All-Hands-AI / OpenHands

🙌 OpenHands: Code Less, Make More
https://all-hands.dev
MIT License
31.38k stars 3.62k forks source link

[Bug]: Agent cannot install any pip library #1627

Closed Volko76 closed 3 months ago

Volko76 commented 4 months ago

Is there an existing issue for the same bug?

Describe the bug

The agent just cannot manage to install numpy library. It just repeat that numpy installation is unsuccessfull

Current Version

0.5

Installation and Configuration

Recent fresh install Ubuntu, use docker from snap, got the issue when trying GPT3.5, Groq LLama3 8B and 70B

Model and Agent

CodeActAgent

Reproduction Steps

Ask him to create a python file that require numpy (for exemple a game of life)

Logs, Errors, Screenshots, and Additional Context

image for x in range(max(0, i-1), min(rows, i+2)): for y in range(max(0, j-1), min(cols, j+2)): if (x, y) != (i, j): live_neighbors += board[x, y] if board[i, j] == 1: new_board[i, j] = 1 if live_neighbors in [2, 3] else 0 else: new_board[i, j] = 1 if live_neighbors == 3 else 0 return new_board

def visualize(board): plt.imshow(board, cmap='gray') plt.show()

def main(): board = np.random.randint(0, 2, size=(20, 20)) for _ in range(100): board = game_of_life(board) visualize(board)

if name == 'main': main() 16:18:23 - OBSERVATION IPythonRunCellObservation(content="---------------------------------------------------------------------------\r\nModuleNotFoundError Traceback (most recent call last)\r\nCell In[1], line 1\r\n----> 1 import numpy as np\r\n 2 import matplotlib.pyplot as plt\r\n 4 def game_of_life(board):\r\n\r\nModuleNotFoundError: No module named 'numpy'", code="import numpy as np\nimport matplotlib.pyplot as plt\n\ndef game_of_life(board):\n rows, cols = board.shape\n new_board = np.zeros((rows, cols))\n for i in range(rows):\n for j in range(cols):\n live_neighbors = 0\n for x in range(max(0, i-1), min(rows, i+2)):\n for y in range(max(0, j-1), min(cols, j+2)):\n if (x, y) != (i, j):\n live_neighbors += board[x, y]\n if board[i, j] == 1:\n new_board[i, j] = 1 if live_neighbors in [2, 3] else 0\n else:\n new_board[i, j] = 1 if live_neighbors == 3 else 0\n return newboard\n\ndef visualize(board):\n plt.imshow(board, cmap='gray')\n plt.show()\n\ndef main():\n board = np.random.randint(0, 2, size=(20, 20))\n for in range(100):\n board = game_of_life(board)\n visualize(board)\n\nif name == 'main':\n main()", observation='run_ipython')

============== STEP 3

16:18:27 - ACTION CmdRunAction THOUGHT:It seems that the NumPy module is still not installed. Let me install it for you again: COMMAND: pip install numpy 16:18:28 - OBSERVATION CmdOutputObservation(content="\x1b[33mWARNING: The directory '/home/opendevin/.cache/pip' or its parent directory is not owned or is not writable by the current user. The cache has been disabled. Check the permissions and owner of that directory. If executing pip with sudo, you should use sudo's -H flag.\x1b[0m\x1b[33m\r\n\x1b[0mDefaulting to user installation because normal site-packages is not writeable\r\nRequirement already satisfied: numpy in /home/opendevin/.local/lib/python3.10/site-packages (1.26.4)", command_id=-1, command='pip install numpy', exit_code=0, observation='run')

============== STEP 4

16:18:36 - ACTION IPythonRunCellAction THOUGHT:It seems that the installation of NumPy was successful. Now that NumPy is installed, let's go back to the Game of Life code. I'll run the code again: CODE: import numpy as np import matplotlib.pyplot as plt

def game_of_life(board): rows, cols = board.shape new_board = np.zeros((rows, cols)) for i in range(rows): for j in range(cols): live_neighbors = 0 for x in range(max(0, i-1), min(rows, i+2)): for y in range(max(0, j-1), min(cols, j+2)): if (x, y) != (i, j): live_neighbors += board[x, y] if board[i, j] == 1: new_board[i, j] = 1 if live_neighbors in [2, 3] else 0 else: new_board[i, j] = 1 if live_neighbors == 3 else 0 return new_board

def visualize(board): plt.imshow(board, cmap='gray') plt.show()

def main(): board = np.random.randint(0, 2, size=(20, 20)) for _ in range(100): board = game_of_life(board) visualize(board)

if name == 'main': main() 16:18:37 - OBSERVATION IPythonRunCellObservation(content="---------------------------------------------------------------------------\r\nModuleNotFoundError Traceback (most recent call last)\r\nCell In[1], line 1\r\n----> 1 import numpy as np\r\n 2 import matplotlib.pyplot as plt\r\n 4 def game_of_life(board):\r\n\r\nModuleNotFoundError: No module named 'numpy'", code="import numpy as np\nimport matplotlib.pyplot as plt\n\ndef game_of_life(board):\n rows, cols = board.shape\n new_board = np.zeros((rows, cols))\n for i in range(rows):\n for j in range(cols):\n live_neighbors = 0\n for x in range(max(0, i-1), min(rows, i+2)):\n for y in range(max(0, j-1), min(cols, j+2)):\n if (x, y) != (i, j):\n live_neighbors += board[x, y]\n if board[i, j] == 1:\n new_board[i, j] = 1 if live_neighbors in [2, 3] else 0\n else:\n new_board[i, j] = 1 if live_neighbors == 3 else 0\n return newboard\n\ndef visualize(board):\n plt.imshow(board, cmap='gray')\n plt.show()\n\ndef main():\n board = np.random.randint(0, 2, size=(20, 20))\n for in range(100):\n board = game_of_life(board)\n visualize(board)\n\nif name == 'main':\n main()", observation='run_ipython')

============== STEP 5

16:18:40 - ACTION IPythonRunCellAction THOUGHT:It seems that the NumPy module is still not recognized. Let me try to import it again: CODE: import numpy as np 16:18:40 - OBSERVATION IPythonRunCellObservation(content="---------------------------------------------------------------------------\r\nModuleNotFoundError Traceback (most recent call last)\r\nCell In[1], line 1\r\n----> 1 import numpy as np\r\n\r\nModuleNotFoundError: No module named 'numpy'", code='import numpy as np', observation='run_ipython')

============== STEP 6

16:18:44 - ACTION CmdRunAction THOUGHT:It seems that the NumPy module is still not recognized. Let me try to install it again: COMMAND: pip install numpy 16:18:45 - OBSERVATION CmdOutputObservation(content="\x1b[33mWARNING: The directory '/home/opendevin/.cache/pip' or its parent directory is not owned or is not writable by the current user. The cache has been disabled. Check the permissions and owner of that directory. If executing pip with sudo, you should use sudo's -H flag.\x1b[0m\x1b[33m\r\n\x1b[0mDefaulting to user installation because normal site-packages is not writeable\r\nRequirement already satisfied: numpy in /home/opendevin/.local/lib/python3.10/site-packages (1.26.4)", command_id=-1, command='pip install numpy', exit_code=0, observation='run')

RACMUP commented 4 months ago

I'm having the same problem. My guess is that the the coding agent did not setup a virtual environment.

jiangleo commented 4 months ago

I've noticed that installing packages like pandas and scikit-learn with OpenDevin 0.5.2 is hitting some snags due to path issues. It looks like when we use pip, the packages go into the user’s local site-packages directory, but they might not be in the Python path.

  1. Manual Installation in Docker: Works fine, imports are successful.
  2. OpenDevin Installation via Terminal: It fails.
  3. OpenDevin with Absolute Site-Packages Path in Jupyter: Works fine, imports are successful.
THOUGHT:It seems we're still encountering an issue with importing `pandas`. This could be due to the environment path not including the user site-packages directory where `pandas` is installed. To resolve this, I will try to modify the Python path to include the user site-packages directory and then attempt to import `pandas` again.
CODE:
import sys
sys.path.append('/home/opendevin/.local/lib/python3.10/site-packages')

# Now, let's try importing pandas again
import pandas as pd
neubig commented 4 months ago

Per discussion in #1707, we're having trouble reproducing this. If we can create a test that fails constantly due to this error, it'd be easier to fix and regression test. Any contributions of such a test are welcome!

steventangbc commented 4 months ago

I can reproduce similar results when trying to analyze any csv file with Python libraries like Pandas, NumPy, or Matplotlib. The pip install keeps looping or the agent encounters an error.

image

neubig commented 4 months ago

OK, thanks @steventangbc , we'll make this high priority.

SmartManoj commented 4 months ago

Duplicate of #1616

github-actions[bot] commented 3 months ago

This issue is stale because it has been open for 30 days with no activity. Remove stale label or comment or this will be closed in 7 days.