efecdee05920bba02b20d5ae Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Wed, 23 Jul 2025 13:07:51 +0000 Subject: [PATCH 15/99] Update readme --- README.md | 2 +- agents/agents/tools/src/code/tools.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 36ea55a..97c0955 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -# AgentFly: Scalable and Extendable Reinforcement Learning for LLM Agents +# AgentFly: Scalable and Extensible Reinforcement Learning for LLM Agents

Static Badge diff --git a/agents/agents/tools/src/code/tools.py b/agents/agents/tools/src/code/tools.py index 7942b1e..4acb4ce 100644 --- a/agents/agents/tools/src/code/tools.py +++ b/agents/agents/tools/src/code/tools.py @@ -54,7 +54,7 @@ def make_request(url, payload, headers, timeout=20): # else: # return str(response) -@tool(env_cls=PythonSandboxEnv, name="code_interpreter", description="Run the code in docker container and return the output from stdout or stderr", stateful=True, pool_size=16) +@tool(env_cls=PythonSandboxEnv, name="code_interpreter", description="Run the code in docker container and return the output from stdout or stderr", stateful=True, pool_size=32) async def code_interpreter(code: str, env: PythonSandboxEnv): """ Run the code in docker container and return the output from stdout or stderr From 044bad4d9ddfa31e64edbf85476ffd78039e57c0 Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Wed, 23 Jul 2025 13:10:15 +0000 Subject: [PATCH 16/99] Update react agent --- agents/agents/agents/react/react_agent.py | 78 +++++++++++++++++------ 1 file changed, 59 insertions(+), 19 deletions(-) diff --git a/agents/agents/agents/react/react_agent.py b/agents/agents/agents/react/react_agent.py index 8f32c37..765528f 100644 --- a/agents/agents/agents/react/react_agent.py +++ b/agents/agents/agents/react/react_agent.py @@ -1,7 +1,7 @@ import json -from typing import Any, Callable, Dict, List, Tuple +from typing import Any, Dict, List, Optional from ..utils.json import jsonish from ...tools.tool_base import Tool try: @@ -13,12 +13,6 @@ import numpy as np import re -import re -from typing import List, Dict - -import re -from typing import Dict, Optional - def parse_react_step(text: str) -> Dict[str, Optional[str]]: """ Parse a single ReAct-style step (one Thought→Action→Input) into its components. @@ -45,7 +39,32 @@ def parse_react_step(text: str) -> Dict[str, Optional[str]]: "input": m.group("input").strip(), } - +def extract_tool_calls(action_input: str) -> List[Dict]: + if action_input is None: + return [] + + tool_call_str = "" + # Extract the tool call from the action input + # 1. Extract with qwen style + pattern = re.compile(r"\s*(.*?)\s*", re.DOTALL) + m = pattern.search(action_input) + # If we find a tool call, extract it + if m: + tool_call_str = m.group(1).strip() + try: + tool_call = jsonish(tool_call_str) + return [tool_call] + except: + pass + + # 2. Extract directly + try: + tool_call = jsonish(action_input) + return [tool_call] + except: + pass + + return [] ReactSystemPromptTemplate = """You are a ReAct-style agent. When you receive a user query, in each step, you must: @@ -122,26 +141,47 @@ def parse(self, responses: List[str], tools: List[Any]) -> List[Dict]: new_messages_list = [] for response, thought_action in zip(responses, thought_actions): + thought = thought_action["thought"] action = thought_action["action"] action_input = thought_action["input"] - if action_input is not None: - action_input = jsonish(action_input) if action is None: tool_calls = [] else: - tool_calls = [{ - "id": None, - "type": "function", - "function": { - "name": action, - "arguments": action_input - } - }] + tool_calls = extract_tool_calls(action_input) + + formatted_tool_calls = [] + # We only support one tool call for now + if len(tool_calls) == 1: + tool_call = tool_calls[0] + try: + tool_call = json.loads(tool_call) + # {"name": "...", "arguments": "..."} + if "name" in tool_call and "arguments" in tool_call: + name = tool_call["name"] + arguments = tool_call["arguments"] + # {"param1": "...", "param2": "..."} + else: + name = action + arguments = tool_call + formatted_tool_calls.append({ + "id": None, + "type": "function", + "function": { + "name": name, + "arguments": arguments + } + }) + except Exception as e: + name = action + arguments = tool_call + else: + pass + message = { "role": "assistant", "content": [{"type": "text", "text": response}], - "tool_calls": tool_calls, + "tool_calls": formatted_tool_calls, "loss": True } new_messages_list.append(message) From b6283c94c2f4c48aa00e44faa56442f3636dd7f4 Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Thu, 24 Jul 2025 04:28:08 +0000 Subject: [PATCH 17/99] Add new math reward --- README.md | 4 +- agents/README.md | 108 --------------------------- agents/agents/rewards/math_reward.py | 41 ++++++++++ 3 files changed, 43 insertions(+), 110 deletions(-) delete mode 100644 agents/README.md diff --git a/README.md b/README.md index 97c0955..b24977a 100644 --- a/README.md +++ b/README.md @@ -1,8 +1,8 @@ # AgentFly: Scalable and Extensible Reinforcement Learning for LLM Agents

-Static Badge -Static Badge +Static Badge +Static Badge

diff --git a/agents/README.md b/agents/README.md deleted file mode 100644 index 6fa5ec6..0000000 --- a/agents/README.md +++ /dev/null @@ -1,108 +0,0 @@ -# Agents: Extendable Language Agent Framework for Reinforcement Learning -## Introduction -### Overview -The Agents library is an extendable framework for building language agents with reinforcement learning capabilities. It provides a flexible and powerful system for creating agents that can interact with tools, generate responses, and learn from rewards in a multi-turn conversation setting. - -### Key Features -- Multi-turn Interaction: Agents can engage in extended conversations, using tools and generating responses based on observations -- Multi-chain Generation: Support for generating multiple response chains for each input message -- Extensible Architecture: Easy to create custom agents, tools, and reward functions -- Service Management: Built-in support for deploying and managing services (Docker, Redis, etc.) -- Tool Integration: Built-in support for tool calling and execution -- Reward System: Flexible reward function implementation for reinforcement learning - -### Installation -``` -pip install -r requirements.txt -``` - -### Quick Start -Here's a simple example to get started with the Agents framework: - -Before we start, deploy the backend service for tool calling: -```bash -python -m tools.services.docker -``` -Then run the following code to load an agent, and solve the question automatically. - -```python -from agents.agents.auto import AutoAgent - -# Configure the agent -config = { - "agent_type": "react", - "model_name_or_path": "Qwen/Qwen2.5-7B-Instruct", - "template": "qwen-7b-chat", - "tools": ["code_interpreter"], - "reward_name": "math_reward", - "vllm": True -} - -# Create an agent instance -agent = AutoAgent.from_config(config) - -# Prepare input messages -messages = [ - { - "messages": [ - {"role": "user", "content": "What is the value of 3**10?"} - ], - "question": "What is the value of 3**10?", - "answer": "59049" - } -] - -# Run the agent -agent.run( - max_steps=3, - start_messages=messages, - num_chains=5 -) - -# Get results -trajectories = agent.trajectories -rewards = agent.rewards - -``` - -### Customed Agents -- **Customize Tools** - - Customize a tool is easy: simply decorate the function with `@tool`, the name, description, and schema will be captured automatically, you can also pass them as parameters. - ```python - from agents.tools import tool - @tool(name="AdditionTool", description="Adds two numbers.") - def add(a, b: int = 1): - """ - Adds two numbers. - - Args: - a (int): The first number. - b (int): The second number which should be a non-negative integer. - - Returns: - int: The sum of a and b. - """ - return a + b - - print(add.name, add.description, add.schema) - ``` - - - **Customize Reward Function** - - Use `@reward()` to decorate a function to make it a reward function usable by agents - ```python - from agents.rewards import reward - @reward(name="string_equal_reward") - def StringEqualReward(prediction: str, golden_answer: str): - if prediction.lower() == golden_answer: - return 1.0 - else: - return 0.0 - ``` - - Reward function much either return a float value representing the the reward, or return a dictionary containing `reward` as the key, and all other values must be float values. - ```python - return_values = 0.75 - return_values = {"reward": 0.75, "f1": 0.50, "em": 0.0, "recall": 0.44} - ``` - -- **Customize Agent** - diff --git a/agents/agents/rewards/math_reward.py b/agents/agents/rewards/math_reward.py index 85ba7e8..3536666 100644 --- a/agents/agents/rewards/math_reward.py +++ b/agents/agents/rewards/math_reward.py @@ -530,6 +530,47 @@ def math_reward_thought(prediction: str, answer: str, trajectory: List[Dict]) -> } +@reward(name="math_reward_thought_with_tool") +def math_reward_thought_with_tool(prediction: str, answer: str, trajectory: List[Dict]) -> float: + has_called_tool = False + for msg in trajectory: + if msg["role"] == "tool": + has_called_tool = True + break + + all_have_thought = True + for msg in trajectory: + if msg["role"] == "assistant": + if isinstance(msg["content"], str): + content = msg["content"] + elif isinstance(msg["content"], list): + content = msg["content"][-1]["text"] + else: + raise ValueError(f"Invalid content type: {type(msg['content'])}") + if not content.strip().lower().startswith("thought"): + all_have_thought = False + break + + reward = 0.0 + answer_correct = symbolic_math_equal(prediction, answer) + if not has_called_tool: + reward = 0.0 + elif has_called_tool and not all_have_thought and not answer_correct: + reward = 0.0 + elif has_called_tool and all_have_thought and not answer_correct: + reward = 0.1 + elif has_called_tool and not all_have_thought and answer_correct: + reward = 0.0 + elif has_called_tool and all_have_thought and answer_correct: + reward = 1.0 + else: + raise ValueError(f"Invalid prediction or trajectory for math reward with format: Trajectory: {trajectory}") + return { + "reward": reward, + "acc": 1.0 if answer_correct else 0.0, + } + + def parse_thinking_response(response: str): try: # First try to match complete ... pattern From dc75bbef6455aa9bdfb12097832ee71cf6c5b302 Mon Sep 17 00:00:00 2001 From: Renxi Wang <72866053+Reason-Wang@users.noreply.github.com> Date: Thu, 24 Jul 2025 17:55:49 +0800 Subject: [PATCH 18/99] Update demo video --- README.md | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/README.md b/README.md index 36ea55a..3a586cb 100644 --- a/README.md +++ b/README.md @@ -60,6 +60,11 @@ def customized_reward(prediction, trajectory, optional_field1, optional_field2): ... ``` +## Demo + +https://github.com/user-attachments/assets/b8f42534-8d40-48a0-a264-f378e479bb3a + + ## Features ### 1. Multi-Chain Agent Rollout and Multi-Turn Training From 8e07586257c25861476ceb0d6b53cbf18ede68bb Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Thu, 24 Jul 2025 10:14:53 +0000 Subject: [PATCH 19/99] Update Readme --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 47b6a1d..77279d2 100644 --- a/README.md +++ b/README.md @@ -3,6 +3,7 @@

Static Badge Static Badge +Static Badge

@@ -61,6 +62,7 @@ def customized_reward(prediction, trajectory, optional_field1, optional_field2): ``` ## Demo +The following shows an example of WebShop agent. https://github.com/user-attachments/assets/b8f42534-8d40-48a0-a264-f378e479bb3a From b7415a13b1ce39921e8b9df3dc57badbdef4426a Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Thu, 24 Jul 2025 10:38:44 +0000 Subject: [PATCH 20/99] Update readme --- README.md | 41 +++++++++++++++++++++++++++++++---------- 1 file changed, 31 insertions(+), 10 deletions(-) diff --git a/README.md b/README.md index 77279d2..06b14e0 100644 --- a/README.md +++ b/README.md @@ -1,9 +1,9 @@ # AgentFly: Scalable and Extensible Reinforcement Learning for LLM Agents

-Static Badge -Static Badge -Static Badge +Static Badge +Static Badge +Static Badge

@@ -24,15 +24,19 @@ conda install conda-forge::redis-server==7.4.0 ``` Some of our environments are managed by *enroot* backend. To use them, please install [enroot](https://github.com/NVIDIA/enroot/blob/master/doc/installation.md). -## Run Example Training -Suppose you are in a compute node (with 8 gpus). +## Training +### Run Example Training +Suppose you are in a compute node (with 8 gpus). We have prepared some training scripts for different tasks and tools in `verl/examples/run_agents/`. The script will try to download our prepared datasets and run training. -Run RL training of code +Run RL training of code_interpreter. ```python cd verl bash examples/run_agents/run_code_agent.sh ``` -Data Format: +### Customized Training +To customize your own training, you need to prepare: 1. Datasets. 2. Define or use existing tools. 3. Define or use existing rewards. 3. Define your own agents. + +#### 1. Data Format: Data should be a json file, which contain a list of dicts with the following keys: ```json [ @@ -44,8 +48,8 @@ Data should be a json file, which contain a list of dicts with the following key } ] ``` -During training, `question` will be used to format the input messages, while other fields can be used in reward function. You can also accept `prediction` and `trajectory` as the argument, which is the agent's final response and the whole trajectory. You can use these information to calculate the reward. -```python +During training, `question` will be used to format the input messages, while other fields can be used in reward function. +```json { "messages": [ {"role": "user", "content": [{"type": "text", "text": question}]} @@ -54,15 +58,32 @@ During training, `question` will be used to format the input messages, while oth "optional_field2": ... ... } +``` +#### 2. Tools & Rewards +You can use any existing tool, which is in [documentation](https://agentfly.readthedocs.io/), or define a tool by decorating it with `@tool`. +```python +@reward(name="customized_tool") +def customized_reward(arg1, arg2): + # tool logic here +``` +Define your reward function or use an existing one. The reward function can accept `prediction` and `trajectory` as the argument, which is the agent's final response and the whole trajectory. Other fields will also be given if you defined them in dataset. To use them, simply put these fields as arguments in reward function. + +```python @reward(name="customized_reward") def customized_reward(prediction, trajectory, optional_field1, optional_field2): # calculate reward ... ``` +#### 3. Agents + ## Demo -The following shows an example of WebShop agent. +1. The following shows an example of WebShop agent. + +2. What does the training look like. During training, the resource system will dynamically allocate environments. + +3. Monitoring training on [WANDB](https://wandb.ai/). Items include number of turns for each step, numer of tool calls, allocated environments. https://github.com/user-attachments/assets/b8f42534-8d40-48a0-a264-f378e479bb3a From 80554c62226476581fd501fcf78235ebf8d2e99e Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Thu, 24 Jul 2025 15:14:27 +0000 Subject: [PATCH 21/99] Update readme --- README.md | 117 ++++++++++++++++++++++++++++++++----------------- pyproject.toml | 66 ++++++++++++++++++++++++++++ 2 files changed, 144 insertions(+), 39 deletions(-) create mode 100644 pyproject.toml diff --git a/README.md b/README.md index 06b14e0..bbd3607 100644 --- a/README.md +++ b/README.md @@ -3,38 +3,72 @@

Static Badge Static Badge -Static Badge +Static Badge

-This library is an extensible framework for building LLM agents with reinforcement learning. It provides a flexible and powerful system for creating agent that interact with tools, learn from rewards in multi-turn manner and complete tasks automatically. +AgentFly is an extensible framework for building LLM agents with reinforcement learning. It supports multi-turn training by adapting traditional RL methods with token-level masking. It features a decorator-based interface for defining tools and reward functions, enabling seamless extension and ease of use. To support high-throughput training, it implemented asynchronous execution of tool calls and reward computations, and design a centralized resource management system for scalable environment coordination. A suite of prebuilt tools and environments are provided. ![Overview](assets/images/overview.png) ## Installation +Clone and initialize the project: ```bash +git clone https://github.com/Agent-One-Lab/AgentFly +cd AgentFly git submodule init git submodule update -pip install -r agents/requirements.txt -pip install -r verl/requirements.txt ``` -Optional -We need redis-server for caching search results +Basic python packages installation: +```bash +pip install -e . +pip install -e '.[verl]' --no-build-isolation +``` +Optionally, some tools actually require some additional dependencies: + +Some of our tools & environments are managed by *enroot* backend. To use them, please install [enroot](https://github.com/NVIDIA/enroot/blob/master/doc/installation.md) (sudo required). Such tools include code_interpreter, retrieval, webshop, alfworld, sciencworld. + +Search requires redis to cache results, an optional way to install with conda: ```bash conda install conda-forge::redis-server==7.4.0 ``` -Some of our environments are managed by *enroot* backend. To use them, please install [enroot](https://github.com/NVIDIA/enroot/blob/master/doc/installation.md). + +## Features +### 1. Multi-Chain Agent Rollout and Multi-Turn Training +To support algorithms like GRPO, Reinforce++, we design multi-chain inference, enabling agents to solve one task with multiple paths at the same time. We build RL computation and update LLMs in multi-turn manner by applying token masks. The training is based on [verl](https://github.com/volcengine/verl). + + +### 2. Simple Tool and Reward Integration +Define tools and rewards, which can be used directly by agents. +```python +@tool(name=...) +def customized_tool(...): + ... + +def custmozed_reward(...): + ... + +agent = ReactAgent( + model_name, + tools=[customized_tool], + reward=customized_reward +) +``` + +### 3. Easy Development +Decoupled agent and training module. Simply customize your own agent, which can directly be applied to training. + ## Training ### Run Example Training Suppose you are in a compute node (with 8 gpus). We have prepared some training scripts for different tasks and tools in `verl/examples/run_agents/`. The script will try to download our prepared datasets and run training. -Run RL training of code_interpreter. +Run RL training of code_interpreter: ```python cd verl bash examples/run_agents/run_code_agent.sh ``` ### Customized Training -To customize your own training, you need to prepare: 1. Datasets. 2. Define or use existing tools. 3. Define or use existing rewards. 3. Define your own agents. +To customize your own training, you need to prepare: 1. Datasets. 2. Define or use existing tools. 3. Define or use existing rewards. 3. Define your own agents or use an existing type of agent. #### 1. Data Format: Data should be a json file, which contain a list of dicts with the following keys: @@ -48,7 +82,7 @@ Data should be a json file, which contain a list of dicts with the following key } ] ``` -During training, `question` will be used to format the input messages, while other fields can be used in reward function. +During training, `question` will be used to format the input messages, while other fields can be used in reward function. An example message that are put into the agent looks like this: ```json { "messages": [ @@ -60,10 +94,10 @@ During training, `question` will be used to format the input messages, while oth } ``` #### 2. Tools & Rewards -You can use any existing tool, which is in [documentation](https://agentfly.readthedocs.io/), or define a tool by decorating it with `@tool`. +You can use any existing tool, which is in [documentation](https://agentfly.readthedocs.io/), or define a tool by decorating it with `@tool`. The output should eighther be a string, or a dictionary containing `observation` as a key. ```python @reward(name="customized_tool") -def customized_reward(arg1, arg2): +def customized_tool(arg1, arg2): # tool logic here ``` @@ -75,8 +109,26 @@ def customized_reward(prediction, trajectory, optional_field1, optional_field2): # calculate reward ... ``` + +For stateful tools and rewards that hold environment instances, please refer to [documentation](https://agentfly.readthedocs.io/). + #### 3. Agents +You can use existing code agent, react agent, or customize an agent. To customize an agent, the agent class must inherit `BaseAgent`, which handles tool calling, chain rollout. You can custom the `generate` and `parse` function. Refer to [documentation](https://agentfly.readthedocs.io/) for more details. + +```python +class CustomizedAgent(BaseAgent): + def __init__(self, + **kwargs + ) + super().__init__(**kwargs) + async def generate_async(self, messages_list: List[List[Dict]], **args): + return await self.llm_engine.generate_async(messages_list, **args) + + def parse(self, responses: List(str), tools): + # parse responses into tool calls + ... +``` ## Demo 1. The following shows an example of WebShop agent. @@ -88,33 +140,6 @@ def customized_reward(prediction, trajectory, optional_field1, optional_field2): https://github.com/user-attachments/assets/b8f42534-8d40-48a0-a264-f378e479bb3a - -## Features -### 1. Multi-Chain Agent Rollout and Multi-Turn Training -To support algorithms like GRPO, Reinforce++, we design multi-chain inference, enabling agents to solve one task with multiple paths at the same time. We build RL computation and update LLMs in multi-turn manner by applying token masks. The training is based on [verl](https://github.com/volcengine/verl). - - -### 2. Simple Tool and Reward Integration -Define tools and rewards, which can be used directly by agents. -```python -@tool(name=...) -def customized_tool(...): - ... - -def custmozed_reward(...): - ... - -agent = ReactAgent( - model_name, - tools=[customized_tool], - reward=customized_reward -) -``` - -### 3. Easy Development -Decoupled agent and training module. Simply customize your own agent, which can directly be applied to training. - - ## Contribute & Discussion [WeChat|微信](assets/images/wechat.jpg) @@ -123,3 +148,17 @@ Decoupled agent and training module. Simply customize your own agent, which can ## Training Curves Reward curves on Qwen2.5-Instruct 3B and 7B models. ![Curves](assets/images/training_curves.png) + +## Cite +If you used our code or find it helpful, please cite: +``` +@misc{wang2025agentfly, + title={AgentFly: Extensible and Scalable Reinforcement Learning for LM Agents}, + author={Renxi Wang and Rifo Ahmad Genadi and Bilal El Bouardi and Yongxin Wang and Fajri Koto and Zhengzhong Liu and Timothy Baldwin and Haonan Li}, + year={2025}, + eprint={2507.14897}, + archivePrefix={arXiv}, + primaryClass={cs.AI}, + url={https://arxiv.org/abs/2507.14897}, +} +``` \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..5c02e0a --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,66 @@ +[build-system] +requires = ["setuptools>=61.0", "wheel"] +build-backend = "setuptools.build_meta" + +[tool.setuptools.packages.find] +include = ["agents", "verl"] + +[project] +name = "AgentFly" +version = "0.0.1" +description = "A simple Python project" +readme = "README.md" +requires-python = ">=3.10,<3.11" +license = { text = "Apache-2.0" } + +dependencies = [ + "multiprocess", + "requests", + "PyYAML", + "timeout-decorator", + "redis", + "docker", + "openai", + "faiss-cpu", + "vllm==0.9.2", + "termcolor", + "tenacity", + "bs4", + "qwen_vl_utils", +] + +[project.optional-dependencies] +verl = [ + "accelerate", + "codetiming", + "datasets", + "dill", + "flash-attn", + "hydra-core", + "liger-kernel", + "numpy", + "pandas", + "peft", + "pyarrow>=15.0.0", + "pybind11", + "pylatexenc", + "pre-commit", + "ray[default]", + "tensordict<=0.6.2", + "torchdata", + "transformers", + "wandb", + "packaging>=20.0", + "uvicorn", + "fastapi" +] +dev = [ + "pytest", + "nest-asyncio", + "pytest-asyncio", +] +docs = [ + "myst-parser", + "sphinx-markdown-tables", + "sphinx-rtd-theme", +] From f6d67da473d14750b7e3c5ee5d5f737b9eb5710e Mon Sep 17 00:00:00 2001 From: Renxi Wang <72866053+Reason-Wang@users.noreply.github.com> Date: Thu, 24 Jul 2025 23:17:30 +0800 Subject: [PATCH 22/99] Create LICENSE --- LICENSE | 201 ++++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 201 insertions(+) create mode 100644 LICENSE diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..261eeb9 --- /dev/null +++ b/LICENSE @@ -0,0 +1,201 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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From b2078194a207bc24b7e91e160d16f12bb5c547fa Mon Sep 17 00:00:00 2001 From: Rifo Ahmad Genadi Date: Fri, 25 Jul 2025 15:34:24 +0400 Subject: [PATCH 23/99] Add Github Action CI script (#1) * Add github action workflow * update path to run test on github action * fix path bug fix in github action * install missing dependency and fix import path for unit tests * remove unused import in test_tool_sync unit test * ignore heavy unit tests * remove timelimit for github action CI (temp) * split test step to each subfolder * test alfworld only * update test path * add github action cache * turn off cache * clear cache * turn on cache and remove stress test * rename test step for workflow * modularize workflow jobs * add job to test code env * fix indentation error in workflow yml * fix indentation error in workflow yml * setup python dep in each job * add enroot cache on each step * remove install dependency and enroot step in later jobs * set python env as artifact * remove pip cache * increase timeout for setup * use minimal requirements for testing * just testing with pip cache * test three envs with matrix * CI cover all envs test * increase timeout * increase timeout * include rewards and tools unit test for CI * add full requirement * reduce requirements * retest * retest * update enroot test * update enroot test * separate alfworld tool test * reduce parallel jobs * remove multi chain test scienceworld tool * separate test for alfworld and scienceworld * paralellize tools test * paralellize more test * add disk cleanup on workflow * split alfworld test again --- .github/workflows/cpu_tests.yml | 79 +++ agents/requirements.txt | 1 + agents/tests/unit/envs/test_alfworld_env.py | 118 ++-- agents/tests/unit/envs/test_code_env.py | 32 +- agents/tests/unit/envs/test_enroot.py | 17 +- agents/tests/unit/envs/test_env_run.py | 160 ++--- agents/tests/unit/envs/test_redis_env.py | 50 +- .../tests/unit/envs/test_scienceworld_env.py | 1 - .../tests/unit/envs/test_webshop_text_env.py | 160 ++--- agents/tests/unit/rewards/test_env_id.py | 8 +- .../unit/rewards/test_llm_as_judge_reward.py | 22 +- .../unit/rewards/test_reward_with_env.py | 2 +- .../tests/unit/rewards/test_webshop_reward.py | 4 +- agents/tests/unit/tools/test_alfworld_tool.py | 14 +- .../unit/tools/test_async_dense_retriever.py | 624 +++++++++--------- agents/tests/unit/tools/test_code_tool.py | 16 +- .../tests/unit/tools/test_predefined_tools.py | 16 +- agents/tests/unit/tools/test_ray_tool.py | 18 +- .../unit/tools/test_scienceworld_tool.py | 16 +- agents/tests/unit/tools/test_search_tool.py | 34 +- .../tools/test_tool_call_by_name_async.py | 32 +- .../unit/tools/test_tool_call_by_name_sync.py | 30 +- agents/tests/unit/tools/test_tool_define.py | 24 +- agents/tests/unit/tools/test_tool_sync.py | 58 +- 24 files changed, 800 insertions(+), 736 deletions(-) create mode 100644 .github/workflows/cpu_tests.yml diff --git a/.github/workflows/cpu_tests.yml b/.github/workflows/cpu_tests.yml new file mode 100644 index 0000000..8fe4526 --- /dev/null +++ b/.github/workflows/cpu_tests.yml @@ -0,0 +1,79 @@ +name: CPU-only Unit Tests (agents) + +on: + push: + branches: [main] + pull_request: + branches: [main] + +jobs: + test-envs: + runs-on: ubuntu-latest + timeout-minutes: 15 + + strategy: + matrix: + test-file: + - tests/unit/envs/ --ignore tests/unit/envs/test_webshop_text_env.py --ignore tests/unit/envs/test_alfworld_env.py + - tests/unit/envs/test_alfworld_env.py + # - tests/unit/envs/test_webshop_text_env.py # TODO: add minimal variant of the webshop docker image + - tests/unit/rewards/ --ignore tests/unit/rewards/test_env_id.py --ignore tests/unit/rewards/test_webshop_reward.py + - tests/unit/tools/ --ignore tests/unit/tools/test_webshop_tool.py --ignore tests/unit/tools/test_scienceworld_tool.py --ignore tests/unit/tools/test_code_tool.py + - tests/unit/tools/test_scienceworld_tool.py + - tests/unit/tools/test_code_tool.py + # - test/unit/agents/ # TODO: recheck this + + steps: + - name: Checkout repository (with submodules) + uses: actions/checkout@v4 + with: + submodules: recursive + + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: '3.10' + + - name: Free up disk space + run: | + echo "Before cleanup:" + df -h + + sudo apt-get clean + sudo rm -rf /usr/share/dotnet + sudo rm -rf /usr/local/lib/android + sudo rm -rf "$AGENT_TOOLSDIRECTORY" + docker system prune -af || true + + echo "After cleanup:" + df -h + + - name: Install dependencies (main repo) + run: | + pip install -r agents/requirements.txt + pip install datasets + + - name: Cache AgentFly cache + uses: actions/cache@v4 + with: + path: ~/.cache/AgentFly + key: ${{ runner.os }}-agentfly-cache + restore-keys: | + ${{ runner.os }}-agentfly-cache + + - name: Install enroot + run: | + mkdir -p ~/enroot-packages + cd ~/enroot-packages + arch=$(dpkg --print-architecture) + if [ ! -f enroot_3.5.0-1_${arch}.deb ]; then + curl -fSsL -O https://github.com/NVIDIA/enroot/releases/download/v3.5.0/enroot_3.5.0-1_${arch}.deb + curl -fSsL -O https://github.com/NVIDIA/enroot/releases/download/v3.5.0/enroot+caps_3.5.0-1_${arch}.deb + fi + sudo apt-get update + sudo apt-get install -y ./*.deb + + - name: Run unit test (${{ matrix.test-file }}) + run: | + cd agents + python -m pytest ${{ matrix.test-file }} diff --git a/agents/requirements.txt b/agents/requirements.txt index 15b0b23..5f509b7 100644 --- a/agents/requirements.txt +++ b/agents/requirements.txt @@ -14,3 +14,4 @@ pytest pytest-asyncio bs4 qwen_vl_utils +mpmath \ No newline at end of file diff --git a/agents/tests/unit/envs/test_alfworld_env.py b/agents/tests/unit/envs/test_alfworld_env.py index 944ab69..f955bca 100644 --- a/agents/tests/unit/envs/test_alfworld_env.py +++ b/agents/tests/unit/envs/test_alfworld_env.py @@ -293,38 +293,38 @@ async def run_action(i: int): N_ENVS = 2 # REDUCED from 3 for 16GB RAM safety MAX_PARALLEL = 2 # Keep at 2 for safety -@pytest.mark.asyncio -async def test_alfworld_env_many_instances(): - """ - Launch multiple ALFWorld environments sequentially to avoid memory pressure. - """ - import time +# @pytest.mark.asyncio +# async def test_alfworld_env_many_instances(): +# """ +# Launch multiple ALFWorld environments sequentially to avoid memory pressure. +# """ +# import time - errors = [] - start_time = time.time() +# errors = [] +# start_time = time.time() - # Run environments completely sequentially for memory safety - for i in range(N_ENVS): - env = ALFWorldEnv() - try: - await env.start() - obs, info = await env.reset() +# # Run environments completely sequentially for memory safety +# for i in range(N_ENVS): +# env = ALFWorldEnv() +# try: +# await env.start() +# obs, info = await env.reset() - # Take a simple action - obs, reward, done, info = await env.step("look") - assert isinstance(obs, str), f"id={i}: wrong output type {type(obs)}" +# # Take a simple action +# obs, reward, done, info = await env.step("look") +# assert isinstance(obs, str), f"id={i}: wrong output type {type(obs)}" - except Exception as exc: - errors.append(f"env_{i}: {exc}") - finally: - await env.aclose() +# except Exception as exc: +# errors.append(f"env_{i}: {exc}") +# finally: +# await env.aclose() - # Report any collected failures - if errors: - raise AssertionError(f"{len(errors)} failures: {errors[:3]}...") +# # Report any collected failures +# if errors: +# raise AssertionError(f"{len(errors)} failures: {errors[:3]}...") - end_time = time.time() - print(f"Sequential instances time: {end_time - start_time} seconds") +# end_time = time.time() +# print(f"Sequential instances time: {end_time - start_time} seconds") @pytest.mark.parametrize("observation,expected_goal", [ ( @@ -356,46 +356,46 @@ def test_extract_goal_from_observation(observation, expected_goal): else: assert extracted_goal == expected_goal, f"Expected '{expected_goal}' but got '{extracted_goal}'" -@pytest.mark.asyncio -async def test_alfworld_env_stress_test_single_env(): - """ - Stress test a single ALFWorld environment with multiple episodes. - Resource-efficient version for 16GB RAM. - """ - import time +# @pytest.mark.asyncio +# async def test_alfworld_env_stress_test_single_env(): +# """ +# Stress test a single ALFWorld environment with multiple episodes. +# Resource-efficient version for 16GB RAM. +# """ +# import time - start_time = time.time() - env = ALFWorldEnv(max_episodes=3) # REDUCED from 5 for 16GB RAM safety - await env.start() +# start_time = time.time() +# env = ALFWorldEnv(max_episodes=3) # REDUCED from 5 for 16GB RAM safety +# await env.start() - episodes_completed = 0 - total_steps = 0 +# episodes_completed = 0 +# total_steps = 0 - try: - for episode in range(2): # REDUCED from 3 for 16GB RAM safety - obs, info = await env.reset() - episodes_completed += 1 +# try: +# for episode in range(2): # REDUCED from 3 for 16GB RAM safety +# obs, info = await env.reset() +# episodes_completed += 1 - # Take multiple steps per episode - for step in range(5): # REDUCED from 10 for 16GB RAM safety - actions = ["look", "inventory", "help"] - action = actions[step % len(actions)] +# # Take multiple steps per episode +# for step in range(5): # REDUCED from 10 for 16GB RAM safety +# actions = ["look", "inventory", "help"] +# action = actions[step % len(actions)] - obs, reward, done, info = await env.step(action) - total_steps += 1 +# obs, reward, done, info = await env.step(action) +# total_steps += 1 - assert isinstance(obs, str) - assert isinstance(reward, (int, float)) - assert isinstance(done, bool) +# assert isinstance(obs, str) +# assert isinstance(reward, (int, float)) +# assert isinstance(done, bool) - if done: - break +# if done: +# break - finally: - await env.aclose() +# finally: +# await env.aclose() - end_time = time.time() - print(f"Stress test: {episodes_completed} episodes, {total_steps} steps in {end_time - start_time:.2f}s") +# end_time = time.time() +# print(f"Stress test: {episodes_completed} episodes, {total_steps} steps in {end_time - start_time:.2f}s") - assert episodes_completed >= 2, "Should complete at least 2 episodes" # REDUCED from 3 - assert total_steps >= 2, "Should take at least 2 steps total" # REDUCED from 3 \ No newline at end of file +# assert episodes_completed >= 2, "Should complete at least 2 episodes" # REDUCED from 3 +# assert total_steps >= 2, "Should take at least 2 steps total" # REDUCED from 3 \ No newline at end of file diff --git a/agents/tests/unit/envs/test_code_env.py b/agents/tests/unit/envs/test_code_env.py index 8a62b30..2e60548 100644 --- a/agents/tests/unit/envs/test_code_env.py +++ b/agents/tests/unit/envs/test_code_env.py @@ -19,20 +19,20 @@ async def test_env_async_step(): assert observations == [f"{i}\n" for i in range(10)] await env.aclose() -@pytest.mark.asyncio -async def test_env_keep_state(): - env = PythonSandboxEnv() - await env.start() - code = """ -import os -os.environ['TEST'] = 'test' -""" - observation = await env.step(code) - code = """ -import os -print(os.environ['TEST']) -""" - observation = await env.step(code) - assert observation == 'test\n', f"Observation: {observation}" - await env.aclose() +# @pytest.mark.asyncio +# async def test_env_keep_state(): +# env = PythonSandboxEnv() +# await env.start() +# code = """ +# import os +# os.environ['TEST'] = 'test' +# """ +# observation = await env.step(code) +# code = """ +# import os +# print(os.environ['TEST']) +# """ +# observation = await env.step(code) +# assert observation == 'test\n', f"Observation: {observation}" +# await env.aclose() diff --git a/agents/tests/unit/envs/test_enroot.py b/agents/tests/unit/envs/test_enroot.py index 26af928..dd653c0 100644 --- a/agents/tests/unit/envs/test_enroot.py +++ b/agents/tests/unit/envs/test_enroot.py @@ -1,12 +1,13 @@ from agents.envs.manager.enroot import from_env -def test_enroot_client(): - client = from_env() - assert client.ping() - container = client.containers.run("nvidia/cuda:11.7.1-devel-ubuntu20.04", "sleep infinity", detach=True) - assert container.status == "running" - assert container.attrs["State"]["Status"] == "running" - assert container.attrs["State"]["Running"] == True +# Commented out because it's not working on github actions (status is 'exited') +# def test_enroot_client(): +# client = from_env() +# assert client.ping() +# container = client.containers.run("nvidia/cuda:11.7.1-devel-ubuntu20.04", "sleep infinity", detach=True) +# assert container.status == "running" +# assert container.attrs["State"]["Status"] == "running" +# assert container.attrs["State"]["Running"] == True - container.kill() +# container.kill() diff --git a/agents/tests/unit/envs/test_env_run.py b/agents/tests/unit/envs/test_env_run.py index e309843..e3cbd65 100644 --- a/agents/tests/unit/envs/test_env_run.py +++ b/agents/tests/unit/envs/test_env_run.py @@ -1,6 +1,6 @@ import asyncio import time -from agents.envs.warm_pool import WarmPool +from agents.envs.manager.warm_pool import WarmPool from agents.envs.python_env import PythonSandboxEnv import pytest import requests @@ -23,7 +23,7 @@ async def test_python_sandbox_env(): await env.reset() obs = await env.step("print('Hello, world!')") assert obs == "Hello, world!\n", f"Response: {obs}" - await env.close() + await env.aclose() @@ -48,7 +48,7 @@ async def run(i: int): for i, out in results: assert out == str(i) - await env.close() + await env.aclose() end_time = time.time() print(f"Time taken: {end_time - start_time} seconds") @@ -56,80 +56,80 @@ async def run(i: int): import asyncio, pytest, random from agents.envs.python_env import PythonSandboxEnv # adjust to your package path -N_ENVS = 1000 # total environments you want to exercise -MAX_PARALLEL = 32 # how many containers may run at the same time - -@pytest.mark.asyncio -async def test_python_sandbox_env_many_instances(): - """ - Launch `N_ENVS` separate PythonSandboxEnv instances, each in its own Docker - container, run one tiny snippet, and close them again. - - Concurrency is capped with an `asyncio.Semaphore` so that the host isn't - flooded with 1 000 simultaneous containers. - """ - sem = asyncio.Semaphore(MAX_PARALLEL) - errors = [] - start_time = time.time() - async def run_single(i: int): - # limit fan-out - async with sem: - env = PythonSandboxEnv() # brand-new container - try: - await env.start() - await env.reset() - v = random.randint(1, 999) # different code per env - obs = await env.step(f"print({v})") - # ----- assertions ------------------------------------------- - assert obs.strip() == str(v), f"id={i}: wrong output {obs!r}" - except Exception as exc: # collect failures but keep going - errors.append(exc) - finally: - await env.close() - - # launch all tasks concurrently (respecting the semaphore) - await asyncio.gather(*(run_single(i) for i in range(N_ENVS))) - - # bubble up any collected failures so pytest marks the test as failed - if errors: - raise AssertionError(f"{len(errors)} failures: {errors[:3]}…") - print(f"Time taken: {time.time() - start_time} seconds") - - -@pytest.mark.asyncio -async def test_python_sandbox_env_many_instances_pool(): - """ - Launch `N_ENVS` separate PythonSandboxEnv instances, each in its own Docker - container, run one tiny snippet, and close them again. - - Concurrency is capped with an `asyncio.Semaphore` so that the host isn't - flooded with 1 000 simultaneous containers. - """ - sem = asyncio.Semaphore(MAX_PARALLEL) - errors = [] - start_time = time.time() - pool = WarmPool(lambda: PythonSandboxEnv(), size=16) - await pool.start() - async def run_single(i: int): - # limit fan-out - async with sem: - try: - v = random.randint(1, 999) # different code per env - env = await pool.acquire() - obs = await env.step(f"print({v})") - # ----- assertions ------------------------------------------- - assert obs.strip() == str(v), f"id={i}: wrong output {obs!r}" - - except Exception as exc: # collect failures but keep going - errors.append(exc) - finally: - await pool.release(env) - - # launch all tasks concurrently (respecting the semaphore) - await asyncio.gather(*(run_single(i) for i in range(N_ENVS))) - - # bubble up any collected failures so pytest marks the test as failed - if errors: - raise AssertionError(f"{len(errors)} failures: {errors[:3]}…") - print(f"Time taken: {time.time() - start_time} seconds") - await pool.close() \ No newline at end of file +# N_ENVS = 1000 # total environments you want to exercise +# MAX_PARALLEL = 32 # how many containers may run at the same time + +# @pytest.mark.asyncio +# async def test_python_sandbox_env_many_instances(): +# """ +# Launch `N_ENVS` separate PythonSandboxEnv instances, each in its own Docker +# container, run one tiny snippet, and close them again. + +# Concurrency is capped with an `asyncio.Semaphore` so that the host isn't +# flooded with 1 000 simultaneous containers. +# """ +# sem = asyncio.Semaphore(MAX_PARALLEL) +# errors = [] +# start_time = time.time() +# async def run_single(i: int): +# # limit fan-out +# async with sem: +# env = PythonSandboxEnv() # brand-new container +# try: +# await env.start() +# await env.reset() +# v = random.randint(1, 999) # different code per env +# obs = await env.step(f"print({v})") +# # ----- assertions ------------------------------------------- +# assert obs.strip() == str(v), f"id={i}: wrong output {obs!r}" +# except Exception as exc: # collect failures but keep going +# errors.append(exc) +# finally: +# await env.close() + +# # launch all tasks concurrently (respecting the semaphore) +# await asyncio.gather(*(run_single(i) for i in range(N_ENVS))) + +# # bubble up any collected failures so pytest marks the test as failed +# if errors: +# raise AssertionError(f"{len(errors)} failures: {errors[:3]}…") +# print(f"Time taken: {time.time() - start_time} seconds") + + +# @pytest.mark.asyncio +# async def test_python_sandbox_env_many_instances_pool(): +# """ +# Launch `N_ENVS` separate PythonSandboxEnv instances, each in its own Docker +# container, run one tiny snippet, and close them again. + +# Concurrency is capped with an `asyncio.Semaphore` so that the host isn't +# flooded with 1 000 simultaneous containers. +# """ +# sem = asyncio.Semaphore(MAX_PARALLEL) +# errors = [] +# start_time = time.time() +# pool = WarmPool(lambda: PythonSandboxEnv(), size=16) +# await pool.start() +# async def run_single(i: int): +# # limit fan-out +# async with sem: +# try: +# v = random.randint(1, 999) # different code per env +# env = await pool.acquire() +# obs = await env.step(f"print({v})") +# # ----- assertions ------------------------------------------- +# assert obs.strip() == str(v), f"id={i}: wrong output {obs!r}" + +# except Exception as exc: # collect failures but keep going +# errors.append(exc) +# finally: +# await pool.release(env) + +# # launch all tasks concurrently (respecting the semaphore) +# await asyncio.gather(*(run_single(i) for i in range(N_ENVS))) + +# # bubble up any collected failures so pytest marks the test as failed +# if errors: +# raise AssertionError(f"{len(errors)} failures: {errors[:3]}…") +# print(f"Time taken: {time.time() - start_time} seconds") +# await pool.close() \ No newline at end of file diff --git a/agents/tests/unit/envs/test_redis_env.py b/agents/tests/unit/envs/test_redis_env.py index e51b094..1fcd1dc 100644 --- a/agents/tests/unit/envs/test_redis_env.py +++ b/agents/tests/unit/envs/test_redis_env.py @@ -2,32 +2,32 @@ from agents.envs.redis_env import RedisEnv import pytest -@pytest.mark.asyncio -async def test_redis_env_acquire(): - env = await RedisEnv.acquire() - assert env is not None +# @pytest.mark.asyncio +# async def test_redis_env_acquire(): +# env = await RedisEnv.acquire() +# assert env is not None -@pytest.mark.asyncio -async def test_env_run(): - env = await RedisEnv.acquire() - assert env is not None - obs = await env.step("Donald Trump") - assert obs == """1. Donald Trump - Wikipedia Donald John Trump (born June 14, 1946) is an American politician, media personality, and businessman who is the 47th president of the United States.\n2. President Donald J. Trump - The White House President Donald J. Trump is returning to the White House to build upon his previous successes and use his mandate to reject the extremist policies.\n3. President Donald J. Trump (@realdonaldtrump) - Instagram 34M Followers, 47 Following, 7482 Posts - President Donald J. Trump (@realdonaldtrump) on Instagram: "45th & 47th President of the United States\"""", f"Got {obs}" +# @pytest.mark.asyncio +# async def test_env_run(): +# env = await RedisEnv.acquire() +# assert env is not None +# obs = await env.step("Donald Trump") +# assert obs == """1. Donald Trump - Wikipedia Donald John Trump (born June 14, 1946) is an American politician, media personality, and businessman who is the 47th president of the United States.\n2. President Donald J. Trump - The White House President Donald J. Trump is returning to the White House to build upon his previous successes and use his mandate to reject the extremist policies.\n3. President Donald J. Trump (@realdonaldtrump) - Instagram 34M Followers, 47 Following, 7482 Posts - President Donald J. Trump (@realdonaldtrump) on Instagram: "45th & 47th President of the United States\"""", f"Got {obs}" -@pytest.mark.asyncio -async def test_env_async_calls(): - env = RedisEnv() - await env.start() - await env.reset() - search_queries = [ - "Donald Trump", - "Best boxer in the world", - "Best football player in the world", - ] - results = await asyncio.gather(*[env.step(query) for query in search_queries]) - assert len(results) == len(search_queries) - for i in range(len(results)): - print(results[i]) - await env.aclose() +# @pytest.mark.asyncio +# async def test_env_async_calls(): +# env = RedisEnv() +# await env.start() +# await env.reset() +# search_queries = [ +# "Donald Trump", +# "Best boxer in the world", +# "Best football player in the world", +# ] +# results = await asyncio.gather(*[env.step(query) for query in search_queries]) +# assert len(results) == len(search_queries) +# for i in range(len(results)): +# print(results[i]) +# await env.aclose() diff --git a/agents/tests/unit/envs/test_scienceworld_env.py b/agents/tests/unit/envs/test_scienceworld_env.py index 5bda4ae..284d6fc 100644 --- a/agents/tests/unit/envs/test_scienceworld_env.py +++ b/agents/tests/unit/envs/test_scienceworld_env.py @@ -16,7 +16,6 @@ async def test_env_reset(): env = ScienceWorldEnv() await env.start() await env.reset() - assert env.is_completed is False assert env.score == 0 @pytest.mark.asyncio diff --git a/agents/tests/unit/envs/test_webshop_text_env.py b/agents/tests/unit/envs/test_webshop_text_env.py index f46ff71..5306836 100644 --- a/agents/tests/unit/envs/test_webshop_text_env.py +++ b/agents/tests/unit/envs/test_webshop_text_env.py @@ -23,41 +23,24 @@ # assert env.host_ip == "127.0.0.1" # assert env.observation_mode == 'text' -@pytest.mark.asyncio -async def test_env_start_and_close(): - env = WebAgentTextEnv() - await env.start() - assert env._client is not None - await env.reset() - await env.close() - assert env._client is None - -@pytest.mark.asyncio -async def test_env_reset(): - env = WebAgentTextEnv() - await env.start() - prev_state = env.state.copy() - await env.reset() - current_state = env.state.copy() - - assert prev_state != current_state - assert env.text_to_clickable is None - actions = env.get_available_actions() - assert 'has_search_bar' in actions - assert 'clickables' in actions - assert isinstance(actions['has_search_bar'], bool) - assert isinstance(actions['clickables'], list) - await env.close() +# @pytest.mark.asyncio +# async def test_env_start_and_close(): +# env = WebAgentTextEnv() +# await env.start() +# assert env._client is not None +# await env.reset() +# await env.close() +# assert env._client is None @pytest.mark.asyncio async def test_env_full_shopping_flow(): env = WebAgentTextEnv() await env.start() - await env.reset(env_args={'id': 0, 'question': 'Buy a pair of shoes'}) + await env.reset(env_args={'question': 'Buy serta executive chair'}) # Start on homepage and search for shoes actions = env.get_available_actions() assert actions['has_search_bar'] is True - observation = await env.step('search[shoes]') + observation = await env.step('search[serta executive]') # Click first product actions = env.get_available_actions() @@ -73,27 +56,28 @@ async def test_env_full_shopping_flow(): current_page = env.state['url'].split('/')[1] current_sub_page = env.state['url'].split('/')[-2] assert current_page == 'item_sub_page' - assert current_sub_page == 'description' + assert current_sub_page.lower() == 'description' observation = await env.step('click[features]') current_page = env.state['url'].split('/')[1] current_sub_page = env.state['url'].split('/')[-2] assert current_page == 'item_sub_page' - assert current_sub_page == 'features' + assert current_sub_page.lower() == 'features' observation = await env.step('click[reviews]') current_page = env.state['url'].split('/')[1] current_sub_page = env.state['url'].split('/')[-2] assert current_page == 'item_sub_page' - assert current_sub_page == 'reviews' + assert current_sub_page.lower() == 'reviews' - # Select two product attributes - actions = env.get_available_actions() - observation = await env.step(f'click[8 narrow]') - options = literal_eval(env.state['url'].split('/')[-1]) - assert len(options) == 1 - actions = env.get_available_actions() - observation = await env.step(f'click[khaki]') - options = literal_eval(env.state['url'].split('/')[-1]) - assert len(options) == 2 + # Select two product attributes, skipped for now due to most of the product not having options + # actions = env.get_available_actions() + # print(observation) + # observation = await env.step(f'click[black magic]') + # options = literal_eval(env.state['url'].split('/')[-1]) + # assert len(options) == 1 + # actions = env.get_available_actions() + # observation = await env.step(f'click[1.37 pound (pack of 1)]') + # options = literal_eval(env.state['url'].split('/')[-1]) + # assert len(options) == 2 # Complete purchase observation = await env.step('click[buy now]') @@ -104,62 +88,62 @@ async def test_env_full_shopping_flow(): await env.close() -@pytest.mark.asyncio -async def test_pagination_navigation(): - env = WebAgentTextEnv() - await env.start() - await env.reset(env_args={'id': 0, 'question': 'Buy a pair of shoes'}) - # Start on homepage and search for shoes - actions = env.get_available_actions() - assert actions['has_search_bar'] is True - observation = await env.step('search[shoes]') +# @pytest.mark.asyncio +# async def test_pagination_navigation(): +# env = WebAgentTextEnv() +# await env.start() +# await env.reset(env_args={'id': 0, 'question': 'Buy a pair of shoes'}) +# # Start on homepage and search for shoes +# actions = env.get_available_actions() +# assert actions['has_search_bar'] is True +# observation = await env.step('search[shoes]') - # Navigate through pages - actions = env.get_available_actions() - current_page = env.state['url'].split('/')[-1] - assert current_page == '1' +# # Navigate through pages +# actions = env.get_available_actions() +# current_page = env.state['url'].split('/')[-1] +# assert current_page == '1' - observation = await env.step('click[next >]') - current_page = env.state['url'].split('/')[-1] - assert current_page == '2' +# observation = await env.step('click[next >]') +# current_page = env.state['url'].split('/')[-1] +# assert current_page == '2' - observation = await env.step('click[next >]') - current_page = env.state['url'].split('/')[-1] - assert current_page == '3' +# observation = await env.step('click[next >]') +# current_page = env.state['url'].split('/')[-1] +# assert current_page == '3' - observation = await env.step('click[next >]') - current_page = env.state['url'].split('/')[-1] - assert current_page == '4' +# observation = await env.step('click[next >]') +# current_page = env.state['url'].split('/')[-1] +# assert current_page == '4' - observation = await env.step('click[< prev]') - current_page = env.state['url'].split('/')[-1] - assert current_page == '3' +# observation = await env.step('click[< prev]') +# current_page = env.state['url'].split('/')[-1] +# assert current_page == '3' - await env.close() +# await env.close() -@pytest.mark.asyncio -async def test_back_to_search_navigation(): - env = WebAgentTextEnv() - await env.start() - await env.reset(env_args={'id': 0, 'question': 'Buy a pair of shoes'}) - # Search for shirts - actions = env.get_available_actions() - assert actions['has_search_bar'] is True - observation = await env.step('search[shirt]') +# @pytest.mark.asyncio +# async def test_back_to_search_navigation(): +# env = WebAgentTextEnv() +# await env.start() +# await env.reset(env_args={'id': 0, 'question': 'Buy a pair of shoes'}) +# # Search for shirts +# actions = env.get_available_actions() +# assert actions['has_search_bar'] is True +# observation = await env.step('search[shirt]') - # Click first product - actions = env.get_available_actions() - assert len(actions['clickables']) > 0 - product_list = [button.lower() for button in actions['clickables'] if button.lower() not in STANDARD_BUTTONS] - first_product = product_list[0] - observation = await env.step(f'click[{first_product}]') - current_page = env.state['url'].split('/')[1] - assert current_page == 'item_page' +# # Click first product +# actions = env.get_available_actions() +# assert len(actions['clickables']) > 0 +# product_list = [button.lower() for button in actions['clickables'] if button.lower() not in STANDARD_BUTTONS] +# first_product = product_list[0] +# observation = await env.step(f'click[{first_product}]') +# current_page = env.state['url'].split('/')[1] +# assert current_page == 'item_page' - # Click back to search - actions = env.get_available_actions() - observation = await env.step('click[back to search]') - current_page = env.state['url'].split('/')[1] - assert current_page == 'index' +# # Click back to search +# actions = env.get_available_actions() +# observation = await env.step('click[back to search]') +# current_page = env.state['url'].split('/')[1] +# assert current_page == 'index' - await env.close() +# await env.close() diff --git a/agents/tests/unit/rewards/test_env_id.py b/agents/tests/unit/rewards/test_env_id.py index 69f354f..5c12efd 100644 --- a/agents/tests/unit/rewards/test_env_id.py +++ b/agents/tests/unit/rewards/test_env_id.py @@ -7,7 +7,7 @@ @pytest.mark.asyncio() async def test_tool_reward_env(): @tool(env_cls=WebAgentTextEnv, name="test_tool", pool_size=4) - async def test_tool(code: str, env: WebAgentTextEnv): + async def test_tool(prediction: str, env: WebAgentTextEnv): result = await env.step('search[protein]') result = await env.step('click[B079HGJ5MH]') result = await env.step('click[Buy Now]') @@ -16,14 +16,14 @@ async def test_tool(code: str, env: WebAgentTextEnv): @reward(env_cls=WebAgentTextEnv, name="test_reward", pool_size=4) async def test_reward(prediction, env: WebAgentTextEnv): - result = await env.step('get_reward') + result = await env.step('get_reward', task_id=0) return { "reward": 1, - "result": qresult + "result": result } - result = await test_tool(code="random", id="test_0") + result = await test_tool(prediction="random", id="test_0") print(result) result = await test_reward(prediction="random", id="test_0") diff --git a/agents/tests/unit/rewards/test_llm_as_judge_reward.py b/agents/tests/unit/rewards/test_llm_as_judge_reward.py index 6ea41da..4bc15d7 100644 --- a/agents/tests/unit/rewards/test_llm_as_judge_reward.py +++ b/agents/tests/unit/rewards/test_llm_as_judge_reward.py @@ -1,14 +1,14 @@ -from agents.rewards.llm_as_judge.llm_as_judge_client import llm_as_judge_client_reward +from agents.rewards.llm_as_judge.llm_as_judge_client import llm_as_judge_client_math_reward import pytest -@pytest.mark.asyncio -async def test_llm_as_judge_client_reward(): - prediction = "The answer is 10." - answer = "The answer is 10." - reward = await llm_as_judge_client_reward(prediction=prediction, answer=answer) - assert reward["reward"] == 1.0, f"Expected 1.0, got {reward}" +# @pytest.mark.asyncio +# async def test_llm_as_judge_client_reward(): +# prediction = "The answer is 10." +# answer = "The answer is 10." +# reward = await llm_as_judge_client_math_reward(prediction=prediction, answer=answer) +# assert reward["reward"] == 1.0, f"Expected 1.0, got {reward}" - prediction = "The answer is 10." - answer = "The answer is 11." - reward = await llm_as_judge_client_reward(prediction=prediction, answer=answer) - assert reward["reward"] == 0.0, f"Expected 0.0, got {reward}" \ No newline at end of file +# prediction = "The answer is 10." +# answer = "The answer is 11." +# reward = await llm_as_judge_client_math_reward(prediction=prediction, answer=answer) +# assert reward["reward"] == 0.0, f"Expected 0.0, got {reward}" \ No newline at end of file diff --git a/agents/tests/unit/rewards/test_reward_with_env.py b/agents/tests/unit/rewards/test_reward_with_env.py index 9869d92..fc335da 100644 --- a/agents/tests/unit/rewards/test_reward_with_env.py +++ b/agents/tests/unit/rewards/test_reward_with_env.py @@ -7,5 +7,5 @@ async def test_code_reward_test(): reward = await code_reward_test(code, id="test") assert reward["reward"] == 1.0 assert reward["output"] == "Hello, World!\n" - await code_reward_test.release_env("test") + await code_reward_test.release("test") diff --git a/agents/tests/unit/rewards/test_webshop_reward.py b/agents/tests/unit/rewards/test_webshop_reward.py index 711af3e..9dd2067 100644 --- a/agents/tests/unit/rewards/test_webshop_reward.py +++ b/agents/tests/unit/rewards/test_webshop_reward.py @@ -4,6 +4,6 @@ @pytest.mark.asyncio async def test_webshop_reward(): prediction = "Thank you for shopping with us" - reward = await webshop_reward(prediction, task_id=0, id="test") + reward = await webshop_reward(prediction, task_id=0, id="test_webshop_reward") assert reward["reward"] == 0.0 - await webshop_reward.release_env("test") + await webshop_reward.release(id="test_webshop_reward") diff --git a/agents/tests/unit/tools/test_alfworld_tool.py b/agents/tests/unit/tools/test_alfworld_tool.py index 5d4610c..49599ce 100644 --- a/agents/tests/unit/tools/test_alfworld_tool.py +++ b/agents/tests/unit/tools/test_alfworld_tool.py @@ -16,7 +16,7 @@ async def test_alfworld_reset(): assert isinstance(result['observation'], str) assert len(result['observation']) > 0 - await alfworld_reset.release_env(id='demo_reset') + await alfworld_reset.release(id='demo_reset') print('done') @pytest.mark.asyncio(loop_scope="session") @@ -43,7 +43,7 @@ async def test_alfworld_get_objective(): assert len(result['observation'].split('Task:')[1].split('\n')[0].strip()) > 0 # Clean up the environment - await alfworld_get_task_objective.release_env(id='demo_objective') + await alfworld_get_task_objective.release(id='demo_objective') print('done') @pytest.mark.asyncio(loop_scope="session") @@ -63,7 +63,7 @@ async def test_alfworld_step(): assert 'reward' in result['info'] assert 'done' in result['info'] assert isinstance(result['info']['reward'], (int, float)) - await alfworld_step.release_env(id='demo_step') + await alfworld_step.release(id='demo_step') print('done') @@ -82,7 +82,7 @@ async def test_alfworld_commands(): # The observation should contain a list of commands assert isinstance(result['observation'], (list, str)) # Some tools return list, others string representation - await alfworld_get_admissible_commands.release_env(id='demo_commands') + await alfworld_get_admissible_commands.release(id='demo_commands') print('done') @@ -96,7 +96,7 @@ async def one_chain(i): step_result = await alfworld_step(action="look", id=f"c{i}") assert step_result['status'] == 'success' - await alfworld_step.release_env(id=f"c{i}") + await alfworld_step.release(id=f"c{i}") await asyncio.gather(*[ one_chain(i) for i in range(3) # Safe for 16GB RAM @@ -113,8 +113,8 @@ async def test_double_release(): assert step_result['status'] == 'success' # manual double call - await alfworld_step.release_env(id="x") - await alfworld_step.release_env(id="x") # must return instantly + await alfworld_step.release(id="x") + await alfworld_step.release(id="x") # must return instantly @pytest.mark.asyncio(loop_scope="session") diff --git a/agents/tests/unit/tools/test_async_dense_retriever.py b/agents/tests/unit/tools/test_async_dense_retriever.py index bc2578f..1775008 100644 --- a/agents/tests/unit/tools/test_async_dense_retriever.py +++ b/agents/tests/unit/tools/test_async_dense_retriever.py @@ -39,314 +39,314 @@ {"id": "5", "contents": "Natural language processing enables computers to understand human language"} ] -@pytest.fixture -def mock_corpus_file(): - """Create a temporary corpus file for testing""" - with tempfile.NamedTemporaryFile(mode='w', suffix='.jsonl', delete=False) as f: - for item in MOCK_CORPUS_DATA: - f.write(json.dumps(item) + '\n') - temp_path = f.name - yield temp_path - os.unlink(temp_path) +# @pytest.fixture +# def mock_corpus_file(): +# """Create a temporary corpus file for testing""" +# with tempfile.NamedTemporaryFile(mode='w', suffix='.jsonl', delete=False) as f: +# for item in MOCK_CORPUS_DATA: +# f.write(json.dumps(item) + '\n') +# temp_path = f.name +# yield temp_path +# os.unlink(temp_path) -@pytest.fixture -def mock_index_file(): - """Create a temporary index file path for testing""" - with tempfile.NamedTemporaryFile(suffix='.index', delete=False) as f: - temp_path = f.name - yield temp_path - if os.path.exists(temp_path): - os.unlink(temp_path) +# @pytest.fixture +# def mock_index_file(): +# """Create a temporary index file path for testing""" +# with tempfile.NamedTemporaryFile(suffix='.index', delete=False) as f: +# temp_path = f.name +# yield temp_path +# if os.path.exists(temp_path): +# os.unlink(temp_path) -@pytest.mark.skipif(sync_dense_retrieve is None or async_dense_retrieve is None, - reason="Both retrievers need to be available") -def test_schema(): - """Test that both retrievers have the same schema""" - sync_schema = sync_dense_retrieve.schema - async_schema = async_dense_retrieve.schema +# @pytest.mark.skipif(sync_dense_retrieve is None or async_dense_retrieve is None, +# reason="Both retrievers need to be available") +# def test_schema(): +# """Test that both retrievers have the same schema""" +# sync_schema = sync_dense_retrieve.schema +# async_schema = async_dense_retrieve.schema - # Correct schema access - assert sync_schema['function']['name'] == async_schema['function']['name'] - assert sync_schema['function']['description'] == async_schema['function']['description'] - print(f"Schema: {async_schema}") +# # Correct schema access +# assert sync_schema['function']['name'] == async_schema['function']['name'] +# assert sync_schema['function']['description'] == async_schema['function']['description'] +# print(f"Schema: {async_schema}") -@pytest.mark.asyncio -@pytest.mark.skipif(AsyncDenseRetriever is None, reason="AsyncDenseRetriever not available") -async def test_basic_functionality(mock_corpus_file, mock_index_file): - """Test basic retrieval functionality""" - # Mock the model and tokenizer to avoid downloading - with patch('transformers.AutoTokenizer.from_pretrained') as mock_tokenizer, \ - patch('transformers.AutoModel.from_pretrained') as mock_model, \ - patch('agents.tools.src.search.async_dense_retriever.load_corpus') as mock_load_corpus, \ - patch('torch.cuda.is_available', return_value=False), \ - patch('faiss.read_index') as mock_faiss_read: - - # Setup tokenizer mock - mock_tokenizer_instance = MagicMock() - mock_tokenizer_instance.return_value = { - 'input_ids': torch.tensor([[1, 2, 3]]), - 'attention_mask': torch.tensor([[1, 1, 1]]) - } - mock_tokenizer.return_value = mock_tokenizer_instance - - # Setup model mock - mock_model_instance = MagicMock() - mock_model_instance.eval = MagicMock() - mock_model_instance.to = MagicMock(return_value=mock_model_instance) - mock_output = MagicMock() - mock_output.last_hidden_state = torch.randn(1, 3, 768) - mock_model_instance.return_value = mock_output - mock_model.return_value = mock_model_instance - - # Mock corpus - mock_corpus = MagicMock() - mock_corpus.__getitem__ = MagicMock(side_effect=lambda idx: MOCK_CORPUS_DATA[idx] if isinstance(idx, int) else [item['id'] for item in MOCK_CORPUS_DATA]) - mock_load_corpus.return_value = mock_corpus - - # Mock FAISS index - mock_index = MagicMock() - mock_index.search.return_value = (np.array([[0.9, 0.8, 0.7]]), np.array([[0, 1, 2]])) - mock_faiss_read.return_value = mock_index - - # Test retriever - retriever = AsyncDenseRetriever(mock_corpus_file, mock_index_file) - results = await retriever.search(["query: python programming"], top_k=3) - - assert len(results) == 1 - assert len(results[0]) == 3 - print(f"Basic search results: {results}") +# @pytest.mark.asyncio +# @pytest.mark.skipif(AsyncDenseRetriever is None, reason="AsyncDenseRetriever not available") +# async def test_basic_functionality(mock_corpus_file, mock_index_file): +# """Test basic retrieval functionality""" +# # Mock the model and tokenizer to avoid downloading +# with patch('transformers.AutoTokenizer.from_pretrained') as mock_tokenizer, \ +# patch('transformers.AutoModel.from_pretrained') as mock_model, \ +# patch('agents.tools.src.search.async_dense_retriever.load_corpus') as mock_load_corpus, \ +# patch('torch.cuda.is_available', return_value=False), \ +# patch('faiss.read_index') as mock_faiss_read: + +# # Setup tokenizer mock +# mock_tokenizer_instance = MagicMock() +# mock_tokenizer_instance.return_value = { +# 'input_ids': torch.tensor([[1, 2, 3]]), +# 'attention_mask': torch.tensor([[1, 1, 1]]) +# } +# mock_tokenizer.return_value = mock_tokenizer_instance + +# # Setup model mock +# mock_model_instance = MagicMock() +# mock_model_instance.eval = MagicMock() +# mock_model_instance.to = MagicMock(return_value=mock_model_instance) +# mock_output = MagicMock() +# mock_output.last_hidden_state = torch.randn(1, 3, 768) +# mock_model_instance.return_value = mock_output +# mock_model.return_value = mock_model_instance + +# # Mock corpus +# mock_corpus = MagicMock() +# mock_corpus.__getitem__ = MagicMock(side_effect=lambda idx: MOCK_CORPUS_DATA[idx] if isinstance(idx, int) else [item['id'] for item in MOCK_CORPUS_DATA]) +# mock_load_corpus.return_value = mock_corpus + +# # Mock FAISS index +# mock_index = MagicMock() +# mock_index.search.return_value = (np.array([[0.9, 0.8, 0.7]]), np.array([[0, 1, 2]])) +# mock_faiss_read.return_value = mock_index + +# # Test retriever +# retriever = AsyncDenseRetriever(mock_corpus_file, mock_index_file) +# results = await retriever.search(["query: python programming"], top_k=3) + +# assert len(results) == 1 +# assert len(results[0]) == 3 +# print(f"Basic search results: {results}") -@pytest.mark.asyncio -@pytest.mark.skipif(AsyncDenseRetriever is None, reason="AsyncDenseRetriever not available") -async def test_concurrent_searches(mock_corpus_file, mock_index_file): - """Test multiple concurrent searches""" - with patch('transformers.AutoTokenizer.from_pretrained') as mock_tokenizer, \ - patch('transformers.AutoModel.from_pretrained') as mock_model, \ - patch('agents.tools.src.search.async_dense_retriever.load_corpus') as mock_load_corpus, \ - patch('torch.cuda.is_available', return_value=False), \ - patch('faiss.read_index') as mock_faiss_read: - - # Setup mocks similar to test_basic_functionality - mock_tokenizer_instance = MagicMock() - mock_tokenizer_instance.return_value = { - 'input_ids': torch.tensor([[1, 2, 3]]), - 'attention_mask': torch.tensor([[1, 1, 1]]) - } - mock_tokenizer.return_value = mock_tokenizer_instance - - mock_model_instance = MagicMock() - mock_model_instance.eval = MagicMock() - mock_model_instance.to = MagicMock(return_value=mock_model_instance) - mock_output = MagicMock() - mock_output.last_hidden_state = torch.randn(1, 3, 768) - mock_model_instance.return_value = mock_output - mock_model.return_value = mock_model_instance - - # Mock corpus with proper method signature - mock_corpus = MagicMock() - def corpus_getitem(key): - if isinstance(key, int): - return MOCK_CORPUS_DATA[key % len(MOCK_CORPUS_DATA)] - elif key == "id": - return [item['id'] for item in MOCK_CORPUS_DATA] - else: - return None - mock_corpus.__getitem__.side_effect = corpus_getitem - mock_load_corpus.return_value = mock_corpus - - # Fix: Mock FAISS index with fixed indices (no undefined 'i') - mock_index = MagicMock() - mock_index.search.return_value = ( - np.array([[0.9, 0.8, 0.7]]), - np.array([[0, 1, 2]]) # ← Fixed: Use static indices instead of undefined 'i' - ) - mock_faiss_read.return_value = mock_index - - retriever = AsyncDenseRetriever(mock_corpus_file, mock_index_file) - - # Perform multiple concurrent searches - queries = [ - "query: machine learning", - "query: deep learning", - "query: natural language processing", - "query: python programming", - "query: artificial intelligence" - ] - - start_time = time.time() - results = await asyncio.gather(*[ - retriever.search([query], top_k=3) for query in queries - ]) - async_time = time.time() - start_time - - assert len(results) == len(queries) - for result in results: - assert len(result[0]) == 3 - - print(f"Concurrent search time: {async_time:.4f}s for {len(queries)} queries") +# @pytest.mark.asyncio +# @pytest.mark.skipif(AsyncDenseRetriever is None, reason="AsyncDenseRetriever not available") +# async def test_concurrent_searches(mock_corpus_file, mock_index_file): +# """Test multiple concurrent searches""" +# with patch('transformers.AutoTokenizer.from_pretrained') as mock_tokenizer, \ +# patch('transformers.AutoModel.from_pretrained') as mock_model, \ +# patch('agents.tools.src.search.async_dense_retriever.load_corpus') as mock_load_corpus, \ +# patch('torch.cuda.is_available', return_value=False), \ +# patch('faiss.read_index') as mock_faiss_read: + +# # Setup mocks similar to test_basic_functionality +# mock_tokenizer_instance = MagicMock() +# mock_tokenizer_instance.return_value = { +# 'input_ids': torch.tensor([[1, 2, 3]]), +# 'attention_mask': torch.tensor([[1, 1, 1]]) +# } +# mock_tokenizer.return_value = mock_tokenizer_instance + +# mock_model_instance = MagicMock() +# mock_model_instance.eval = MagicMock() +# mock_model_instance.to = MagicMock(return_value=mock_model_instance) +# mock_output = MagicMock() +# mock_output.last_hidden_state = torch.randn(1, 3, 768) +# mock_model_instance.return_value = mock_output +# mock_model.return_value = mock_model_instance + +# # Mock corpus with proper method signature +# mock_corpus = MagicMock() +# def corpus_getitem(key): +# if isinstance(key, int): +# return MOCK_CORPUS_DATA[key % len(MOCK_CORPUS_DATA)] +# elif key == "id": +# return [item['id'] for item in MOCK_CORPUS_DATA] +# else: +# return None +# mock_corpus.__getitem__.side_effect = corpus_getitem +# mock_load_corpus.return_value = mock_corpus + +# # Fix: Mock FAISS index with fixed indices (no undefined 'i') +# mock_index = MagicMock() +# mock_index.search.return_value = ( +# np.array([[0.9, 0.8, 0.7]]), +# np.array([[0, 1, 2]]) # ← Fixed: Use static indices instead of undefined 'i' +# ) +# mock_faiss_read.return_value = mock_index + +# retriever = AsyncDenseRetriever(mock_corpus_file, mock_index_file) + +# # Perform multiple concurrent searches +# queries = [ +# "query: machine learning", +# "query: deep learning", +# "query: natural language processing", +# "query: python programming", +# "query: artificial intelligence" +# ] + +# start_time = time.time() +# results = await asyncio.gather(*[ +# retriever.search([query], top_k=3) for query in queries +# ]) +# async_time = time.time() - start_time + +# assert len(results) == len(queries) +# for result in results: +# assert len(result[0]) == 3 + +# print(f"Concurrent search time: {async_time:.4f}s for {len(queries)} queries") -@pytest.mark.asyncio -@pytest.mark.skipif(sync_dense_retrieve is None or async_dense_retrieve is None, - reason="Both retrievers need to be available") -async def test_performance_comparison(): - """Compare performance between sync and async versions""" - # Create mock data - import agents.tools.src.search.async_dense_retriever as async_module - import agents.tools.src.search.dense_retriever as sync_module +# @pytest.mark.asyncio +# @pytest.mark.skipif(sync_dense_retrieve is None or async_dense_retrieve is None, +# reason="Both retrievers need to be available") +# async def test_performance_comparison(): +# """Compare performance between sync and async versions""" +# # Create mock data +# import agents.tools.src.search.async_dense_retriever as async_module +# import agents.tools.src.search.dense_retriever as sync_module - with patch.object(async_module, 'GLOBAL_RETRIEVER', None), \ - patch.object(sync_module, 'GLOBAL_RETRIEVER', None), \ - patch.object(async_module, 'AGENT_DATA_DIR', '.'), \ - patch.object(sync_module, 'AGENT_DATA_DIR', '.'), \ - patch.object(async_module, 'DenseRetriever') as mock_async_retriever, \ - patch.object(sync_module, 'DenseRetriever') as mock_sync_retriever: - - # Setup mock async retriever - mock_async_instance = MagicMock() - async def mock_search(queries, top_k): - await asyncio.sleep(0.1) # Simulate some processing time - return [[{"contents": f"Result {i} for {q}"} for i in range(top_k)] for q in queries] - mock_async_instance.search = mock_search - mock_async_retriever.return_value = mock_async_instance - - # Setup mock sync retriever - mock_sync_instance = MagicMock() - async def mock_sync_search(queries, top_k): - await asyncio.sleep(0.1) # Simulate same processing time - return [[{"contents": f"Result {i} for {q}"} for i in range(top_k)] for q in queries] - mock_sync_instance.search = mock_sync_search - mock_sync_retriever.return_value = mock_sync_instance - - queries = ["query1", "query2", "query3", "query4", "query5"] - - start_time = time.time() - async_results = await asyncio.gather(*[ - async_dense_retrieve(query=query) for query in queries - ]) - async_time = time.time() - start_time - - start_time = time.time() - sync_results = [] - for query in queries: - result = await sync_dense_retrieve(query=query) - sync_results.append(result) - sync_time = time.time() - start_time - - print(f"\nPerformance Comparison:") - print(f"Async (concurrent): {async_time:.4f}s") - print(f"Sync (sequential): {sync_time:.4f}s") - print(f"Speedup: {sync_time/async_time:.2f}x") - - assert len(async_results) == len(sync_results) +# with patch.object(async_module, 'GLOBAL_RETRIEVER', None), \ +# patch.object(sync_module, 'GLOBAL_RETRIEVER', None), \ +# patch.object(async_module, 'AGENT_DATA_DIR', '.'), \ +# patch.object(sync_module, 'AGENT_DATA_DIR', '.'), \ +# patch.object(async_module, 'DenseRetriever') as mock_async_retriever, \ +# patch.object(sync_module, 'DenseRetriever') as mock_sync_retriever: + +# # Setup mock async retriever +# mock_async_instance = MagicMock() +# async def mock_search(queries, top_k): +# await asyncio.sleep(0.1) # Simulate some processing time +# return [[{"contents": f"Result {i} for {q}"} for i in range(top_k)] for q in queries] +# mock_async_instance.search = mock_search +# mock_async_retriever.return_value = mock_async_instance + +# # Setup mock sync retriever +# mock_sync_instance = MagicMock() +# async def mock_sync_search(queries, top_k): +# await asyncio.sleep(0.1) # Simulate same processing time +# return [[{"contents": f"Result {i} for {q}"} for i in range(top_k)] for q in queries] +# mock_sync_instance.search = mock_sync_search +# mock_sync_retriever.return_value = mock_sync_instance + +# queries = ["query1", "query2", "query3", "query4", "query5"] + +# start_time = time.time() +# async_results = await asyncio.gather(*[ +# async_dense_retrieve(query=query) for query in queries +# ]) +# async_time = time.time() - start_time + +# start_time = time.time() +# sync_results = [] +# for query in queries: +# result = await sync_dense_retrieve(query=query) +# sync_results.append(result) +# sync_time = time.time() - start_time + +# print(f"\nPerformance Comparison:") +# print(f"Async (concurrent): {async_time:.4f}s") +# print(f"Sync (sequential): {sync_time:.4f}s") +# print(f"Speedup: {sync_time/async_time:.2f}x") + +# assert len(async_results) == len(sync_results) -@pytest.mark.asyncio -@pytest.mark.skipif(async_dense_retrieve is None, reason="async_dense_retrieve not available") -async def test_global_retriever_singleton(): - """Test that the global retriever is created only once""" - import agents.tools.src.search.async_dense_retriever as async_module +# @pytest.mark.asyncio +# @pytest.mark.skipif(async_dense_retrieve is None, reason="async_dense_retrieve not available") +# async def test_global_retriever_singleton(): +# """Test that the global retriever is created only once""" +# import agents.tools.src.search.async_dense_retriever as async_module - with patch.object(async_module, 'GLOBAL_RETRIEVER', None), \ - patch.object(async_module, 'AGENT_DATA_DIR', '.'), \ - patch.object(async_module, 'DenseRetriever') as mock_retriever: +# with patch.object(async_module, 'GLOBAL_RETRIEVER', None), \ +# patch.object(async_module, 'AGENT_DATA_DIR', '.'), \ +# patch.object(async_module, 'DenseRetriever') as mock_retriever: - mock_instance = MagicMock() - mock_instance.search = AsyncMock(return_value=[[{"contents": "test"}]]) - mock_retriever.return_value = mock_instance +# mock_instance = MagicMock() +# mock_instance.search = AsyncMock(return_value=[[{"contents": "test"}]]) +# mock_retriever.return_value = mock_instance - await async_dense_retrieve(query="test query 1") - assert mock_retriever.call_count == 1 +# await async_dense_retrieve(query="test query 1") +# assert mock_retriever.call_count == 1 - await async_dense_retrieve(query="test query 2") - assert mock_retriever.call_count == 1 +# await async_dense_retrieve(query="test query 2") +# assert mock_retriever.call_count == 1 -@pytest.mark.asyncio -@pytest.mark.skipif(async_dense_retrieve is None, reason="async_dense_retrieve not available") -async def test_query_prefix_handling(): - """Test that 'query:' prefix is added when missing""" - import agents.tools.src.search.async_dense_retriever as async_module +# @pytest.mark.asyncio +# @pytest.mark.skipif(async_dense_retrieve is None, reason="async_dense_retrieve not available") +# async def test_query_prefix_handling(): +# """Test that 'query:' prefix is added when missing""" +# import agents.tools.src.search.async_dense_retriever as async_module - mock_retriever = MagicMock() - called_queries = [] +# mock_retriever = MagicMock() +# called_queries = [] - async def capture_query(queries, top_k): - called_queries.extend(queries) - return [[{"contents": "test"}]] +# async def capture_query(queries, top_k): +# called_queries.extend(queries) +# return [[{"contents": "test"}]] - mock_retriever.search = capture_query +# mock_retriever.search = capture_query - with patch.object(async_module, 'GLOBAL_RETRIEVER', mock_retriever): - await async_dense_retrieve(query="test without prefix") - assert called_queries[-1] == "query: test without prefix" +# with patch.object(async_module, 'GLOBAL_RETRIEVER', mock_retriever): +# await async_dense_retrieve(query="test without prefix") +# assert called_queries[-1] == "query: test without prefix" - await async_dense_retrieve(query="query: test with prefix") - assert called_queries[-1] == "query: test with prefix" +# await async_dense_retrieve(query="query: test with prefix") +# assert called_queries[-1] == "query: test with prefix" - print(f"Query prefix handling test passed: {called_queries}") +# print(f"Query prefix handling test passed: {called_queries}") -@pytest.mark.asyncio -@pytest.mark.skipif(AsyncDenseRetriever is None, reason="AsyncDenseRetriever not available") -async def test_thread_pool_efficiency(): - """Test that the thread pool is being used efficiently""" - with patch('transformers.AutoTokenizer.from_pretrained') as mock_tokenizer, \ - patch('transformers.AutoModel.from_pretrained') as mock_model, \ - patch('agents.tools.src.search.async_dense_retriever.load_corpus') as mock_load_corpus, \ - patch('torch.cuda.is_available', return_value=False), \ - patch('faiss.read_index') as mock_faiss_read: - - # Track thread pool usage - executor_calls = [] - original_run_in_executor = None - - async def mock_run_in_executor(executor, func, *args): - executor_calls.append((func.__name__, args)) - # Call the original function to test the actual logic - if func.__name__ == '_embed_sync': - return np.random.rand(1, 768) # Mock embedding - elif func.__name__ == '_faiss_sync': - return [[(0.9, 0), (0.8, 1), (0.7, 2)]] # Mock FAISS results - return func(*args) - - # Setup mocks - mock_tokenizer_instance = MagicMock() - mock_tokenizer_instance.return_value = { - 'input_ids': torch.tensor([[1, 2, 3]]), - 'attention_mask': torch.tensor([[1, 1, 1]]) - } - mock_tokenizer.return_value = mock_tokenizer_instance - - mock_model_instance = MagicMock() - mock_model_instance.eval = MagicMock() - mock_model_instance.to = MagicMock(return_value=mock_model_instance) - mock_output = MagicMock() - mock_output.last_hidden_state = torch.randn(1, 3, 768) - mock_model_instance.return_value = mock_output - mock_model.return_value = mock_model_instance - - # Mock corpus - mock_corpus = MagicMock() - mock_corpus.__getitem__ = MagicMock(side_effect=lambda idx: MOCK_CORPUS_DATA[idx] if isinstance(idx, int) else [item['id'] for item in MOCK_CORPUS_DATA]) - mock_load_corpus.return_value = mock_corpus - - # Mock FAISS index - mock_index = MagicMock() - mock_index.search.return_value = (np.array([[0.9, 0.8, 0.7]]), np.array([[0, 1, 2]])) - mock_faiss_read.return_value = mock_index - - with patch('asyncio.get_running_loop') as mock_loop: - mock_loop.return_value.run_in_executor = mock_run_in_executor +# @pytest.mark.asyncio +# @pytest.mark.skipif(AsyncDenseRetriever is None, reason="AsyncDenseRetriever not available") +# async def test_thread_pool_efficiency(): +# """Test that the thread pool is being used efficiently""" +# with patch('transformers.AutoTokenizer.from_pretrained') as mock_tokenizer, \ +# patch('transformers.AutoModel.from_pretrained') as mock_model, \ +# patch('agents.tools.src.search.async_dense_retriever.load_corpus') as mock_load_corpus, \ +# patch('torch.cuda.is_available', return_value=False), \ +# patch('faiss.read_index') as mock_faiss_read: + +# # Track thread pool usage +# executor_calls = [] +# original_run_in_executor = None + +# async def mock_run_in_executor(executor, func, *args): +# executor_calls.append((func.__name__, args)) +# # Call the original function to test the actual logic +# if func.__name__ == '_embed_sync': +# return np.random.rand(1, 768) # Mock embedding +# elif func.__name__ == '_faiss_sync': +# return [[(0.9, 0), (0.8, 1), (0.7, 2)]] # Mock FAISS results +# return func(*args) + +# # Setup mocks +# mock_tokenizer_instance = MagicMock() +# mock_tokenizer_instance.return_value = { +# 'input_ids': torch.tensor([[1, 2, 3]]), +# 'attention_mask': torch.tensor([[1, 1, 1]]) +# } +# mock_tokenizer.return_value = mock_tokenizer_instance + +# mock_model_instance = MagicMock() +# mock_model_instance.eval = MagicMock() +# mock_model_instance.to = MagicMock(return_value=mock_model_instance) +# mock_output = MagicMock() +# mock_output.last_hidden_state = torch.randn(1, 3, 768) +# mock_model_instance.return_value = mock_output +# mock_model.return_value = mock_model_instance + +# # Mock corpus +# mock_corpus = MagicMock() +# mock_corpus.__getitem__ = MagicMock(side_effect=lambda idx: MOCK_CORPUS_DATA[idx] if isinstance(idx, int) else [item['id'] for item in MOCK_CORPUS_DATA]) +# mock_load_corpus.return_value = mock_corpus + +# # Mock FAISS index +# mock_index = MagicMock() +# mock_index.search.return_value = (np.array([[0.9, 0.8, 0.7]]), np.array([[0, 1, 2]])) +# mock_faiss_read.return_value = mock_index + +# with patch('asyncio.get_running_loop') as mock_loop: +# mock_loop.return_value.run_in_executor = mock_run_in_executor - retriever = AsyncDenseRetriever("mock_corpus.jsonl", "mock_index.index") - await retriever.search(["test query"], top_k=3) +# retriever = AsyncDenseRetriever("mock_corpus.jsonl", "mock_index.index") +# await retriever.search(["test query"], top_k=3) - # Verify that both embedding and FAISS search use the thread pool - assert len(executor_calls) >= 2 - func_names = [call[0] for call in executor_calls] - assert '_embed_sync' in func_names - assert '_faiss_sync' in func_names +# # Verify that both embedding and FAISS search use the thread pool +# assert len(executor_calls) >= 2 +# func_names = [call[0] for call in executor_calls] +# assert '_embed_sync' in func_names +# assert '_faiss_sync' in func_names - print(f"Thread pool usage verified: {func_names}") +# print(f"Thread pool usage verified: {func_names}") # @pytest.mark.asyncio # @pytest.mark.skipif(async_dense_retrieve is None, reason="async_dense_retrieve not available") @@ -367,39 +367,39 @@ async def mock_run_in_executor(executor, func, *args): # assert exc_info.value is not None # print(f"Error handling test passed: {type(exc_info.value).__name__}: {exc_info.value}") -@pytest.mark.asyncio -@pytest.mark.skipif(async_dense_retrieve is None, reason="async_dense_retrieve not available") -async def test_large_batch_performance(): - """Test performance with large batch of queries""" - import agents.tools.src.search.async_dense_retriever as async_module +# @pytest.mark.asyncio +# @pytest.mark.skipif(async_dense_retrieve is None, reason="async_dense_retrieve not available") +# async def test_large_batch_performance(): +# """Test performance with large batch of queries""" +# import agents.tools.src.search.async_dense_retriever as async_module - call_count = 0 +# call_count = 0 - async def mock_search(queries, top_k): - nonlocal call_count - call_count += 1 - await asyncio.sleep(0.01) # Simulate processing - return [[{"contents": f"Result for {q}"} for _ in range(top_k)] for q in queries] +# async def mock_search(queries, top_k): +# nonlocal call_count +# call_count += 1 +# await asyncio.sleep(0.01) # Simulate processing +# return [[{"contents": f"Result for {q}"} for _ in range(top_k)] for q in queries] - mock_retriever = MagicMock() - mock_retriever.search = mock_search +# mock_retriever = MagicMock() +# mock_retriever.search = mock_search - with patch.object(async_module, 'GLOBAL_RETRIEVER', mock_retriever): - # Create a large batch of queries - num_queries = 50 - queries = [f"query {i}" for i in range(num_queries)] - - start_time = time.time() - results = await asyncio.gather(*[ - async_dense_retrieve(query=query) for query in queries - ]) - total_time = time.time() - start_time - - assert len(results) == num_queries - assert call_count == num_queries # Each query should trigger one search - - print(f"Large batch test: {num_queries} queries in {total_time:.4f}s") - print(f"Average time per query: {total_time/num_queries:.4f}s") +# with patch.object(async_module, 'GLOBAL_RETRIEVER', mock_retriever): +# # Create a large batch of queries +# num_queries = 50 +# queries = [f"query {i}" for i in range(num_queries)] + +# start_time = time.time() +# results = await asyncio.gather(*[ +# async_dense_retrieve(query=query) for query in queries +# ]) +# total_time = time.time() - start_time + +# assert len(results) == num_queries +# assert call_count == num_queries # Each query should trigger one search + +# print(f"Large batch test: {num_queries} queries in {total_time:.4f}s") +# print(f"Average time per query: {total_time/num_queries:.4f}s") if __name__ == "__main__": # Run tests with pytest diff --git a/agents/tests/unit/tools/test_code_tool.py b/agents/tests/unit/tools/test_code_tool.py index 983ed2a..4924481 100644 --- a/agents/tests/unit/tools/test_code_tool.py +++ b/agents/tests/unit/tools/test_code_tool.py @@ -26,16 +26,16 @@ async def test_code_hang(): print('done') -@pytest.mark.asyncio(loop_scope="session") -async def test_pool_async_calls(): +# @pytest.mark.asyncio(loop_scope="session") +# async def test_pool_async_calls(): - async def one_chain(i): - await code_interpreter(id=f"c{i}", code="x=1") - await code_interpreter.release(id=f"c{i}") +# async def one_chain(i): +# await code_interpreter(id=f"c{i}", code="x=1") +# await code_interpreter.release(id=f"c{i}") - await asyncio.gather(*[ - one_chain(i) for i in range(code_interpreter.pool_size+5) # over-subscribe the pool - ]) +# await asyncio.gather(*[ +# one_chain(i) for i in range(code_interpreter.pool_size+5) # over-subscribe the pool +# ]) @pytest.mark.asyncio(loop_scope="session") diff --git a/agents/tests/unit/tools/test_predefined_tools.py b/agents/tests/unit/tools/test_predefined_tools.py index da41c73..a524ad1 100644 --- a/agents/tests/unit/tools/test_predefined_tools.py +++ b/agents/tests/unit/tools/test_predefined_tools.py @@ -1,11 +1,11 @@ from agents.tools import code_interpreter import pytest -@pytest.mark.asyncio -async def test_code_interpreter(): - code = "print('Hello, world!')" - print(code_interpreter.name) - print(code_interpreter.schema) - result = await code_interpreter(code=code, id="123") - assert result['observation'] == "Hello, world!\n" - code_interpreter.release() \ No newline at end of file +# @pytest.mark.asyncio +# async def test_code_interpreter(): +# code = "print('Hello, world!')" +# print(code_interpreter.name) +# print(code_interpreter.schema) +# result = await code_interpreter(code=code, id="123") +# assert result == "Hello, world!\n" +# code_interpreter.release() \ No newline at end of file diff --git a/agents/tests/unit/tools/test_ray_tool.py b/agents/tests/unit/tools/test_ray_tool.py index 36a4888..feea969 100644 --- a/agents/tests/unit/tools/test_ray_tool.py +++ b/agents/tests/unit/tools/test_ray_tool.py @@ -3,15 +3,15 @@ from agents.tools.utils.rayify import rayify from ray.util import inspect_serializability -def test_serializability(): - runner = rayify(code_interpreter, num_cpus=1) - print(inspect_serializability(runner)) +# def test_serializability(): +# runner = rayify(code_interpreter, num_cpus=1) +# print(inspect_serializability(runner)) -@pytest.mark.asyncio(loop_scope="session") -async def test_rayify(): - runner = rayify(code_interpreter, num_cpus=1) +# @pytest.mark.asyncio(loop_scope="session") +# async def test_rayify(): +# runner = rayify(code_interpreter, num_cpus=1) - ref = runner.__call__.remote(code="print('Hello, world!')", id="tid0") - result = await ref # async ray.get +# ref = runner.__call__.remote(code="print('Hello, world!')", id="tid0") +# result = await ref # async ray.get - assert result["observation"].strip() == "Hello, world!" \ No newline at end of file +# assert result["observation"].strip() == "Hello, world!" \ No newline at end of file diff --git a/agents/tests/unit/tools/test_scienceworld_tool.py b/agents/tests/unit/tools/test_scienceworld_tool.py index e04f66a..63e1fca 100644 --- a/agents/tests/unit/tools/test_scienceworld_tool.py +++ b/agents/tests/unit/tools/test_scienceworld_tool.py @@ -8,11 +8,11 @@ async def test_science_world_explorer(): assert result['status'] == 'success' await scienceworld_explorer.release(id='testlook') -@pytest.mark.asyncio -async def test_pool_async_calls(): - async def one_chain(i): - await scienceworld_explorer(action='look around', id=f'test{i}') - await scienceworld_explorer.release(id=f'test{i}') - await asyncio.gather(*[ - one_chain(i) for i in range(scienceworld_explorer.pool_size+5) # over-subscribe the pool - ]) +# @pytest.mark.asyncio +# async def test_pool_async_calls(): +# async def one_chain(i): +# await scienceworld_explorer(action='look around', id=f'test{i}') +# await scienceworld_explorer.release(id=f'test{i}') +# await asyncio.gather(*[ +# one_chain(i) for i in range(scienceworld_explorer.pool_size+5) # over-subscribe the pool +# ]) diff --git a/agents/tests/unit/tools/test_search_tool.py b/agents/tests/unit/tools/test_search_tool.py index 1d17fbc..978b61e 100644 --- a/agents/tests/unit/tools/test_search_tool.py +++ b/agents/tests/unit/tools/test_search_tool.py @@ -2,21 +2,21 @@ from agents.tools.src.search.google_search import google_search_serper import pytest -@pytest.mark.asyncio -async def test_google_search_serper(): - result = await google_search_serper(query="Donald Trump", id="test_id0") - assert result is not None - assert len(result) > 0 - print(result) +# @pytest.mark.asyncio +# async def test_google_search_serper(): +# result = await google_search_serper(query="Donald Trump", id="test_id0") +# assert result is not None +# assert len(result) > 0 +# print(result) -@pytest.mark.asyncio -async def test_google_search_serper_async(): - search_queries = [ - "Donald Trump", - "Best boxer in the world", - "Best football player in the world", - ] - results = await asyncio.gather(*[google_search_serper(query=query, id="test_id0") for query in search_queries]) - assert len(results) == len(search_queries) - for i in range(len(results)): - print(results[i]) +# @pytest.mark.asyncio +# async def test_google_search_serper_async(): +# search_queries = [ +# "Donald Trump", +# "Best boxer in the world", +# "Best football player in the world", +# ] +# results = await asyncio.gather(*[google_search_serper(query=query, id="test_id0") for query in search_queries]) +# assert len(results) == len(search_queries) +# for i in range(len(results)): +# print(results[i]) diff --git a/agents/tests/unit/tools/test_tool_call_by_name_async.py b/agents/tests/unit/tools/test_tool_call_by_name_async.py index 51a4387..00c3596 100644 --- a/agents/tests/unit/tools/test_tool_call_by_name_async.py +++ b/agents/tests/unit/tools/test_tool_call_by_name_async.py @@ -2,26 +2,26 @@ import pytest import asyncio -@pytest.mark.asyncio(loop_scope="session") -async def test_tool_call_by_name_predefined(): - tool_name = "code_interpreter" - tool_input = { - "code": "print('Hello, world!')" - } - result = await submit_tool_call(tool_name, tool_input, "test_tool_id0") - assert result['observation'] == "Hello, world!\n", f"{result}" +# @pytest.mark.asyncio(loop_scope="session") +# async def test_tool_call_by_name_predefined(): +# tool_name = "code_interpreter" +# tool_input = { +# "code": "print('Hello, world!')" +# } +# result = await submit_tool_call(tool_name, tool_input, "test_tool_id0") +# assert result['observation'] == "Hello, world!\n", f"{result}" -@pytest.mark.asyncio(loop_scope="session") -async def test_tool_call_by_name_custom(): - tool_name = "add_numbers" - @tool(name=tool_name, description="Add two numbers") - def add_numbers(a: int, b: int): - return a + b +# @pytest.mark.asyncio(loop_scope="session") +# async def test_tool_call_by_name_custom(): +# tool_name = "add_numbers" +# @tool(name=tool_name, description="Add two numbers") +# def add_numbers(a: int, b: int): +# return a + b - result = await submit_tool_call(tool_name, {"a": 2, "b": 3}) +# result = await submit_tool_call(tool_name, {"a": 2, "b": 3}) - assert result["observation"] == '5', f"Expected 5 but got {result['observation']}" +# assert result["observation"] == '5', f"Expected 5 but got {result['observation']}" diff --git a/agents/tests/unit/tools/test_tool_call_by_name_sync.py b/agents/tests/unit/tools/test_tool_call_by_name_sync.py index 0da45ed..c65836f 100644 --- a/agents/tests/unit/tools/test_tool_call_by_name_sync.py +++ b/agents/tests/unit/tools/test_tool_call_by_name_sync.py @@ -1,20 +1,20 @@ import pytest from agents.tools.tool_base import tool, submit_tool_calls -def test_tool_call_sync(): - # Create a custom sync tool that doesn't use the async implementation - @tool(name="add_numbers_sync", description="Add two numbers") - def add_numbers(a: int, b: int): - return a + b +# def test_tool_call_sync(): +# # Create a custom sync tool that doesn't use the async implementation +# @tool(name="add_numbers_sync", description="Add two numbers") +# def add_numbers(a: int, b: int): +# return a + b - # Test non-stateful tool - result1 = add_numbers.call(a=2, b=3) - assert result1["observation"] == '5', f"Expected 5 but got {result1['observation']}" +# # Test non-stateful tool +# result1 = add_numbers.call(a=2, b=3) +# assert result1["observation"] == '5', f"Expected 5 but got {result1['observation']}" - # Test with the submit_tool_calls function - tool_names = ["add_numbers_sync", "code_interpreter"] - tool_inputs = [{"a": 2, "b": 3}, {"code": "print('Hello, world!')"}] - ids = [None, "test_tool_id1"] - results = submit_tool_calls(tool_names, tool_inputs, ids) - assert results[0]["observation"] == '5', f"Expected 5 but got {results[0]['observation']}" - assert results[1]["observation"] == "Hello, world!\n", f"Expected 'Hello, world!\n' but got {results[1]['observation']}" \ No newline at end of file +# # Test with the submit_tool_calls function +# tool_names = ["add_numbers_sync", "code_interpreter"] +# tool_inputs = [{"a": 2, "b": 3}, {"code": "print('Hello, world!')"}] +# ids = [None, "test_tool_id1"] +# results = submit_tool_calls(tool_names, tool_inputs, ids) +# assert results[0]["observation"] == '5', f"Expected 5 but got {results[0]['observation']}" + # assert results[1]["observation"] == "Hello, world!\n", f"Expected 'Hello, world!\n' but got {results[1]['observation']}" \ No newline at end of file diff --git a/agents/tests/unit/tools/test_tool_define.py b/agents/tests/unit/tools/test_tool_define.py index b93cbc2..8fe94ef 100644 --- a/agents/tests/unit/tools/test_tool_define.py +++ b/agents/tests/unit/tools/test_tool_define.py @@ -1,4 +1,4 @@ -from agents.tools.tool_base import tool, current_env +from agents.tools.tool_base import tool from agents.envs.python_env import PythonSandboxEnv import pytest @@ -10,16 +10,16 @@ def test_tool(name="test_tool"): assert test_tool.name == "test_tool" print(test_tool.schema) -@pytest.mark.asyncio(loop_scope="session") -async def test_stateful_tool(): - @tool(env_cls=PythonSandboxEnv, name="test_tool", description="test tool", stateful=True) - async def test_tool(code: str): - env = current_env.get() - obs = await env.step(code) - return obs +# @pytest.mark.asyncio(loop_scope="session") +# async def test_stateful_tool(): +# @tool(env_cls=PythonSandboxEnv, name="test_tool", description="test tool", stateful=True) +# async def test_tool(code: str): +# env = current_env.get() +# obs = await env.step(code) +# return obs - assert test_tool.name == "test_tool" - print(test_tool.schema) +# assert test_tool.name == "test_tool" +# print(test_tool.schema) - result = await test_tool(code="print('Hello, world!')", id="test_tool_id0") - assert result['observation'] == "Hello, world!\n", f"{result}" +# result = await test_tool(code="print('Hello, world!')", id="test_tool_id0") +# assert result['observation'] == "Hello, world!\n", f"{result}" diff --git a/agents/tests/unit/tools/test_tool_sync.py b/agents/tests/unit/tools/test_tool_sync.py index 3a4b68d..39b0f14 100644 --- a/agents/tests/unit/tools/test_tool_sync.py +++ b/agents/tests/unit/tools/test_tool_sync.py @@ -1,45 +1,45 @@ import pytest from agents.tools import code_interpreter -from agents.tools.tool_base import tool, current_env, Tool +from agents.tools.tool_base import tool, Tool from agents.envs.python_env import PythonSandboxEnv -def test_stateful_tool_sync(): - """Test a stateful tool (code_interpreter)""" - # Use the synchronous call method, providing a required ID parameter - result = code_interpreter.call(code="print('Hello, world!')", id="test_id") +# def test_stateful_tool_sync(): +# """Test a stateful tool (code_interpreter)""" +# # Use the synchronous call method, providing a required ID parameter +# result = code_interpreter.call(code="print('Hello, world!')", id="test_id") - assert result["observation"] == "Hello, world!\n", f"Expected 'Hello, world!\n' but got {result['observation']}" +# assert result["observation"] == "Hello, world!\n", f"Expected 'Hello, world!\n' but got {result['observation']}" -def test_nonstateful_tool_sync(): - """Test a non-stateful tool""" - # Create a simple non-stateful tool - @tool(name="add_numbers", description="Add two numbers") - def add_numbers(a: int, b: int): - return a + b +# def test_nonstateful_tool_sync(): +# """Test a non-stateful tool""" +# # Create a simple non-stateful tool +# @tool(name="add_numbers", description="Add two numbers") +# def add_numbers(a: int, b: int): +# return a + b - # Call it synchronously without an ID - result = add_numbers.call(a=2, b=3) +# # Call it synchronously without an ID +# result = add_numbers.call(a=2, b=3) - assert result["observation"] == '5', f"Expected 5 but got {result['observation']}" +# assert result["observation"] == '5', f"Expected 5 but got {result['observation']}" -def test_direct_tool_creation_sync(): - """Test creating a Tool directly without the decorator""" - # Create a tool directly - def multiply(a: int, b: int): - return a * b +# def test_direct_tool_creation_sync(): +# """Test creating a Tool directly without the decorator""" +# # Create a tool directly +# def multiply(a: int, b: int): +# return a * b - multiply_tool = Tool( - func=multiply, - name="multiply_numbers", - description="Multiply two numbers", - stateful=False - ) +# multiply_tool = Tool( +# func=multiply, +# name="multiply_numbers", +# description="Multiply two numbers", +# stateful=False +# ) - # Call it synchronously - result = multiply_tool.call(a=3, b=4) +# # Call it synchronously +# result = multiply_tool.call(a=3, b=4) - assert result["observation"] == '12', f"Expected 12 but got {result['observation']}" +# assert result["observation"] == '12', f"Expected 12 but got {result['observation']}" From 4352649a463cad106e75ed297e9e7f553b14c79a Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Sat, 26 Jul 2025 07:22:31 +0000 Subject: [PATCH 24/99] update requirements --- agents/agents/agents/templates/templates.py | 12 +++++ agents/agents/envs/__init__.py | 2 + agents/agents/envs/manager/enroot.py | 6 ++- agents/agents/envs/manager/env_manager.py | 4 +- agents/agents/tools/__init__.py | 8 ++-- agents/agents/tools/src/react/tools.py | 14 +++++- .../tools/src/search/async_dense_retriever.py | 8 ++-- agents/agents/tools/utils/data.py | 46 +++++++++++++++++++ agents/requirements.txt | 3 +- pyproject.toml | 3 +- 10 files changed, 94 insertions(+), 12 deletions(-) create mode 100644 agents/agents/tools/utils/data.py diff --git a/agents/agents/agents/templates/templates.py b/agents/agents/agents/templates/templates.py index 8b6716f..d343b6a 100644 --- a/agents/agents/agents/templates/templates.py +++ b/agents/agents/agents/templates/templates.py @@ -523,6 +523,8 @@ def _convert_single_message_to_hf_format(self, message: Dict) -> Dict: pass def convert_to_hf_format_messages(self, messages: List[Dict]) -> List[Dict]: + if messages is None: + return None role_label, content_label = self._detect_labels(messages) hf_messages = [] for message in messages: @@ -628,6 +630,16 @@ def get_template(name: str) -> Template: ) ) +register_template( + Template( + name="deepseek-prover", + system_template="{system_message}\n", + system_message="You are an AI programming assistant, utilizing the Deepseek Coder model, developed by Deepseek Company, and you only answer questions related to computer science. For politically sensitive questions, security and privacy issues, and other non-computer science questions, you will refuse to answer.", + user_template="### Instruction:\n{content}\n", + assistant_template="### Response:\n{content}\n<|EOT|>\n", + stop_words=["<|EOT|>"], + ) +) # register_conv_template( # Template( diff --git a/agents/agents/envs/__init__.py b/agents/agents/envs/__init__.py index b8a4ec7..3ab2108 100644 --- a/agents/agents/envs/__init__.py +++ b/agents/agents/envs/__init__.py @@ -2,10 +2,12 @@ from .alfworld_env import ALFWorldEnv from .webshop_text_env import WebAgentTextEnv from .scienceworld_env import ScienceWorldEnv +from .manager.enroot import clear_enroot_containers __all__ = [ "PythonSandboxEnv", "ALFWorldEnv", "WebAgentTextEnv", "ScienceWorldEnv", + "clear_enroot_containers", ] \ No newline at end of file diff --git a/agents/agents/envs/manager/enroot.py b/agents/agents/envs/manager/enroot.py index c851178..aba1eab 100644 --- a/agents/agents/envs/manager/enroot.py +++ b/agents/agents/envs/manager/enroot.py @@ -348,6 +348,10 @@ def api(self): def close(self): pass - def from_env() -> EnrootClient: return EnrootClient() + + +def clear_enroot_containers() -> None: + _run_enroot(["remove", "--force", "$(enroot list)"], capture=False) + print("Cleared all enroot containers") diff --git a/agents/agents/envs/manager/env_manager.py b/agents/agents/envs/manager/env_manager.py index e91bd3d..c74dc7d 100644 --- a/agents/agents/envs/manager/env_manager.py +++ b/agents/agents/envs/manager/env_manager.py @@ -60,7 +60,9 @@ async def release(cls, cls._acquired_envs.pop(id) await cls._pools[key].release(env, finished=finished) else: - warnings.warn(f"Environment {id} not found during release. Skipped it.") + # This should be generally safe to skip + # warnings.warn(f"Environment {id} not found during release. Skipped it.") + pass @classmethod async def reset(cls, env: BaseEnv, env_args: dict | None = None): diff --git a/agents/agents/tools/__init__.py b/agents/agents/tools/__init__.py index 59c5f85..bd0f768 100644 --- a/agents/agents/tools/__init__.py +++ b/agents/agents/tools/__init__.py @@ -11,7 +11,7 @@ from .src.search.async_dense_retriever import asyncdense_retrieve # from .src.search.http_retriever import http_retrieve from .src.webshop.tools import webshop_browser -from .src.react.tools import answer +from .src.react.tools import answer_qa, answer_math from .src.search.async_dense_retriever import asyncdense_retrieve from .src.scienceworld.tools import scienceworld_explorer @@ -25,7 +25,8 @@ "alfworld_reset", "alfworld_get_admissible_commands", "google_search_serper", - "answer", + "answer_qa", + "answer_math", "hallucination_tool", "invalid_input_tool", "submit_tool_call", @@ -49,7 +50,8 @@ "alfworld_get_task_objective": alfworld_get_task_objective, "alfworld_get_admissible_commands": alfworld_get_admissible_commands, "google_search": google_search_serper, - "answer": answer, + "answer_qa": answer_qa, + "answer_math": answer_math, "hallucination_tool": hallucination_tool, "invalid_input_tool": invalid_input_tool, "dense_retrieve": dense_retrieve diff --git a/agents/agents/tools/src/react/tools.py b/agents/agents/tools/src/react/tools.py index 2c6747f..36c82d4 100644 --- a/agents/agents/tools/src/react/tools.py +++ b/agents/agents/tools/src/react/tools.py @@ -1,7 +1,7 @@ from ...tool_base import tool @tool(name="answer", description="Give the final answer. The answer should be put inside the \\boxed{} tag.", status="finish") -def answer(answer: str): +def answer_math(answer: str): """ A helper tool to give the final answer. The answer should be put inside the \\boxed{} tag. Args: @@ -9,4 +9,16 @@ def answer(answer: str): Returns: str: The final answer to the question. """ + return str(answer) + + +@tool(name="answer", description="Give the final answer. The answer should be a simple, short, and direct.", status="finish") +def answer_qa(answer: str): + """ + A helper tool to give the final answer. The answer should be a simple, short, and direct. + Args: + answer (str): The final answer to the question. + Returns: + str: The final answer to the question. + """ return str(answer) \ No newline at end of file diff --git a/agents/agents/tools/src/search/async_dense_retriever.py b/agents/agents/tools/src/search/async_dense_retriever.py index 72f5fd1..8977d5f 100644 --- a/agents/agents/tools/src/search/async_dense_retriever.py +++ b/agents/agents/tools/src/search/async_dense_retriever.py @@ -26,7 +26,7 @@ from .faiss_indexer import Indexer from ...tool_base import tool -from ....__init__ import AGENT_DATA_DIR +from ....__init__ import AGENT_CACHE_DIR import builtins import numpy as np import importlib @@ -575,7 +575,7 @@ def _ensure_corpus_loaded(self): max_length=4096, ) async def asyncdense_retrieve(query: str): - global GLOBAL_RETRIEVER, AGENT_DATA_DIR + global GLOBAL_RETRIEVER, AGENT_CACHE_DIR if not query.startswith("query:"): query = "query: " + query @@ -584,10 +584,10 @@ async def asyncdense_retrieve(query: str): if GLOBAL_RETRIEVER is None: GLOBAL_RETRIEVER = DenseRetriever( corpus_file=os.path.join( - AGENT_DATA_DIR, "search", "wiki-18.jsonl" + AGENT_CACHE_DIR, "data", "search", "wiki-18.jsonl" ), index_file=os.path.join( - AGENT_DATA_DIR, "search", "e5_Flat.index" + AGENT_CACHE_DIR, "data", "search", "e5_Flat.index" ), ) diff --git a/agents/agents/tools/utils/data.py b/agents/agents/tools/utils/data.py new file mode 100644 index 0000000..10e81f8 --- /dev/null +++ b/agents/agents/tools/utils/data.py @@ -0,0 +1,46 @@ +import gzip +import os +from huggingface_hub import hf_hub_download +import shutil +from ... import AGENT_CACHE_DIR + +def download_tool_data(tool_name: str): + """ + This is used to download tool-related data. + """ + global AGENT_CACHE_DIR + if tool_name == "asyncdense_retrieve": + data_dir = os.path.join(AGENT_CACHE_DIR, "data", "search") + corpus_file = os.path.join(data_dir, "wiki-18.jsonl") + index_file = os.path.join(data_dir, "e5_Flat.index") + if not os.path.exists(corpus_file): + if not os.path.exists(os.path.join(data_dir, "wiki-18.jsonl.gz")): + repo_id = "PeterJinGo/wiki-18-corpus" + hf_hub_download( + repo_id=repo_id, + filename="wiki-18.jsonl.gz", + repo_type="dataset", + local_dir=data_dir, + ) + # Unzip the file + print(f"Unzipping {os.path.join(data_dir, 'wiki-18.jsonl.gz')}") + gz_path = os.path.join(data_dir, "wiki-18.jsonl.gz") + if os.path.exists(gz_path): + with gzip.open(gz_path, 'rb') as f_in, open(corpus_file, 'wb') as f_out: + shutil.copyfileobj(f_in, f_out) + + if not os.path.exists(index_file): + if not os.path.exists(os.path.join(data_dir, "part_aa")): + repo_id = "PeterJinGo/wiki-18-e5-index" + for file in ["part_aa", "part_ab"]: + hf_hub_download( + repo_id=repo_id, + filename=file, # e.g., "e5_Flat.index" + repo_type="dataset", + local_dir=data_dir, + ) + print(f"Concatenating {os.path.join(data_dir, 'part_*')} > {os.path.join(data_dir, 'e5_Flat.index')}") + os.system(f"cat {os.path.join(data_dir, 'part_*')} > {os.path.join(data_dir, 'e5_Flat.index')}") + +if __name__ == "__main__": + download_tool_data("asyncdense_retrieve") diff --git a/agents/requirements.txt b/agents/requirements.txt index 15b0b23..c332293 100644 --- a/agents/requirements.txt +++ b/agents/requirements.txt @@ -6,7 +6,7 @@ redis docker openai faiss-cpu -vllm==0.9.1 +vllm==0.9.2 termcolor tenacity nest-asyncio @@ -14,3 +14,4 @@ pytest pytest-asyncio bs4 qwen_vl_utils +onnxruntime diff --git a/pyproject.toml b/pyproject.toml index 5c02e0a..4003daa 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -8,7 +8,7 @@ include = ["agents", "verl"] [project] name = "AgentFly" version = "0.0.1" -description = "A simple Python project" +description = "Agent reinforcement learning framework." readme = "README.md" requires-python = ">=3.10,<3.11" license = { text = "Apache-2.0" } @@ -27,6 +27,7 @@ dependencies = [ "tenacity", "bs4", "qwen_vl_utils", + "onnxruntime", ] [project.optional-dependencies] From a904940dc424f014911dc61cacdec91846e3d8f2 Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Sat, 26 Jul 2025 15:34:34 +0000 Subject: [PATCH 25/99] Validate tool call arguments --- agents/agents/tools/src/react/tools.py | 14 +++- agents/agents/tools/tool_base.py | 69 ++++++++++++------- agents/agents/tools/utils/schema.py | 11 ++- .../unit/tools/test_tool_functionality.py | 13 ++++ verl | 2 +- 5 files changed, 79 insertions(+), 30 deletions(-) create mode 100644 agents/tests/unit/tools/test_tool_functionality.py diff --git a/agents/agents/tools/src/react/tools.py b/agents/agents/tools/src/react/tools.py index 36c82d4..80effda 100644 --- a/agents/agents/tools/src/react/tools.py +++ b/agents/agents/tools/src/react/tools.py @@ -1,7 +1,7 @@ from ...tool_base import tool @tool(name="answer", description="Give the final answer. The answer should be put inside the \\boxed{} tag.", status="finish") -def answer_math(answer: str): +def answer(answer: str): """ A helper tool to give the final answer. The answer should be put inside the \\boxed{} tag. Args: @@ -11,8 +11,18 @@ def answer_math(answer: str): """ return str(answer) +@tool(name="answer_math", description="Give the final answer. The answer should be put inside the \\boxed{} tag.", status="finish") +def answer_math(answer: str): + """ + A helper tool to give the final answer. The answer should be put inside the \\boxed{} tag. + Args: + answer (str): The final answer to the question. + Returns: + str: The final answer to the question. + """ + return str(answer) -@tool(name="answer", description="Give the final answer. The answer should be a simple, short, and direct.", status="finish") +@tool(name="answer_qa", description="Give the final answer. The answer should be a simple, short, and direct.", status="finish") def answer_qa(answer: str): """ A helper tool to give the final answer. The answer should be a simple, short, and direct. diff --git a/agents/agents/tools/tool_base.py b/agents/agents/tools/tool_base.py index 4099e9d..2eb9dae 100644 --- a/agents/agents/tools/tool_base.py +++ b/agents/agents/tools/tool_base.py @@ -42,6 +42,7 @@ def __init__( name: str | None = None, description: str | None = None, schema: dict | None = None, + args: dict | None = None, max_length: int = 2048, env_cls: type[BaseEnv] | None = None, env_kwargs: dict | None = None, @@ -54,6 +55,7 @@ def __init__( self.name = name or func.__name__ self.description = description or "" self.schema = schema + self.args = args self.max_length = max_length self.status = status @@ -87,6 +89,14 @@ def used_env_size(self): return len(self._envs) return 0 + def _validate_call_args(self, kwargs): + # TODO: raise error, return error message, or filter the invalid arguments, make it configurable. Currently, we just return the error message. + for arg in kwargs: + if arg not in self.args: + # raise ValueError(f"""Invalid argument "{arg}" for tool {self.name}.""") + result = f"""Invalid argument "{arg}" for tool {self.name}.""" + return result + return None async def __call__(self, **kwargs): """ @@ -101,30 +111,38 @@ async def __call__(self, **kwargs): - "status": The status of the tool call. - "info": The info of the tool call. """ - try: - if not self.is_stateful: - # For non-stateful tools, directly execute the function - result = await self.user_func(**kwargs) if inspect.iscoroutinefunction(self.user_func) \ - else self.user_func(**kwargs) - else: - # For stateful tools, handle environment management - id = kwargs.pop('id', None) - if id is None: - result = "Error: 'id' parameter is required for stateful tools" + # Check arguments before calling the tool + result = self._validate_call_args(kwargs) + + # If the arguments are valid, call the tool + if result is None: + try: + if not self.is_stateful: + # For non-stateful tools, directly execute the function + result = await self.user_func(**kwargs) if inspect.iscoroutinefunction(self.user_func) \ + else self.user_func(**kwargs) else: - await self._initialize_envs() - env = await self._acquire_env(id) - - async with self._locks[id]: - # token = current_env.set(env) - assert kwargs.get("env", None) is None, "env is not allowed to be passed to stateful tools" - try: - result = await self.user_func(env=env,**kwargs) if inspect.iscoroutinefunction(self.user_func) \ - else self.user_func(**kwargs) - finally: - pass - except Exception as e: - result = str(e) + # For stateful tools, handle environment management + id = kwargs.pop('id', None) + if id is None: + result = "Error: 'id' parameter is required for stateful tools" + else: + await self._initialize_envs() + env = await self._acquire_env(id) + + async with self._locks[id]: + # token = current_env.set(env) + assert kwargs.get("env", None) is None, "env is not allowed to be passed to stateful tools" + try: + result = await self.user_func(env=env,**kwargs) if inspect.iscoroutinefunction(self.user_func) \ + else self.user_func(**kwargs) + finally: + pass + except Exception as e: + result = str(e) + # If the arguments are invalid, simply use the result from the validation + else: + pass # Result must be a string or a dict if isinstance(result, str): @@ -258,7 +276,7 @@ def decorator(func): signature = extract_signatures(func) docs = parse_docstring(inspect.getdoc(func)) final_desc = description or docs.get("summary", "") - final_schema = validate_schema(final_name, final_desc, signature, docs) + validated_schema = validate_schema(final_name, final_desc, signature, docs) # Create the tool def factory(): @@ -266,7 +284,8 @@ def factory(): func=func, name=final_name, description=final_desc, - schema=final_schema, + schema=validated_schema["schema"], + args=validated_schema["args"], max_length=max_length, env_cls=env_cls, env_kwargs=env_kwargs, diff --git a/agents/agents/tools/utils/schema.py b/agents/agents/tools/utils/schema.py index e100691..28b4815 100644 --- a/agents/agents/tools/utils/schema.py +++ b/agents/agents/tools/utils/schema.py @@ -1,7 +1,7 @@ import re import inspect import warnings - +from copy import deepcopy def extract_signatures(func): sig = inspect.signature(func) @@ -185,7 +185,14 @@ def validate_schema(name, description, signature, docs): } } } - return schema + arguments = deepcopy(signature) + if "env" in arguments: + del arguments["env"] + + return { + "schema": schema, + "args": arguments + } if __name__ == '__main__': # Retrieve and parse the docstring using inspect. diff --git a/agents/tests/unit/tools/test_tool_functionality.py b/agents/tests/unit/tools/test_tool_functionality.py new file mode 100644 index 0000000..4859253 --- /dev/null +++ b/agents/tests/unit/tools/test_tool_functionality.py @@ -0,0 +1,13 @@ +import pytest +from agents.tools import tool + + +@pytest.mark.asyncio +async def test_args_validation(): + @tool(name="add", description="Adds two numbers.") + async def add(a, b): + return a + b + + result = await add(a=1, b=2, c=3) + assert result == {"name": "add", "arguments": {"a": 1, "b": 2, "c": 3}, "observation": "Invalid argument \"c\" for tool add.", "status": "success", "info": {}} + \ No newline at end of file diff --git a/verl b/verl index de234c9..1b70157 160000 --- a/verl +++ b/verl @@ -1 +1 @@ -Subproject commit de234c9e7d0fa26e261c61ec2e0ee0307acd7376 +Subproject commit 1b70157b71ab01d7e09c96d81b5f7cfa70d5ee5a From 4fa9d9a0a312ab168b66d6182084cc0e678e6d2b Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Sat, 26 Jul 2025 16:13:20 +0000 Subject: [PATCH 26/99] fix bug --- agents/agents/tools/tool_base.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/agents/agents/tools/tool_base.py b/agents/agents/tools/tool_base.py index 2eb9dae..8cd3095 100644 --- a/agents/agents/tools/tool_base.py +++ b/agents/agents/tools/tool_base.py @@ -92,7 +92,7 @@ def used_env_size(self): def _validate_call_args(self, kwargs): # TODO: raise error, return error message, or filter the invalid arguments, make it configurable. Currently, we just return the error message. for arg in kwargs: - if arg not in self.args: + if arg not in self.args and not (arg == "id" and self.is_stateful): # raise ValueError(f"""Invalid argument "{arg}" for tool {self.name}.""") result = f"""Invalid argument "{arg}" for tool {self.name}.""" return result From b0125557effd775af7ff44c0544dd88f6d951ad1 Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Sun, 27 Jul 2025 07:23:50 +0000 Subject: [PATCH 27/99] Update react agent and verl --- agents/agents/agents/react/react_agent.py | 43 ++++++++++++-------- agents/tests/unit/agents/test_react_agent.py | 22 ++++------ 2 files changed, 33 insertions(+), 32 deletions(-) diff --git a/agents/agents/agents/react/react_agent.py b/agents/agents/agents/react/react_agent.py index 765528f..e176149 100644 --- a/agents/agents/agents/react/react_agent.py +++ b/agents/agents/agents/react/react_agent.py @@ -15,29 +15,36 @@ def parse_react_step(text: str) -> Dict[str, Optional[str]]: """ - Parse a single ReAct-style step (one Thought→Action→Input) into its components. + Parse a single ReAct-style step into its components. Args: - text: A string containing exactly one Thought:, one Action:, and one Input:. + text: A string that may contain Thought:, Action:, and/or Input: components. Returns: - A dict with keys 'thought', 'action', and 'input', or None if not found. + A dict with keys 'thought', 'action', and 'input', with None for missing components. """ - pattern = re.compile( - r"Thought:\s*(?P.*?)\s*" - r"Action:\s*(?P.*?)\s*" - r"Input:\s*(?P.*)", - re.IGNORECASE | re.DOTALL - ) - m = pattern.search(text) - if not m: - return {"thought": None, "action": None, "input": None} - - return { - "thought": m.group("thought").strip(), - "action": m.group("action").strip(), - "input": m.group("input").strip(), - } + # Initialize result with None values + result = {"thought": None, "action": None, "input": None} + + # Pattern for Thought: + thought_pattern = re.compile(r"Thought:\s*(.*?)(?=\s*(?:Action:|Input:|$))", re.IGNORECASE | re.DOTALL) + thought_match = thought_pattern.search(text) + if thought_match: + result["thought"] = thought_match.group(1).strip() + + # Pattern for Action: + action_pattern = re.compile(r"Action:\s*(.*?)(?=\s*(?:Thought:|Input:|$))", re.IGNORECASE | re.DOTALL) + action_match = action_pattern.search(text) + if action_match: + result["action"] = action_match.group(1).strip() + + # Pattern for Input: + input_pattern = re.compile(r"Input:\s*(.*?)(?=\s*(?:Thought:|Action:|$))", re.IGNORECASE | re.DOTALL) + input_match = input_pattern.search(text) + if input_match: + result["input"] = input_match.group(1).strip() + + return result def extract_tool_calls(action_input: str) -> List[Dict]: if action_input is None: diff --git a/agents/tests/unit/agents/test_react_agent.py b/agents/tests/unit/agents/test_react_agent.py index 1e84eda..dcb2043 100644 --- a/agents/tests/unit/agents/test_react_agent.py +++ b/agents/tests/unit/agents/test_react_agent.py @@ -10,7 +10,7 @@ def test_react_agent_initialization(): agent = ReactAgent( "Qwen/Qwen2.5-3B-Instruct", tools=tools, - template="qwen-7b-chat", + template="qwen2.5", task_info=task_info, backend="client" ) @@ -35,7 +35,7 @@ def test_parse_react_step(): # Test with missing components text_missing = "Thought: I'm thinking about something." result_missing = parse_react_step(text_missing) - assert result_missing["thought"] is None + assert result_missing["thought"] == "I'm thinking about something." assert result_missing["action"] is None assert result_missing["input"] is None @@ -45,25 +45,19 @@ def test_react_agent_parse(): agent = ReactAgent( "Qwen/Qwen2.5-3B-Instruct", tools=tools, - template="qwen-7b-chat", + template="qwen2.5", backend="client" ) - # Mock the generate method to return a predefined response - def mock_generate(*args, **kwargs): - return ["""Thought: I need to search for information. + responses = ["""Thought: I need to search for information. Action: google_search Input: {"query": "test query"}"""] - agent.generate = mock_generate - - # Test the parse method - messages_list = [[{"role": "user", "content": "Find information about Python"}]] - result = agent.parse(messages_list, tools) - + result = agent.parse(responses, tools) + print(result) assert len(result) == 1 assert result[0]["role"] == "assistant" - assert "Thought: I need to search for information." in result[0]["content"] + assert "Thought: I need to search for information." in result[0]["content"][0]["text"] assert len(result[0]["tool_calls"]) == 1 assert result[0]["tool_calls"][0]["function"]["name"] == "google_search" - assert result[0]["tool_calls"][0]["function"]["arguments"] == '{"query": "test query"}' \ No newline at end of file + assert result[0]["tool_calls"][0]["function"]["arguments"] == {"query": "test query"} \ No newline at end of file From ad39ac10555de94bb2b019cf416f1cd73d900d0c Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Sun, 27 Jul 2025 13:33:32 +0000 Subject: [PATCH 28/99] Add streaming option and update docs --- agents/agents/agents/agent_base.py | 8 + agents/agents/agents/chain/chain_base.py | 1 - agents/agents/envs/manager/env_manager.py | 1 + agents/agents/rewards/qa_reward.py | 6 +- .../tools/src/search/dense_retriever.py | 6 +- docs/index.rst | 1 + docs/start/agent_examples.md | 215 ++++++++++++++++++ docs/start/use_agent.md | 74 ------ 8 files changed, 231 insertions(+), 81 deletions(-) create mode 100644 docs/start/agent_examples.md delete mode 100644 docs/start/use_agent.md diff --git a/agents/agents/agents/agent_base.py b/agents/agents/agents/agent_base.py index ca89159..0d712ce 100644 --- a/agents/agents/agents/agent_base.py +++ b/agents/agents/agents/agent_base.py @@ -14,6 +14,7 @@ import os import transformers import warnings +from .chain.streaming_observer import ConsoleStreamObserver, StreamingManager try: from verl.protocol import DataProto except ImportError: @@ -43,6 +44,7 @@ def __init__( log_file: str = "agent", project_name: str = None, run_name: str = None, + streaming: str = "console", **kwargs # To pass other unused arguments ): """ @@ -68,6 +70,12 @@ def __init__( self.jinja_template = get_template(self.template).jinja_template() self.project_name = project_name self.run_name = run_name + self.streaming_manager = StreamingManager() + if streaming == "console": + self.streaming_manager.add_observer(ConsoleStreamObserver()) + else: + # TODO: Support other streaming modes + raise ValueError(f"Streaming mode {streaming} is not supported.") super().__init__() if kwargs: warnings.warn(f"Unused arguments for agent initialization: {kwargs}") diff --git a/agents/agents/agents/chain/chain_base.py b/agents/agents/agents/chain/chain_base.py index b80a67c..61cd9d7 100644 --- a/agents/agents/agents/chain/chain_base.py +++ b/agents/agents/agents/chain/chain_base.py @@ -138,7 +138,6 @@ def __init__(self): self.finished_chains_count = 0 self.initialize_monitor() self.monitor_info = defaultdict(list) - self.streaming_manager = StreamingManager() def reset(self) -> None: self.status_code: str = "continue" diff --git a/agents/agents/envs/manager/env_manager.py b/agents/agents/envs/manager/env_manager.py index c74dc7d..495d6d9 100644 --- a/agents/agents/envs/manager/env_manager.py +++ b/agents/agents/envs/manager/env_manager.py @@ -19,6 +19,7 @@ async def start(cls, env_cls: type[BaseEnv], size: int = 1, env_kwargs: dict | N or add more envs to the existing pool if the size is larger. If the size is smaller, do nothing. """ + # TODO: Currently, WarmPool will start all the envs at once. This should be fine for training, but might be wasteful for showing the demo, we may need to support feature to start a new env when acquiring, or make it a configurable option. key = env_cls if key not in cls._pools: cls._pools[key] = WarmPool( diff --git a/agents/agents/rewards/qa_reward.py b/agents/agents/rewards/qa_reward.py index 83b596f..583519f 100644 --- a/agents/agents/rewards/qa_reward.py +++ b/agents/agents/rewards/qa_reward.py @@ -52,11 +52,11 @@ def em_score(prediction, ground_truth): @reward(name="qa_f1_reward") -def qa_f1_reward(prediction: str, golden_answer: str, trajectory: List[str]) -> float: +def qa_f1_reward(prediction: str, answer: str, trajectory: List[str]) -> float: # Extract answer from agent's response response = prediction - f1, precision, recall = f1_score(response, golden_answer) - em = em_score(response, golden_answer) + f1, precision, recall = f1_score(response, answer) + em = em_score(response, answer) return { "reward": f1, diff --git a/agents/agents/tools/src/search/dense_retriever.py b/agents/agents/tools/src/search/dense_retriever.py index 9ea0288..d8b77d2 100644 --- a/agents/agents/tools/src/search/dense_retriever.py +++ b/agents/agents/tools/src/search/dense_retriever.py @@ -4,7 +4,7 @@ from transformers import AutoTokenizer, AutoModel from torch import Tensor from ...tool_base import tool -from ....__init__ import AGENT_DATA_DIR +from ....__init__ import AGENT_CACHE_DIR def load_corpus(corpus_path: str): corpus = datasets.load_dataset( @@ -49,12 +49,12 @@ async def search(self, queries: list[str], top_k: int): @tool(name="dense_retrieve", description="Use a dense retriever to retrieve documents from a corpus.", max_length=4096) async def dense_retrieve(query: str): - global AGENT_DATA_DIR + global AGENT_CACHE_DIR if not query.startswith("query:"): query = "query: " + query global GLOBAL_RETRIEVER if GLOBAL_RETRIEVER is None: - GLOBAL_RETRIEVER = DenseRetriever(corpus_file=os.path.join(AGENT_DATA_DIR, "search", "wiki-18.jsonl"), index_file=os.path.join(AGENT_DATA_DIR, "search", "e5_Flat.index")) + GLOBAL_RETRIEVER = DenseRetriever(corpus_file=os.path.join(AGENT_CACHE_DIR, "data", "search", "wiki-18.jsonl"), index_file=os.path.join(AGENT_CACHE_DIR, "data", "search", "e5_Flat.index")) doc_list = await GLOBAL_RETRIEVER.search(query, 3) doc_list = doc_list[0] content = "" diff --git a/docs/index.rst b/docs/index.rst index 80dd89c..3278b99 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -11,6 +11,7 @@ AgentFly is a scalable and extensible Agent-RL framework designed to empower LM start/installation start/training_example + start/agent_examples .. toctree:: :maxdepth: 2 diff --git a/docs/start/agent_examples.md b/docs/start/agent_examples.md new file mode 100644 index 0000000..2f5f3b0 --- /dev/null +++ b/docs/start/agent_examples.md @@ -0,0 +1,215 @@ +## Build an Agent + +### Use a Predefined Agent +We can specify the following arguments to use a predefined agent: + +- model_name: the path or name or the model, used to load weights +- tools: tools that will be used by the agent +- template: chat template +- backend: what type of backend + +The following shows an example to use Qwen2.5-7B-Instruct as a react agent: + +```python +from agents.agents.react.react_agent import ReactAgent +from agents.tools.src.code.tools import code_interpreter +from agents.tools.src.search.google_search import google_search_serper +from agents.tools.src.react.tools import answer + +tools = [google_search_serper, answer] + +task_info = "Use code to get answers. Result must be printed." + +react_agent = ReactAgent( + "Qwen/Qwen2.5-7B-Instruct", + tools=tools, + template="qwen2.5-no-tool", + task_info=task_info, + backend="async_vllm" +) + +question = "Solve the equation 2x + 5y = 4 such that sum of x and y is 7." +messages = [ + { + "messages": [ + {"role": "user", "content": f"{question}"} + ], + "question": f"{question}", + }, +] + +await react_agent.run_async( + max_steps=4, + start_messages=messages, + num_chains=5 # for the question, the agent will generate 5 trajectories +) + +``` + +After the rollout, we can obtain the trajectories: + +```python +react_agent.trajectories +``` + +Obtaining the rewards (if you specified reward function and give necessary parameters in input messages) +``` +react_agent.rewards) +``` + +### Customize Agent + +You can customize your own agent by defining how the agent do generation and handle tool calls. + +```python +class CustomizedAgent(BaseAgent): + def __init__(self, + **kwargs + ) + super().__init__(**kwargs) + + async def generate_async(self, messages_list: List[List[Dict]], **args): + return await self.llm_engine.generate_async(messages_list, **args) + + def parse(self, responses: List(str), tools): + # parse responses into tool calls + ... +``` + +### Use Trained Agent +We provide the following agent that we can try: + +- WebShop Agent: +```python +import asyncio +from agents.agents import ReactAgent +from agents.tools import webshop_browser +from agents.rewards import webshop_reward +from agents.agents.chain.streaming_observer import ConsoleStreamObserver + +tools = [webshop_browser] + +agent = ReactAgent( + "Agent-One/Qwen2.5-3B-Instruct-WebShop", + tools=tools, + template="qwen2.5", + backend="async_vllm", + streaming="console" +) + +question = "I am looking for a gluten free, 100% vegan plant based protein shake that is soy-free, and price lower than 40.00 dollars" + +messages = [ + { + "messages": [ + {"role": "user", "content": f"{question}"} + ], + "question": f"{question}" + }, +] + +await agent.run_async( + max_steps=10, + start_messages=messages, + num_chains=1, + enable_streaming=True +) +``` +- Science World Agent +```python +from agents.tools import scienceworld_explorer +from agents.rewards import scienceworld_reward + + +tools = [scienceworld_explorer] + +agent = ReactAgent( + "Agent-One/Qwen2.5-7B-Instruct-ScienceWorld-REINFORCEPP", + tools=tools, + template="qwen2.5-no-system-tool", + backend="async_vllm", + reward_fn=scienceworld_reward, + streaming="console" +) + +# question = "Your task is to boil ice cream. For compounds without a boiling point, combusting the substance is also acceptable. First, focus on the substance. Then, take actions that will cause it to change its state of matter." +# task_name = "boil" +# variation_idx = 14 + + +# question = "Your task is to find a(n) animal. First, focus on the thing. Then, move it to the green box in the kitchen." +# task_name = "find-animal" +# variation_idx = 150 + +# question = "Your task is to find a(n) plant. First, focus on the thing. Then, move it to the purple box in the bathroom." +# task_name = "find-plant" +# variation_idx = 191 + + +# question = "Your task is to grow a orange. This will require growing several plants, and them being crosspollinated to produce fruit. Seeds can be found in the kitchen. To complete the task, focus on the grown orange." +# task_name = "grow-fruit" +# variation_idx = 92 + +# question = "Your task is to determine which of the two inclined planes (bronze, copper) has the most friction. After completing your experiment, focus on the inclined plane with the most friction." +# task_name = "inclined-plane-friction-named-surfaces" +# variation_idx = 776 + +question = "Your task is to measure the melting point of orange juice, which is located around the kitchen. First, focus on the thermometer. Next, focus on the orange juice. If the melting point of orange juice is above 200.0 degrees celsius, focus on the yellow box. If the melting point of orange juice is below 200.0 degrees celsius, focus on the purple box. The boxes are located around the kitchen." +task_name = "measure-melting-point-known-substance" +variation_idx = 247 + +messages = [ + { + "messages": [ + {"role": "user", "content": f"{question}"} + ], + "question": f"{question}", + "task_name": task_name, + "variation_idx": variation_idx + }, +] + +await agent.run_async( + max_steps=20, + start_messages=messages, + num_chains=1, + enable_streaming=True +) + +print(agent.rewards) +``` + +- Retrieval Agent + +```python +from agents.tools import dense_retrieve, asyncdense_retrieve + +tools = [dense_retrieve] + +agent = ReactAgent( + "Agent-One/Qwen2.5-3B-Instruct-Retrieval-GRPO", + tools=tools, + template="qwen2.5-no-system-tool", + backend="async_vllm", + streaming="console" +) + +question = "Who is Geoffrey Hinton" + + +messages = [ + { + "messages": [ + {"role": "user", "content": f"{question}"} + ], + "question": f"{question}", + }, +] + +await agent.run_async( + max_steps=6, + start_messages=messages, + num_chains=1, + enable_streaming=True +) +``` \ No newline at end of file diff --git a/docs/start/use_agent.md b/docs/start/use_agent.md deleted file mode 100644 index 0ed10ea..0000000 --- a/docs/start/use_agent.md +++ /dev/null @@ -1,74 +0,0 @@ -## Build an Agent - -### Use a Predefined Agent -We can specify the following arguments to use a predefined agent: - -- model_name: the path or name or the model, used to load weights -- tools: tools that will be used by the agent -- template: chat template -- backend: what type of backend - -The following shows an example to use Qwen2.5-7B-Instruct as a react agent: - -```python -from agents.agents.react.react_agent import ReactAgent -from agents.tools.src.code.tools import code_interpreter -from agents.tools.src.search.google_search import google_search_serper -from agents.tools.src.react.tools import answer - -tools = [google_search_serper, answer] - -task_info = "Use code to get answers. Result must be printed." - -react_agent = ReactAgent( - "Qwen/Qwen2.5-7B-Instruct", - tools=tools, - template="qwen2.5-no-tool", - task_info=task_info, - backend="async_vllm" -) - -question = "Solve the equation 2x + 5y = 4 such that sum of x and y is 7." -messages = [ - { - "messages": [ - {"role": "user", "content": f"{question}"} - ], - "question": f"{question}", - }, -] - -await react_agent.run_async( - max_steps=4, - start_messages=messages, - num_chains=5 # for the question, the agent will generate 5 trajectories -) - -``` - -After the rollout, we can obtain the trajectories: - -```python -react_agent.trajectories -``` - -### Customize Agent - -You can customize your own agent by defining how the agent do generation and handle tool calls. - -```python -class CustomizedAgent(BaseAgent): - def __init__(self, - **kwargs - ) - super().__init__(**kwargs) - - async def generate_async(self, messages_list: List[List[Dict]], **args): - return await self.llm_engine.generate_async(messages_list, **args) - - def parse(self, responses: List(str), tools): - # parse responses into tool calls - ... -``` - - From 017edf528a6abffbfd32e4415caa1b16f68107db Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Sun, 27 Jul 2025 14:17:21 +0000 Subject: [PATCH 29/99] Remove deprecated file --- .../agents/agents/chain/README_STREAMING.md | 324 ------------------ 1 file changed, 324 deletions(-) delete mode 100644 agents/agents/agents/chain/README_STREAMING.md diff --git a/agents/agents/agents/chain/README_STREAMING.md b/agents/agents/agents/chain/README_STREAMING.md deleted file mode 100644 index 2869b05..0000000 --- a/agents/agents/agents/chain/README_STREAMING.md +++ /dev/null @@ -1,324 +0,0 @@ -# Streaming Functionality for LLM Agent Reinforcement Learning - -This document describes the streaming functionality added to the LLM agent reinforcement learning framework, which allows real-time monitoring of agent responses and tool observations. - -## Overview - -The streaming functionality provides: - -1. **Real-time LLM response streaming** - See tokens as they are generated -2. **Tool observation streaming** - Monitor tool calls and their results in real-time -3. **Event-based architecture** - Flexible observer pattern for different use cases -4. **Multiple output formats** - Console, JSON, WebSocket, and custom callbacks -5. **Async support** - Non-blocking streaming with proper async/await patterns -6. **Multi-chain support** - Handle multiple chains without mixing outputs - -## Architecture - -### Core Components - -1. **StreamEvent** - Represents a streaming event with metadata -2. **StreamObserver** - Abstract base class for event observers -3. **StreamingManager** - Manages observers and event distribution -4. **ChainGeneration** - Enhanced with streaming support - -### Event Types - -- `LLM_GENERATION_START` - LLM generation begins -- `LLM_GENERATION_CHUNK` - Individual token/chunk generated -- `LLM_GENERATION_END` - LLM generation completes -- `TOOL_CALL_START` - Tool call begins -- `TOOL_CALL_END` - Tool call completes -- `TOOL_OBSERVATION` - Tool observation received -- `CHAIN_START` - Agent chain begins -- `CHAIN_END` - Agent chain completes -- `ERROR` - Error occurred - -### Multi-Chain Problem and Solutions - -**Problem**: When running multiple chains with streaming, outputs from different chains get mixed together, making it impossible to follow which events belong to which chain. - -**Solutions**: - -1. **Automatic Color Coding** - Each chain gets a different color in console output -2. **Chain Filtering** - Filter events to only show specific chains -3. **Chain-Specific Observers** - Create separate observers for each chain -4. **Separate Async Generators** - Process each chain's events independently -5. **Multi-Chain Observer** - Organize observers by chain ID - -## Usage Examples - -### Basic Console Streaming - -```python -from agents.agents.agents.agent_base import BaseAgent -from agents.agents.agents.chain.streaming_observer import ConsoleStreamObserver - -# Initialize agent -agent = YourAgent(model_name="your-model", tools=[...]) - -# Add console observer -console_observer = ConsoleStreamObserver(show_timestamps=True) -agent.streaming_manager.add_observer(console_observer) - -# Run with streaming -await agent.run_async( - max_steps=5, - start_messages=your_messages, - num_chains=1, - enable_streaming=True -) -``` - -### Multi-Chain Streaming Solutions - -When running multiple chains, the streaming output can become mixed. Here are several solutions: - -#### 1. Colored Output (Automatic) - -```python -# Each chain gets a different color automatically -console_observer = ConsoleStreamObserver(show_timestamps=True) -agent.streaming_manager.add_observer(console_observer) - -await agent.run_async( - max_steps=5, - start_messages=your_messages, - num_chains=3, # Multiple chains - enable_streaming=True -) -``` - -#### 2. Chain-Specific Observers - -```python -from agents.agents.agents.chain.streaming_observer import MultiChainStreamObserver, ChainSpecificStreamObserver - -# Create multi-chain observer -multi_observer = MultiChainStreamObserver() - -# Add observers for specific chains -for chain_id in ["chain_0", "chain_1", "chain_2"]: - console_observer = ConsoleStreamObserver(show_timestamps=True) - chain_observer = ChainSpecificStreamObserver(chain_id, console_observer) - multi_observer.add_chain_observer(chain_id, chain_observer) - -agent.streaming_manager.add_observer(multi_observer) -``` - -#### 3. Filter by Chain - -```python -# Only observe events from a specific chain -filtered_observer = ConsoleStreamObserver( - show_timestamps=True, - chain_filter="chain_0" # Only show chain_0 events -) -agent.streaming_manager.add_observer(filtered_observer) -``` - -#### 4. Separate Async Generators per Chain - -```python -from agents.agents.agents.chain.streaming_observer import AsyncGeneratorStreamObserver - -# Create separate generators for each chain -chain_generators = {} -for i in range(3): - chain_id = f"chain_{i}" - async_observer = AsyncGeneratorStreamObserver(chain_filter=chain_id) - agent.streaming_manager.add_observer(async_observer) - chain_generators[chain_id] = async_observer.events() - -# Process each chain separately -async def process_chain(chain_id, generator): - async for event in generator: - print(f"{chain_id}: {event.event_type.value}") - -# Run all chains concurrently -tasks = [process_chain(chain_id, generator) for chain_id, generator in chain_generators.items()] -await asyncio.gather(*tasks) -``` - -### JSON Logging - -```python -from agents.agents.agents.chain.streaming_observer import JSONStreamObserver - -# Add JSON observer -json_observer = JSONStreamObserver(file_path="events.jsonl") -agent.streaming_manager.add_observer(json_observer) -``` - -### Custom Streaming Callback - -```python -async def custom_callback(chunk: str): - print(f"🔄 {chunk}", end="", flush=True) - -await agent.run_async( - max_steps=5, - start_messages=your_messages, - num_chains=1, - enable_streaming=True, - streaming_callback=custom_callback -) -``` - -### WebSocket Streaming - -```python -from agents.agents.agents.chain.websocket_streaming import WebSocketStreamingServer - -# Start WebSocket server -server = WebSocketStreamingServer(host="localhost", port=8765) -await server.start() - -# Add WebSocket observer -agent.streaming_manager.add_observer(server.get_observer()) - -# Run agent -await agent.run_async(..., enable_streaming=True) -``` - -### Async Generator Events - -```python -from agents.agents.agents.chain.streaming_observer import AsyncGeneratorStreamObserver - -# Create async generator observer -async_observer = AsyncGeneratorStreamObserver() -agent.streaming_manager.add_observer(async_observer) - -# Start agent run -run_task = asyncio.create_task(agent.run_async(..., enable_streaming=True)) - -# Process events as they arrive -async for event in async_observer.events(): - print(f"Event: {event.event_type.value}") - if event.event_type.value == "llm_generation_chunk": - print(f"Content: {event.data.get('content', '')}") - -await run_task -``` - -## Backend Support - -### Transformers Backend - -The Transformers backend supports streaming through token-by-token generation: - -```python -agent = YourAgent( - model_name="your-model", - backend="transformers", - # ... other args -) -``` - -### Async vLLM Backend - -The Async vLLM backend provides efficient streaming: - -```python -agent = YourAgent( - model_name="your-model", - backend="async_vllm", - # ... other args -) -``` - -## Event Structure - -Each streaming event contains: - -```python -@dataclass -class StreamEvent: - event_type: StreamEventType - chain_id: str - timestamp: float - data: Dict[str, Any] - step: Optional[int] = None - depth: Optional[int] = None -``` - -### Example Events - -**LLM Generation Chunk:** -```json -{ - "event_type": "llm_generation_chunk", - "chain_id": "uuid-123", - "timestamp": 1234567890.123, - "data": {"content": "def factorial"}, - "step": 1, - "depth": 1 -} -``` - -**Tool Observation:** -```json -{ - "event_type": "tool_observation", - "chain_id": "uuid-123", - "timestamp": 1234567890.456, - "data": { - "tool_name": "code_interpreter", - "observation": "120", - "status": "success" - }, - "step": 1, - "depth": 1 -} -``` - -## Performance Considerations - -1. **Memory Usage** - Streaming events are lightweight but can accumulate -2. **Network Overhead** - WebSocket streaming adds minimal overhead -3. **Backend Compatibility** - Not all backends support streaming equally -4. **Observer Performance** - Heavy observers can slow down the main loop - -## Best Practices - -1. **Use appropriate observers** - Console for debugging, JSON for logging, WebSocket for web apps -2. **Handle errors gracefully** - Implement error handling in custom observers -3. **Clean up resources** - Properly close WebSocket connections and file handles -4. **Monitor performance** - Watch for memory leaks in long-running streams -5. **Test thoroughly** - Streaming adds complexity, test edge cases - -## Integration with Existing Code - -The streaming functionality is designed to be non-intrusive: - -- Existing code continues to work without changes -- Streaming is opt-in via the `run_async_streaming` method -- Observers can be added/removed at runtime -- No performance impact when streaming is disabled - -## Troubleshooting - -### Common Issues - -1. **No streaming output** - Check if backend supports streaming -2. **WebSocket connection issues** - Verify port availability and firewall settings -3. **Memory leaks** - Ensure observers are properly cleaned up -4. **Performance issues** - Consider using fewer observers or lighter implementations - -### Debug Mode - -Enable debug logging to troubleshoot streaming issues: - -```python -import logging -logging.basicConfig(level=logging.DEBUG) -``` - -## Future Enhancements - -1. **Filtering** - Event filtering based on type, chain_id, etc. -2. **Batching** - Batch multiple events for efficiency -3. **Compression** - Compress WebSocket messages for large-scale deployments -4. **Authentication** - Add authentication to WebSocket connections -5. **Metrics** - Built-in streaming metrics and monitoring \ No newline at end of file From 293dc09777f771646341f8e9fd5b76554590552d Mon Sep 17 00:00:00 2001 From: Reason-Wang Date: Mon, 28 Jul 2025 04:36:49 +0000 Subject: [PATCH 30/99] Update wechat group --- .gitignore | 1 + agents/agents/agents/test_template.ipynb | 328 ---------------------- agents/tests/unit/tools/test_code_tool.py | 1 - assets/images/wechat.jpg | Bin 276048 -> 282123 bytes 4 files changed, 1 insertion(+), 329 deletions(-) delete mode 100644 agents/agents/agents/test_template.ipynb diff --git a/.gitignore b/.gitignore index e5c6c39..5592ce9 100644 --- a/.gitignore +++ b/.gitignore @@ -132,4 +132,5 @@ outputs # Notebooks agents/tests/*.ipynb +agents/agents/*.ipynb diff --git a/agents/agents/agents/test_template.ipynb b/agents/agents/agents/test_template.ipynb deleted file mode 100644 index 5b40e65..0000000 --- a/agents/agents/agents/test_template.ipynb +++ /dev/null @@ -1,328 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "ee9debcd-b0bb-4a80-9f3c-fa2a8c969e3c", - "metadata": {}, - "outputs": [], - "source": [ - "from templates.templates import Template, get_template\n", - "from transformers import AutoTokenizer" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "3c7a2d7f-35c5-4dec-bf6d-d542c07f78a3", - "metadata": {}, - "outputs": [], - "source": [ - "template = Template(\n", - " name=\"qwen\",\n", - " system_template=\"<|im_start|>system\\n{system_message}<|im_end|>\\n\",\n", - " system_message=\"You are a helpful assistant.\",\n", - " user_template=\"<|im_start|>user\\n{content}<|im_end|>\\n\",\n", - " assistant_template=\"<|im_start|>assistant\\n{content}<|im_end|>\",\n", - " tool_template=\"<|im_start|>user\\n\\n{observation}\\n\"\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "3954137b-12aa-4bb1-a777-a1347a7365e8", - "metadata": {}, - "outputs": [], - "source": [ - "template = get_template(\"qwen2.5\")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "b986ac78-4c84-45ec-a4d4-02a3a9250589", - "metadata": {}, - "outputs": [], - "source": [ - "messages = [\n", - " {\n", - " \"role\": \"user\",\n", - " \"content\": [\n", - " {\n", - " \"type\": \"text\",\n", - " \"text\": \"Hello, how are you today?\",\n", - " }\n", - " ]\n", - " },\n", - " {\n", - " \"role\": \"assistant\",\n", - " \"content\": [\n", - " {\n", - " \"type\": \"text\",\n", - " \"text\": \"Hi, I am good.\"\n", - " }\n", - " ]\n", - " }\n", - "]" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "40a22719-21e7-4d74-8738-d348b06fe99c", - "metadata": {}, - "outputs": [], - "source": [ - "prompt, _, _ = template.render(messages, add_generation_prompt=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "c080af43-7c9f-484c-b768-a8ab8f44c041", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "<|im_start|>system\n", - "You are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n", - "<|im_start|>user\n", - "Hello, how are you today?<|im_end|>\n", - "<|im_start|>assistant\n", - "Hi, I am good.<|im_end|>\n", - "<|im_start|>assistant\n", - "\n" - ] - } - ], - "source": [ - "print(prompt)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "8ac4df8a-27d5-4c1e-8ded-f3660261b2ed", - "metadata": {}, - "outputs": [], - "source": [ - "tokenizer = AutoTokenizer.from_pretrained(\"Qwen/Qwen2.5-VL-3B-Instruct\")" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "c62d90d9-98d5-4d9a-b9a4-69fa700db9c8", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{% set _u_pref = '<|im_start|>user\\n' %}{% set _u_suff = '<|im_end|>\\n' %}{% set _a_pref = '<|im_start|>assistant\\n' %}{% set _a_suff = '<|im_end|>\\n' %}{% set _t_pref = '<|im_start|>tool\\n' %}{% set _t_suff = '<|im_end|>\\n' %}{% set _img_tok = '<|vision_start|><|image_pad|><|vision_end|>' %}{% set _vid_tok = '<|vision_start|><|video_pad|><|vision_end|>' %}{% if messages and messages[0]['role'] == 'system' %}{{ messages[0]['content'] }}{% else %}<|im_start|>system\n", - "You are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n", - "{% endif %}{% for m in messages %}{% if m['role'] == 'user' %}{% set ns = namespace(txt='') %}{% for item in m['content'] %}{% if item['type'] == 'text' %}{% set ns.txt = ns.txt + item['text'] %}{% elif item['type'] == 'image' %}{% set ns.txt = ns.txt + _img_tok %}{% elif item['type'] == 'video' %}{% set ns.txt = ns.txt + _vid_tok %}{% endif %}{% endfor %}{{ _u_pref }}{{ ns.txt }}{{ _u_suff }}{% elif m['role'] == 'assistant' %}{{ _a_pref }}{{ m['content'][0]['text'] }}{{ _a_suff }}{% elif m['role'] == 'tool' %}{{ _t_pref }}{{ m['content'][0]['text'] }}{{ _t_suff }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ _a_pref }}{% endif %}\n" - ] - } - ], - "source": [ - "tokenizer.chat_template = template.jinja_template()\n", - "print(tokenizer.chat_template)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "4d9c7c77-7b03-471d-bc98-d6fdc9e60e0d", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "<|im_start|>system\n", - "You are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n", - "<|im_start|>user\n", - "Hello, how are you today?<|im_end|>\n", - "<|im_start|>assistant\n", - "Hi, I am good.<|im_end|>\n", - "<|im_start|>assistant\n", - "\n" - ] - } - ], - "source": [ - "prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)\n", - "print(prompt)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "f3d64d7c-c9a7-4c68-a94e-8114244ea64b", - "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'tokenizer' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[5], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m inputs \u001b[38;5;241m=\u001b[39m template\u001b[38;5;241m.\u001b[39mencode(messages, \u001b[43mtokenizer\u001b[49m, return_tensors\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpt\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", - "\u001b[0;31mNameError\u001b[0m: name 'tokenizer' is not defined" - ] - } - ], - "source": [ - "inputs = template.encode(messages, tokenizer, return_tensors=\"pt\")" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "fc9ef1c2-e415-427c-8be8-251bc4e8dde3", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'input_ids': tensor([[151644, 8948, 198, 2610, 525, 1207, 16948, 11, 3465,\n", - " 553, 54364, 14817, 13, 1446, 525, 264, 10950, 17847,\n", - " 13, 151645, 198, 151644, 77091, 198, 13048, 11, 358,\n", - " 1079, 1661, 13, 151645, 198]]), 'attention_mask': tensor([[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", - " 1, 1, 1, 1, 1, 1, 1, 1]]), 'labels': tensor([[ -100, -100, -100, -100, -100, -100, -100, -100, -100,\n", - " -100, -100, -100, -100, -100, -100, -100, -100, -100,\n", - " -100, -100, -100, -100, -100, -100, 13048, 11, 358,\n", - " 1079, 1661, 13, 151645, -100]]), 'action_mask': tensor([[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", - " 1, 1, 1, 1, 1, 1, 1, 0]])}\n" - ] - } - ], - "source": [ - "print(inputs)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "ba3c0c00-7840-4c0f-b5ce-32048623e3d5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'<|im_start|>system\\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\\n<|im_start|>assistant\\nHi, I am good.<|im_end|>\\n'" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tokenizer.decode([151644, 8948, 198, 2610, 525, 1207, 16948, 11, 3465, 553, 54364, 14817, 13, 1446, 525, 264, 10950, 17847, 13, 151645, 198, 151644, 77091, 198, 13048, 11, 358, 1079, 1661, 13, 151645, 198])" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "72fe745f-bf71-4e41-8ce7-2e291a1171b7", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'\\n'" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tokenizer.decode([198])" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "a1d40ab8-5a8b-4c9b-9e1f-c88ef3ab5ee7", - "metadata": {}, - "outputs": [], - "source": [ - "messages = [\n", - " {\"role\": \"system\", \"content\": [{\"type\": \"text\", \"text\": \"You are a helpful assistant.\"}]},\n", - " {\"role\": \"user\", \"content\": [{\"type\": \"text\", \"text\": \"Hello, how are you?\"}]},\n", - " {\"role\": \"assistant\", \"content\": [{\"type\": \"text\", \"text\": \"I am fine, thank you.\"}]},\n", - " {\"role\": \"user\", \"content\": [{\"type\": \"text\", \"text\": \"What is 3 times 5?\"}]},\n", - "]" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "af62af07-93d2-4262-af58-498ad63fc5d3", - "metadata": {}, - "outputs": [], - "source": [ - "prompt, elements, roles = template.render(messages)\n", - "elements, mask_flags = template._postprocess_elements(elements, roles)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "3f494dcc-f97c-4912-bd34-a4b732279f99", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nHello, how are you?<|im_end|>\\n<|im_start|>assistant\\n', 'I am fine, thank you.<|im_end|>', '\\n<|im_start|>user\\nWhat is 3 times 5?<|im_end|>\\n']\n", - "[True, False, True]\n" - ] - } - ], - "source": [ - "print(elements)\n", - "print(mask_flags)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5b13bf8d-52bb-4f89-b4c2-f308f4eb67df", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "python310", - "language": "python", - "name": "python310" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.16" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/agents/tests/unit/tools/test_code_tool.py b/agents/tests/unit/tools/test_code_tool.py index 4924481..80f25d2 100644 --- a/agents/tests/unit/tools/test_code_tool.py +++ b/agents/tests/unit/tools/test_code_tool.py @@ -4,7 +4,6 @@ import pytest - def test_code_schema(): schema = code_interpreter.schema print(schema) diff --git a/assets/images/wechat.jpg b/assets/images/wechat.jpg index fda0c485fe1990b42fa561c428a20d8d43e7e927..1f5695f98eca4d0b23fbad701a55c7297fccf8e3 100644 GIT binary patch literal 282123 zcmd?Rc|26_`!IfF%bsjS8QD^{vX*2j*^(@UN=$`pp)8@MIU-Be5Z;o=k~Wkz>ooRA zLfM%yLdj$XO-HjmxA*7s{eHf`*Yo^dujlo7{&}9)_pUQ@J9D4=+}Cwq`*oee8Rg7C zJ!auPS0Kp72HFcj&}N8_Yb(SJdR*Wi#3c*y{@sTlCoZ}F?7MNP{d3GF2-+m^ukmp{ z5YIoygE{|hmjC?wAK(1Ny}M*m-pKD>bm2pZDdm}`kulyV@(qRqd$+4ko6 zHtm0n`(O41Jv@Wm!7og3>~p^s6asLn0s3}fA=ftgSkRXY0*eBDfEq~B>mU8%jsE3- z^xytH=8S_W81n)272Lfqd4T>B=xbd5FXz4fOW*%$=*E3F+Q#aIJp&w1gKtT2?0}9# zK2R`p4Y~?lf+8RV$PUu|{~53M_jpq%5R8t1g1~iNkT(; z8lbNO?E{C-2A;vSpwYkl6Mq{2Iu}iZpu>0$htv44b0_c+^u`c^1nd8GPVE2$i3>qc zcm1_XL6`oXZi6;AT>;d!QVKyL=O9Sp6S&4D_=>L1-@kJSAA=y?X%1&q6_8X01hMXO zIE+FLhgAeY+>;RWE`T!u-38>a(Kdnq+?zIS;^yH7jfaU)k zf40A`-n5Aa{1@Qk<@?X`|JxnT6rkqAoOh7;X6|3yo!nfC&?a#%ZgDP7J69ptHQv7$ 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