[BUG] RecursionError when Using BAAI/bge-m3 with HuggingFaceEmbedding in AutoRAG Tutorial
Describe the bug
When executing the Evaluator.start_trial method in the autorag library, a RecursionError: maximum recursion depth exceeded occurs. This issue arises specifically when using HuggingfaceEmbedding with the BAAI/bge-m3 model for embedding, following the instructions in the README's "Step 3: Use Custom LLM & Embedding Model | Use Custom Model."
To Reproduce
Steps to reproduce the issue:
- Create an
Evaluatorobject, specifyingqa_data_path,corpus_data_path, andproject_dir. - Call the
evaluator.start_trialmethod with a configuration file (config.yaml). - In the configuration file, set the embedding model to
HuggingfaceEmbeddingwithBAAI/bge-m3, as described in the README's "Step 3: Use Custom LLM & Embedding Model | Use Custom Model."
Expected behavior
The Evaluator should successfully start the QA evaluation using the configuration provided, utilizing HuggingfaceEmbedding with the BAAI/bge-m3 model, and return the evaluation results.
Full Error Log
Ingesting VectorDB... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% 1/1 0:03:47
Evaluating... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0% 0/3 0:00:03
modules.json: 100%
349/349 [00:00<00:00, 11.9kB/s]
config_sentence_transformers.json: 100%
123/123 [00:00<00:00, 6.83kB/s]
README.md: 100%
15.8k/15.8k [00:00<00:00, 1.01MB/s]
sentence_bert_config.json: 100%
54.0/54.0 [00:00<00:00, 5.09kB/s]
config.json: 100%
687/687 [00:00<00:00, 25.7kB/s]
tokenizer_config.json: 100%
444/444 [00:00<00:00, 19.7kB/s]
sentencepiece.bpe.model: 100%
5.07M/5.07M [00:00<00:00, 48.7MB/s]
tokenizer.json: 100%
17.1M/17.1M [00:00<00:00, 44.4MB/s]
special_tokens_map.json: 100%
964/964 [00:00<00:00, 99.2kB/s]
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0%| | 0/77 [00:00<?, ?it/s]Exception in thread Thread-12:
Traceback (most recent call last):
File "/usr/local/lib/python3.10/dist-packages/IPython/core/formatters.py", line 224, in catch_format_error
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r = method(self, *args, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/IPython/core/formatters.py", line 909, in __call__
printer = self.lookup(obj)
File "/usr/local/lib/python3.10/dist-packages/IPython/core/formatters.py", line 392, in lookup
if obj_id in self.singleton_printers:
File "/usr/local/lib/python3.10/dist-packages/traitlets/traitlets.py", line 700, in __get__
return self.get(obj, cls)
RecursionError: maximum recursion depth exceeded
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/usr/lib/python3.10/threading.py", line 1016, in _bootstrap_inner
self.run()
File "/usr/local/lib/python3.10/dist-packages/rich/live.py", line 32, in run
self.live.refresh()
File "/usr/local/lib/python3.10/dist-packages/rich/live.py", line 237, in refresh
with self.ipy_widget:
File "/usr/local/lib/python3.10/dist-packages/ipywidgets/widgets/widget_output.py", line 109, in __enter__
self._flush()
File "/usr/local/lib/python3.10/dist-packages/ipywidgets/widgets/widget_output.py", line 132, in _flush
sys.stderr.flush()
File "/usr/local/lib/python3.10/dist-packages/rich/file_proxy.py", line 53, in flush
self.__console.print(output)
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 1678, in print
with self:
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 864, in __exit__
self._exit_buffer()
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 822, in _exit_buffer
self._check_buffer()
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 2019, in _check_buffer
self._write_buffer()
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 2035, in _write_buffer
display(self._buffer, self._render_buffer(self._buffer[:]))
File "/usr/local/lib/python3.10/dist-packages/rich/jupyter.py", line 91, in display
ipython_display(jupyter_renderable)
File "/usr/local/lib/python3.10/dist-packages/IPython/core/display.py", line 327, in display
publish_display_data(data=format_dict, metadata=md_dict, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/IPython/core/display.py", line 119, in publish_display_data
display_pub.publish(
File "/usr/local/lib/python3.10/dist-packages/ipykernel/zmqshell.py", line 115, in publish
self._flush_streams()
File "/usr/local/lib/python3.10/dist-packages/ipykernel/zmqshell.py", line 83, in _flush_streams
sys.stderr.flush()
File "/usr/local/lib/python3.10/dist-packages/rich/file_proxy.py", line 53, in flush
self.__console.print(output)
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 1678, in print
with self:
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 864, in __exit__
self._exit_buffer()
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 822, in _exit_buffer
self._check_buffer()
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 2019, in _check_buffer
self._write_buffer()
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 2035, in _write_buffer
display(self._buffer, self._render_buffer(self._buffer[:]))
File "/usr/local/lib/python3.10/dist-packages/rich/jupyter.py", line 91, in display
ipython_display(jupyter_renderable)
File "/usr/local/lib/python3.10/dist-packages/IPython/core/display.py", line 327, in display
publish_display_data(data=format_dict, metadata=md_dict, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/IPython/core/display.py", line 119, in publish_display_data
display_pub.publish(
File "/usr/local/lib/python3.10/dist-packages/ipykernel/zmqshell.py", line 115, in publish
self._flush_streams()
File "/usr/local/lib/python3.10/dist-packages/ipykernel/zmqshell.py", line 83, in _flush_streams
sys.stderr.flush()
File "/usr/local/lib/python3.10/dist-packages/rich/file_proxy.py", line 53, in flush
self.__console.print(output)
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 1678, in print
with self:
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 864, in __exit__
self._exit_buffer()
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 822, in _exit_buffer
self._check_buffer()
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 2019, in _check_buffer
self._write_buffer()
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 2035, in _write_buffer
display(self._buffer, self._render_buffer(self._buffer[:]))
File "/usr/local/lib/python3.10/dist-packages/rich/jupyter.py", line 91, in display
ipython_display(jupyter_renderable)
File "/usr/local/lib/python3.10/dist-packages/IPython/core/display.py", line 327, in display
publish_display_data(data=format_dict, metadata=md_dict, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/IPython/core/display.py", line 119, in publish_display_data
display_pub.publish(
File "/usr/local/lib/python3.10/dist-packages/ipykernel/zmqshell.py", line 115, in publish
self._flush_streams()
File "/usr/local/lib/python3.10/dist-packages/ipykernel/zmqshell.py", line 83, in _flush_streams
sys.stderr.flush()
File "/usr/local/lib/python3.10/dist-packages/rich/file_proxy.py", line 53, in flush
self.__console.print(output)
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 1678, in print
with self:
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 864, in __exit__
self._exit_buffer()
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 822, in _exit_buffer
self._check_buffer()
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 2019, in _check_buffer
self._write_buffer()
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 2035, in _write_buffer
display(self._buffer, self._render_buffer(self._buffer[:]))
File "/usr/local/lib/python3.10/dist-packages/rich/jupyter.py", line 91, in display
ipython_display(jupyter_renderable)
File "/usr/local/lib/python3.10/dist-packages/IPython/core/display.py", line 327, in display
publish_display_data(data=format_dict, metadata=md_dict, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/IPython/core/display.py", line 119, in publish_display_data
display_pub.publish(
File "/usr/local/lib/python3.10/dist-packages/ipykernel/zmqshell.py", line 115, in publish
self._flush_streams()
File "/usr/local/lib/python3.10/dist-packages/ipykernel/zmqshell.py", line 83, in _flush_streams
sys.stderr.flush()
File "/usr/local/lib/python3.10/dist-packages/rich/file_proxy.py", line 53, in flush
self.__console.print(output)
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 1678, in print
with self:
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 864, in __exit__
self._exit_buffer()
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 822, in _exit_buffer
self._check_buffer()
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 2019, in _check_buffer
self._write_buffer()
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 2035, in _write_buffer
display(self._buffer, self._render_buffer(self._buffer[:]))
File "/usr/local/lib/python3.10/dist-packages/rich/jupyter.py", line 91, in display
ipython_display(jupyter_renderable)
File "/usr/local/lib/python3.10/dist-packages/IPython/core/display.py", line 327, in display
publish_display_data(data=format_dict, metadata=md_dict, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/IPython/core/display.py", line 119, in publish_display_data
display_pub.publish(
File "/usr/local/lib/python3.10/dist-packages/ipykernel/zmqshell.py", line 115, in publish
self._flush_streams()
File "/usr/local/lib/python3.10/dist-packages/ipykernel/zmqshell.py", line 83, in _flush_streams
sys.stderr.flush()
File "/usr/local/lib/python3.10/dist-packages/rich/file_proxy.py", line 53, in flush
self.__console.print(output)
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 1678, in print
with self:
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 864, in __exit__
self._exit_buffer()
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 822, in _exit_buffer
---------------------------------------------------------------------------
RecursionError Traceback (most recent call last)
[/usr/local/lib/python3.10/dist-packages/IPython/core/formatters.py](https://localhost:8080/#) in catch_format_error(method, self, *args, **kwargs)
223 try:
--> 224 r = method(self, *args, **kwargs)
225 except NotImplementedError:
28 frames
RecursionError: maximum recursion depth exceeded
During handling of the above exception, another exception occurred:
RecursionError Traceback (most recent call last)
... last 11 frames repeated, from the frame below ...
[/usr/local/lib/python3.10/dist-packages/rich/file_proxy.py](https://localhost:8080/#) in flush(self)
51 output = "".join(self.__buffer)
52 if output:
---> 53 self.__console.print(output)
54 del self.__buffer[:]
55
RecursionError: maximum recursion depth exceeded in __instancecheck__
self._check_buffer()
File "/usr/local/lib/python3.10/dist-packages/rich/console.py", line 2019, in _check_buffer
self._write_buffer()
Code where the bug occurred
import autorag
from autorag import LazyInit
from llama_index.embeddings.huggingface import HuggingFaceEmbedding
autorag.embedding_models['upstage'] = LazyInit(HuggingFaceEmbedding, model_name="BAAI/bge-m3")from autorag.evaluator import Evaluator
evaluator = Evaluator(
qa_data_path='/content/eli5_data/qa_sample.parquet',
corpus_data_path='/content/eli5_data/corpus_sample.parquet',
project_dir='/content/project_dir'
)
evaluator.start_trial('/content/config.yaml')AutoRAG YAML file (config.yaml):
%%writefile config.yaml
vectordb:
- name: chroma_upstage
db_type: chroma
client_type: persistent
collection_name: upstage
embedding_model: upstage
path: ${PROJECT_DIR}/resources/chroma
node_lines:
- node_line_name: retrieve_node_line
nodes:
- node_type: retrieval
strategy:
metrics: [retrieval_f1, retrieval_recall, retrieval_ndcg, retrieval_mrr]
top_k: 3
modules:
- module_type: vectordb
vectordb: chroma_upstage
- module_type: bm25
- module_type: hybrid_rrf
weight_range: (4,80)
- node_line_name: post_retrieve_node_line
nodes:
- node_type: prompt_maker
strategy:
metrics:
- metric_name: meteor
- metric_name: rouge
- metric_name: sem_score
embedding_model: upstage # Use upstage embedding model
modules:
- module_type: fstring
prompt: "Read the passages and answer the given question. \n Question: {query} \n Passage: {retrieved_contents} \n Answer : "
- node_type: generator
strategy:
metrics:
- metric_name: meteor
- metric_name: rouge
- metric_name: sem_score
embedding_model: upstage # Use upstage embedding model
modules:
- module_type: llama_index_llm
llm: upstage # Use upstage LLM
batch: 4Desktop (please complete the following information):
- OS: Linux
- Python version: 3.10
Additional context
I used Step 3: Use Custom LLM & Embedding Model | Use Custom Model from the Colab Tutorial provided in your README.md, and in this step, I only modified the following code:
import autorag
from autorag import LazyInit
from llama_index.embeddings.upstage import UpstageEmbedding
autorag.embedding_models['upstage'] = LazyInit(UpstageEmbedding, model_name="solar-embedding-1-large")to
import autorag
from autorag import LazyInit
from llama_index.embeddings.huggingface import HuggingFaceEmbedding
autorag.embedding_models['upstage'] = LazyInit(HuggingFaceEmbedding, model_name="BAAI/bge-m3")
Marker-Inc-Korea / AutoRAG
AutoML tool for RAG
1.7k
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