search

langchain-ai / langchain

🦜🔗 Build context-aware reasoning applications
https://python.langchain.com
MIT License
94.82k stars 15.35k forks source link

OpenAIEmbeddings error trying to load chroma from Confluence #8777

Closed supsailor closed 1 year ago

supsailor commented 1 year ago

System Info

Platform: Apple M1 Pro

Python version: Python 3.9.6

Dependencies: aiohttp==3.8.5 aiosignal==1.3.1 anyio==3.7.1 async-timeout==4.0.2 atlassian-python-api==3.40.0 attrs==23.1.0 backoff==2.2.1 beautifulsoup4==4.12.2 blobfile==2.0.2 certifi==2023.7.22 charset-normalizer==3.2.0 chroma-hnswlib==0.7.2 chromadb==0.4.5 click==8.1.6 coloredlogs==15.0.1 dataclasses-json==0.5.14 Deprecated==1.2.14 exceptiongroup==1.1.2 fastapi==0.99.1 filelock==3.12.2 flatbuffers==23.5.26 frozenlist==1.4.0 h11==0.14.0 httptools==0.6.0 humanfriendly==10.0 idna==3.4 importlib-resources==6.0.0 langchain==0.0.252 langsmith==0.0.18 lxml==4.9.3 marshmallow==3.20.1 monotonic==1.6 mpmath==1.3.0 multidict==6.0.4 mypy-extensions==1.0.0 numexpr==2.8.4 numpy==1.25.2 oauthlib==3.2.2 onnxruntime==1.15.1 openai==0.27.8 openapi-schema-pydantic==1.2.4 overrides==7.3.1 packaging==23.1 Pillow==10.0.0 posthog==3.0.1 protobuf==4.23.4 pulsar-client==3.2.0 pycryptodomex==3.18.0 pydantic==1.10.12 PyPika==0.48.9 pytesseract==0.3.10 python-dateutil==2.8.2 python-dotenv==1.0.0 PyYAML==6.0.1 regex==2023.6.3 requests==2.31.0 requests-oauthlib==1.3.1 six==1.16.0 sniffio==1.3.0 soupsieve==2.4.1 SQLAlchemy==2.0.19 starlette==0.27.0 sympy==1.12 tenacity==8.2.2 tiktoken==0.4.0 tokenizers==0.13.3 tqdm==4.65.0 typing-inspect==0.9.0 typing_extensions==4.7.1 urllib3==1.25.11 uvicorn==0.23.2 uvloop==0.17.0 watchfiles==0.19.0 websockets==11.0.3 wrapt==1.15.0 yarl==1.9.2 zipp==3.16.2

Who can help?

No response

Information

Related Components

Reproduction

Intro:

I have some code to load my vector from confluence:

from langchain.document_loaders import ConfluenceLoader
from langchain.text_splitter import CharacterTextSplitter, TokenTextSplitter, RecursiveCharacterTextSplitter
from langchain.embeddings.openai import OpenAIEmbeddings
from langchain.vectorstores import Chroma
import pytesseract
import os

pytesseract.pytesseract.tesseract_cmd = "/opt/homebrew/bin/tesseract"
os.environ["OPENAI_API_KEY"] = "my_openai_key"
CONFLUENCE_URL = "confluence_path"
CONFLUENCE_TOKEN = "some_token"
CONFLUENCE_SPACE = "confluence_space"
PERSIST_DIRECTORY = "./chroma_db/"

def confluence_vector(force_reload: bool = False):
    # Init Openai Embeddings
    embeddings = OpenAIEmbeddings(model="text-embedding-ada-002", chunk_size=1, max_retries=10)

    # Check persist exists
    if PERSIST_DIRECTORY and os.path.exists(PERSIST_DIRECTORY) and not force_reload:
        vector = Chroma(persist_directory=PERSIST_DIRECTORY, embedding_function=embeddings)
        print("Chroma loaded")
        return vector
    else:
        loader = ConfluenceLoader(url=CONFLUENCE_URL,
                                  token=CONFLUENCE_TOKEN)
        documents = loader.load(
            space_key=CONFLUENCE_SPACE, limit=10, max_pages=1000
        )
        text_splitter = RecursiveCharacterTextSplitter(chunk_size=100, chunk_overlap=0)
        texts = text_splitter.split_documents(documents)
        #text_splitter = TokenTextSplitter(chunk_size=1000, chunk_overlap=10)
        #texts = text_splitter.split_documents(texts)
        print(texts)
        vector = Chroma.from_documents(documents=texts, embedding=embeddings, persist_directory=PERSIST_DIRECTORY)
        vector.persist()
        print("Chroma builded")
        return vector

if __name__ == '__main__':
    confluence_vector(force_reload=True)

Then after run I have an exception:

Traceback (most recent call last):
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/urllib3/connection.py", line 159, in _new_conn
    conn = connection.create_connection(
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/urllib3/util/connection.py", line 84, in create_connection
    raise err
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/urllib3/util/connection.py", line 74, in create_connection
    sock.connect(sa)
TimeoutError: [Errno 60] Operation timed out

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/urllib3/connectionpool.py", line 670, in urlopen
    httplib_response = self._make_request(
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/urllib3/connectionpool.py", line 381, in _make_request
    self._validate_conn(conn)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/urllib3/connectionpool.py", line 978, in _validate_conn
    conn.connect()
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/urllib3/connection.py", line 309, in connect
    conn = self._new_conn()
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/urllib3/connection.py", line 171, in _new_conn
    raise NewConnectionError(
urllib3.exceptions.NewConnectionError: <urllib3.connection.HTTPSConnection object at 0x1357d2640>: Failed to establish a new connection: [Errno 60] Operation timed out

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/requests/adapters.py", line 486, in send
    resp = conn.urlopen(
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/urllib3/connectionpool.py", line 726, in urlopen
    retries = retries.increment(
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/urllib3/util/retry.py", line 446, in increment
    raise MaxRetryError(_pool, url, error or ResponseError(cause))
urllib3.exceptions.MaxRetryError: HTTPSConnectionPool(host='openaipublic.blob.core.windows.net', port=443): Max retries exceeded with url: /encodings/cl100k_base.tiktoken (Caused by NewConnectionError('<urllib3.connection.HTTPSConnection object at 0x1357d2640>: Failed to establish a new connection: [Errno 60] Operation timed out'))

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/main.py", line 47, in <module>
    confluence_vector(force_reload=True)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/main.py", line 40, in confluence_vector
    vector = Chroma.from_documents(documents=texts, embedding=embeddings, persist_directory=PERSIST_DIRECTORY)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/langchain/vectorstores/chroma.py", line 603, in from_documents
    return cls.from_texts(
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/langchain/vectorstores/chroma.py", line 567, in from_texts
    chroma_collection.add_texts(texts=texts, metadatas=metadatas, ids=ids)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/langchain/vectorstores/chroma.py", line 187, in add_texts
    embeddings = self._embedding_function.embed_documents(texts)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/langchain/embeddings/openai.py", line 472, in embed_documents
    return self._get_len_safe_embeddings(texts, engine=self.deployment)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/langchain/embeddings/openai.py", line 325, in _get_len_safe_embeddings
    encoding = tiktoken.encoding_for_model(model_name)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/tiktoken/model.py", line 75, in encoding_for_model
    return get_encoding(encoding_name)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/tiktoken/registry.py", line 63, in get_encoding
    enc = Encoding(**constructor())
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/tiktoken_ext/openai_public.py", line 64, in cl100k_base
    mergeable_ranks = load_tiktoken_bpe(
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/tiktoken/load.py", line 116, in load_tiktoken_bpe
    contents = read_file_cached(tiktoken_bpe_file)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/tiktoken/load.py", line 39, in read_file_cached
    return read_file(blobpath)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/tiktoken/load.py", line 24, in read_file
    resp = requests.get(blobpath)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/requests/api.py", line 73, in get
    return request("get", url, params=params, **kwargs)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/requests/api.py", line 59, in request
    return session.request(method=method, url=url, **kwargs)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/requests/sessions.py", line 589, in request
    resp = self.send(prep, **send_kwargs)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/requests/sessions.py", line 703, in send
    r = adapter.send(request, **kwargs)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/requests/adapters.py", line 519, in send
    raise ConnectionError(e, request=request)
requests.exceptions.ConnectionError: HTTPSConnectionPool(host='openaipublic.blob.core.windows.net', port=443): Max retries exceeded with url: /encodings/cl100k_base.tiktoken (Caused by NewConnectionError('<urllib3.connection.HTTPSConnection object at 0x1357d2640>: Failed to establish a new connection: [Errno 60] Operation timed out'))

After that first I think about - is the network connection to the cl100k_base.tiktoken file For double check I tried to wget this file, the output was like this (ip's and domains are fake):

Resolving proxy (someproxy)... 10.0.0.0
Connecting to someproxy (someproxy)|10.0.0.0|:3131... connected.
Proxy request sent, awaiting response... 200 OK
Length: 1681126 (1.6M) [application/octet-stream]
Saving to: ‘cl100k_base.tiktoken’

cl100k_base.tiktoken                           100%[=================================================================================================>]   1.60M  --.-KB/s    in 0.1s

2023-08-05 01:18:36 (14.4 MB/s) - ‘cl100k_base.tiktoken’ saved [1681126/1681126]

Ok then, for full transparency I tried to override .tiktoken file location in library files 

file location: /Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/tiktoken_ext/openai_public.py

...
def cl100k_base():
    mergeable_ranks = load_tiktoken_bpe(
        "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/cl100k_base.tiktoken"
    )
    special_tokens = {
        ENDOFTEXT: 100257,
        FIM_PREFIX: 100258,
        FIM_MIDDLE: 100259,
        FIM_SUFFIX: 100260,
        ENDOFPROMPT: 100276,
    }
    return {
        "name": "cl100k_base",
        "pat_str": r"""(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\r\n\p{L}\p{N}]?\p{L}+|\p{N}{1,3}| ?[^\s\p{L}\p{N}]+[\r\n]*|\s*[\r\n]+|\s+(?!\S)|\s+""",
        "mergeable_ranks": mergeable_ranks,
        "special_tokens": special_tokens,
    }
...

The file was accepted by lib and then I have this kind of exception:

Traceback (most recent call last):
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/main.py", line 47, in <module>
    confluence_vector(force_reload=True)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/main.py", line 40, in confluence_vector
    vector = Chroma.from_documents(documents=texts, embedding=embeddings, persist_directory=PERSIST_DIRECTORY)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/langchain/vectorstores/chroma.py", line 603, in from_documents
    return cls.from_texts(
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/langchain/vectorstores/chroma.py", line 567, in from_texts
    chroma_collection.add_texts(texts=texts, metadatas=metadatas, ids=ids)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/langchain/vectorstores/chroma.py", line 187, in add_texts
    embeddings = self._embedding_function.embed_documents(texts)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/langchain/embeddings/openai.py", line 472, in embed_documents
    return self._get_len_safe_embeddings(texts, engine=self.deployment)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/langchain/embeddings/openai.py", line 358, in _get_len_safe_embeddings
    response = embed_with_retry(
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/langchain/embeddings/openai.py", line 107, in embed_with_retry
    return _embed_with_retry(**kwargs)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/tenacity/__init__.py", line 289, in wrapped_f
    return self(f, *args, **kw)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/tenacity/__init__.py", line 379, in __call__
    do = self.iter(retry_state=retry_state)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/tenacity/__init__.py", line 314, in iter
    return fut.result()
  File "/Applications/Xcode.app/Contents/Developer/Library/Frameworks/Python3.framework/Versions/3.9/lib/python3.9/concurrent/futures/_base.py", line 438, in result
    return self.__get_result()
  File "/Applications/Xcode.app/Contents/Developer/Library/Frameworks/Python3.framework/Versions/3.9/lib/python3.9/concurrent/futures/_base.py", line 390, in __get_result
    raise self._exception
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/tenacity/__init__.py", line 382, in __call__
    result = fn(*args, **kwargs)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/langchain/embeddings/openai.py", line 104, in _embed_with_retry
    response = embeddings.client.create(**kwargs)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/openai/api_resources/embedding.py", line 33, in create
    response = super().create(*args, **kwargs)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/openai/api_resources/abstract/engine_api_resource.py", line 153, in create
    response, _, api_key = requestor.request(
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/openai/api_requestor.py", line 298, in request
    resp, got_stream = self._interpret_response(result, stream)
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/openai/api_requestor.py", line 700, in _interpret_response
    self._interpret_response_line(
  File "/Users/pobabi1/PycharmProjects/langchainConflWithGPT/venv/lib/python3.9/site-packages/openai/api_requestor.py", line 763, in _interpret_response_line
    raise self.handle_error_response(
openai.error.InvalidRequestError: Invalid URL (GET /embeddings)

For double-check this moment I tried to use /embeddings API from curl with default request and it fully works:

curl https://api.openai.com/v1/embeddings \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer $OPENAI_API_KEY" \
  -d '{
    "input": "Your text string goes here",
    "model": "text-embedding-ada-002"
  }'
{
  "object": "list",
  "data": [
    {
      "object": "embedding",
      "index": 0,
      "embedding": [
        -0.006968617,
        -0.0052718227,
        0.011901081,
        -0.024984878,
        -0.024554798,
        0.039674748,
        -0.010140447,
        -0.009481888,
        -0.013245076,
        -0.010006047,
        -0.011511322,
        0.0077750143,
        -0.014138834,
        0.0077414145,
        0.010147166,
        -0.0050131036,
        0.022942005,
        -0.0016287547,
        0.01498555,
        -0.010281566,
        0.004858544,
        0.012472278,
        0.004835024,
        0.010819164,
        -0.006615818,
        -0.00035090884,
        0.0055708615,
        -0.012613398,
        0.016369866,
        0.0044587054,
        0.006639338,
        -0.0071164565,
        -0.01516027,
        -0.006625898,
        -0.0185337,
        0.0040622265,
        0.0031785495,
        -0.018963777,
        0.03032054,
        -0.0075263754,
        0.0081177335,
        0.009481888,
        -0.0011029163,
        -0.00044225855,
        -0.008776291,
        -0.028600225,
        0.0028996705,
        0.0092802895,
        0.016463945,
        0.006431019,
        0.019380417,
        0.014730191,
        -0.025643434,
        -0.009911967,
        -0.003311269,
        0.014837711,
        -0.03690612,
        0.014058193,
        0.013446676,
        0.0043948656,
        -0.004841744,
        0.0032171893,
        -0.011040923,
        0.002407432,
        -0.014138834,
        -0.018587459,
        -0.024702638,
        -0.0035011084,
        0.01803642,
        0.008480612,
        0.034083728,
        0.01518715,
        0.014071633,
        -0.006672938,
        0.022041528,
        0.022122167,
        0.005359182,
        0.020885691,
        0.008312613,
        -0.011948121,
        0.0076540546,
        -0.025065517,
        0.010684765,
        0.016786505,
        0.009475169,
        -0.000614458,
        -0.0028929505,
        0.028949665,
        -0.03292789,
        -0.03045494,
        0.0076607745,
        0.020200253,
        0.009972447,
        0.018063301,
        -0.005668301,
        0.008285733,
        -0.010281566,
        0.020361533,
        0.022283446,
        -0.034621324,
        0.005426382,
        0.013318996,
        -0.017324103,
        -0.008137893,
        -0.029782942,
        0.017713862,
        0.021503929,
        -0.016759625,
        0.016316107,
        0.0038203073,
        -0.029137824,
        0.012143,
        -0.01815738,
        -0.017337542,
        0.0030122302,
        0.016894024,
        0.010778844,
        -0.014031313,
        -0.021436729,
        -0.03026678,
        0.009959007,
        0.012687318,
        0.03018614,
        -0.017754182,
        0.026436392,
        0.019568576,
        -0.0058598206,
        -0.031315096,
        0.0067770975,
        -0.0019471135,
        0.037443716,
        0.024447279,
        0.010765404,
        0.014864591,
        -0.013157717,
        0.022821045,
        -0.03604596,
        0.0025317515,
        -0.027417509,
        -0.012808277,
        0.012895637,
        0.026960552,
        0.0029114303,
        -0.0031382297,
        0.012613398,
        0.011087963,
        -0.0022898323,
        -0.0105167655,
        0.021490488,
        -0.013124117,
        -0.002716551,
        0.0041126264,
        0.0049727834,
        -0.01495867,
        -0.010563805,
        0.017203143,
        0.0052919826,
        0.008023653,
        0.0019823934,
        -0.0299711,
        0.011007324,
        0.009300449,
        0.016894024,
        -0.014649551,
        0.033949327,
        0.05112559,
        -0.0037195077,
        0.0053491024,
        -0.0059236605,
        -0.0082790125,
        -0.029567903,
        0.028546466,
        -0.06413547,
        0.0126066785,
        -0.041368183,
        0.0038471874,
        0.026181033,
        0.013345876,
        -0.02076473,
        -0.018990656,
        -0.03994355,
        0.0023335123,
        0.0050534233,
        0.025186477,
        -0.02720247,
        -0.013964114,
        0.000013433393,
        0.0040723067,
        0.0007723775,
        0.00298199,
        0.016719304,
        0.022095287,
        0.009246689,
        -0.0080438135,
        -0.68941593,
        -0.0038740672,
        0.020710971,
        -0.026328873,
        0.025670316,
        0.03843827,
        0.00089207705,
        0.018560579,
        -0.025589675,
        0.020670652,
        -0.019125057,
        -0.0024998318,
        -0.010940124,
        -0.01227068,
        0.0028946304,
        -0.012673878,
        0.010335326,
        -0.0065788585,
        -0.014770512,
        0.008265573,
        0.005171023,
        0.032444052,
        0.0016900745,
        0.014273233,
        0.019044418,
        -0.00006415479,
        0.009905247,
        -0.018775618,
        -0.001812714,
        0.031906456,
        -0.029460382,
        -0.003275989,
        -0.0025703914,
        0.010610845,
        0.061017398,
        -0.020549692,
        -0.009488609,
        -0.0049492638,
        -0.005453262,
        0.0018479939,
        -0.0181977,
        -0.026127273,
        0.02106041,
        -0.0044519855,
        0.005832941,
        -0.0040555065,
        0.0049459036,
        -0.02114105,
        0.005251663,
        0.005681741,
        0.0018849538,
        -0.0018983937,
        0.010866204,
        -0.0013549156,
        0.014757072,
        0.009730528,
        0.043303538,
        -0.016544586,
        0.0012490759,
        0.015523149,
        -0.0038875071,
        0.022135606,
        -0.029057184,
        -0.013661715,
        0.0028324707,
        0.009488609,
        -0.0120086,
        0.006595658,
        0.009710368,
        -0.005785901,
        0.015778508,
        0.013896914,
        -0.020321213,
        -0.0061185397,
        0.002054633,
        0.026637992,
        0.018654658,
        -0.009488609,
        -0.020603452,
        0.0181977,
        0.006676298,
        -0.0036052682,
        -0.023130164,
        -0.016598346,
        0.025388077,
        -0.00601102,
        -0.022229686,
        0.009495328,
        0.0067636576,
        0.0046535847,
        0.013083797,
        0.010852764,
        -0.008171493,
        -0.0014019554,
        0.0041697463,
        0.005869901,
        -0.00004504485,
        0.014259793,
        -0.007801894,
        -0.0038471874,
        -0.014824271,
        0.015818827,
        -0.028358307,
        0.005382702,
        0.0077548544,
        -0.0015187149,
        -0.0032373492,
        0.019219136,
        0.03311605,
        -0.02376184,
        -0.0061689396,
        -0.008668771,
        -0.0028677506,
        -0.0133861955,
        -0.0066998177,
        -0.023896242,
        0.010180767,
        0.005517102,
        0.023721522,
        -0.00026375914,
        0.020952892,
        -0.002729991,
        -0.00298199,
        0.0012877157,
        0.026785832,
        0.008144613,
        0.0076271747,
        -0.02134265,
        -0.022296887,
        -0.003964787,
        0.007519655,
        -0.000922317,
        0.05429742,
        -0.016988104,
        0.025199916,
        -0.002464552,
        0.01847994,
        -0.00085049716,
        0.016020427,
        -0.005443182,
        -0.019985214,
        0.015254349,
        -0.017579462,
        0.006558698,
        0.010557085,
        -0.0183993,
        -0.018762179,
        -0.007163496,
        0.009468448,
        -0.010375646,
        0.0019807136,
        -0.012552919,
        -0.024581678,
        0.026691752,
        0.012237079,
        -0.01790202,
        0.0047879843,
        -0.015791947,
        -0.0076540546,
        -0.02147705,
        -0.0018748738,
        0.011397082,
        -0.011047644,
        0.016208587,
        -0.010120287,
        -0.004559505,
        -0.037820034,
        0.013406356,
        -0.016517706,
        -0.026476713,
        -0.0031802296,
        -0.02084537,
        -0.005769101,
        -0.00022112927,
        -0.013977554,
        -0.0043545454,
        -0.019958334,
        -0.0020227134,
        0.022995764,
        -0.016369866,
        0.008655331,
        0.013755795,
        -0.002741751,
        0.015281229,
        0.016463945,
        0.014273233,
        -0.0018496739,
        0.015791947,
        0.0077078147,
        -0.01798266,
        0.0037430276,
        -0.013466836,
        -0.013493716,
        0.0005195383,
        -0.011491162,
        0.00039983867,
        -0.007976614,
        0.03026678,
        0.017377863,
        0.008756131,
        0.03362677,
        0.0062697395,
        0.042873457,
        -0.025670316,
        -0.0045796647,
        -0.02162489,
        0.002414152,
        -0.022270007,
        0.01803642,
        0.012633558,
        0.003911027,
        -0.02126201,
        -0.01212956,
        0.010100126,
        0.015308109,
        0.025871914,
        -0.007297896,
        0.007781734,
        -0.0019504735,
        0.008198373,
        0.004942544,
        -0.006723338,
        0.0041059065,
        -0.0124588385,
        -0.013379476,
        0.0057220613,
        0.026651433,
        0.03580404,
        0.0056649414,
        -0.02370808,
        -0.0031751895,
        -0.003944627,
        0.0008546972,
        0.010933404,
        0.013829715,
        0.017686982,
        0.029137824,
        0.0008861971,
        0.029003425,
        -0.0035246282,
        -0.010745244,
        0.023103284,
        0.018775618,
        -0.007371816,
        0.0244204,
        0.004495665,
        0.020186814,
        0.0014783951,
        -0.019608894,
        0.009972447,
        -0.011141723,
        0.012700758,
        -0.031691417,
        -0.006326859,
        0.021436729,
        -0.013292116,
        0.00009911967,
        0.013345876,
        0.026140714,
        0.018842818,
        0.015751628,
        -0.019017538,
        -0.0044654254,
        -0.00064973783,
        0.018977217,
        -0.009932127,
        -0.014111954,
        -0.0045931046,
        -0.016907465,
        0.014232913,
        -0.0072306963,
        -0.0070425365,
        0.035132043,
        -0.008252133,
        0.02427256,
        -0.00027656907,
        0.009528928,
        -0.0009357569,
        -0.016894024,
        0.004310866,
        0.0014599152,
        -0.044298094,
        0.0073180557,
        0.007244136,
        -0.002093273,
        -0.019380417,
        -0.03368053,
        0.037363075,
        0.003934547,
        0.0009962367,
        0.00033767888,
        0.00900477,
        0.02076473,
        0.002152073,
        0.00068081776,
        0.023425842,
        0.013359316,
        -0.028707745,
        -0.0020411932,
        0.0015716348,
        0.008238693,
        0.017337542,
        -0.0038606273,
        -0.027793828,
        0.030831259,
        -0.0071030166,
        0.0055003017,
        0.021893688,
        0.006696458,
        -0.009999327,
        0.0059942203,
        0.01847994,
        -0.0038505474,
        -0.02390968,
        0.02411128,
        0.0071231765,
        -0.019461056,
        -0.004542705,
        0.034701966,
        0.013775954,
        -0.0035582283,
        -0.029164704,
        -0.019313216,
        0.0055137416,
        0.062576436,
        0.021356089,
        -0.0045796647,
        -0.0040958263,
        0.0072306963,
        0.005372622,
        -0.010745244,
        -0.03327733,
        0.00891069,
        -0.021651769,
        -0.0017421542,
        0.0044217454,
        0.015402189,
        0.0068778973,
        0.015845709,
        -0.0034070287,
        0.010725085,
        -0.0068039773,
        -0.0013280356,
        -0.023533363,
        -0.009676768,
        0.027471269,
        0.012741078,
        0.0046300646,
        0.01770042,
        0.0001832244,
        0.0046502245,
        0.010718364,
        0.01212956,
        -0.05150191,
        -0.020173373,
        0.031449497,
        0.008050533,
        0.009952287,
        -0.005120623,
        0.029110944,
        -0.005459982,
        -0.01494523,
        0.018748738,
        -0.0020025533,
        0.021503929,
        0.019340096,
        0.017082183,
        -0.015657548,
        0.009535649,
        -0.0032591892,
        0.0020378332,
        -0.00071609765,
        -0.013883474,
        -0.0036825477,
        0.0019991933,
        -0.008077413,
        -0.0074524553,
        -0.023466162,
        0.008198373,
        0.009864927,
        -0.009817887,
        0.0062260595,
        -0.018883137,
        -0.026530473,
        0.0077414145,
        0.008292452,
        -0.0065788585,
        -0.0037833476,
        -0.018291779,
        -0.013164436,
        -0.00029378902,
        0.0037564675,
        -0.02099321,
        -0.00601438,
        0.0024964719,
        0.008144613,
        0.0014137153,
        0.013540755,
        0.013446676,
        0.0040219068,
        0.005144143,
        -0.01537531,
        -0.023291443,
        -0.010731804,
        -0.0013406356,
        -0.0359922,
        0.0070022168,
        -0.010167327,
        -0.023587123,
        0.016611785,
        0.005419662,
        0.011551642,
        0.0052180625,
        0.011948121,
        0.02411128,
        0.003301189,
        0.006320139,
        -0.016974663,
        0.0030945498,
        -0.026785832,
        0.0019571935,
        -0.034594446,
        -0.010590685,
        -0.019165376,
        -0.0074121356,
        -0.003329749,
        0.00598414,
        -0.006545258,
        0.012431959,
        0.0025435116,
        0.008635172,
        0.031126937,
        -0.014461393,
        0.019420736,
        -0.00037064878,
        0.00056699815,
        -0.010342046,
        0.00044351854,
        -0.008265573,
        0.01186748,
        0.008796451,
        -0.000047118596,
        0.008615011,
        -0.022753844,
        0.025482155,
        -0.059243325,
        0.01225724,
        0.029541023,
        0.000908877,
        0.014447953,
        -0.011054363,
        -0.012882197,
        0.0031382297,
        -0.0062260595,
        -0.009542368,
        0.005742221,
        -0.01830522,
        -0.014542032,
        -0.029648542,
        -0.0077481344,
        -0.016074186,
        0.0037766276,
        -0.018923458,
        -0.0077682943,
        -0.023869362,
        0.0023150323,
        0.008749411,
        -0.000101219666,
        -0.022310326,
        -0.024702638,
        0.0037799876,
        0.01814394,
        -0.0067938976,
        0.034379408,
        0.00091475697,
        0.0113702025,
        -0.013910354,
        -0.018291779,
        0.002113433,
        -0.02720247,
        -0.014085073,
        -0.019756734,
        0.009858208,
        0.02417848,
        0.028600225,
        -0.0043007857,
        0.012801558,
        0.004260466,
        -0.015953228,
        0.0025031918,
        0.0025939115,
        -0.011733081,
        -0.018264899,
        0.011155163,
        0.005372622,
        0.023654321,
        0.01537531,
        -0.009582688,
        0.004166386,
        -0.01497211,
        0.012828438,
        -0.016692424,
        -0.013789395,
        -0.024796719,
        0.0028996705,
        0.008359652,
        -0.009320609,
        0.01220348,
        -0.016652105,
        0.006746858,
        0.046206567,
        0.010570525,
        0.008675491,
        0.026960552,
        0.00031541896,
        -0.0179961,
        0.012714198,
        -0.0004481385,
        0.015496269,
        -0.01838586,
        -0.015079631,
        -0.012378199,
        0.0017589541,
        0.030938778,
        0.016208587,
        -0.0044116653,
        -0.013023317,
        0.0073650954,
        0.001216316,
        -0.017592901,
        0.0060043,
        -0.0029651902,
        0.013500435,
        -0.0049559837,
        -0.031960215,
        0.0019739934,
        -0.008373092,
        -0.024742959,
        -0.008366372,
        0.016060747,
        -0.013520596,
        0.010886364,
        -0.024124721,
        -0.0068174177,
        -0.002118473,
        0.0005031583,
        0.029836701,
        0.010711645,
        0.0010793965,
        0.0085881315,
        -0.009938847,
        -0.005480142,
        0.007580135,
        -0.00899133,
        -0.01198172,
        0.035105165,
        0.016988104,
        0.00296351,
        -0.0017203143,
        0.015657548,
        0.022350647,
        -0.016074186,
        -0.019904574,
        0.015697869,
        0.013654995,
        0.0047006244,
        -0.03935219,
        -0.016302666,
        -0.050480474,
        0.023385523,
        0.016477386,
        -0.020254012,
        -0.027874468,
        0.0005447382,
        -0.040669307,
        0.025320876,
        -0.01847994,
        -0.0031197497,
        0.013124117,
        -0.002430952,
        -0.031207576,
        0.0066998177,
        -0.0022360727,
        0.00016138447,
        0.006431019,
        0.034029968,
        -0.013379476,
        0.014918351,
        0.0061386996,
        0.019622335,
        -0.006306699,
        -0.009663328,
        0.003339829,
        0.019918013,
        -0.037443716,
        -0.008843491,
        -0.0043444657,
        -0.0125327585,
        0.00902493,
        -0.0062764594,
        -0.017256903,
        -0.003581748,
        -0.015482829,
        -0.011464282,
        0.011901081,
        -0.003348229,
        -0.021745848,
        -0.0117532415,
        0.0043747057,
        -0.022431286,
        -0.013130836,
        -0.011417243,
        0.013372756,
        -0.026530473,
        -0.024917677,
        -0.0047107046,
        0.010812445,
        0.0052550226,
        -0.0008769571,
        -0.0065990184,
        0.019501375,
        0.037981313,
        -0.0070290966,
        0.015294669,
        0.0018748738,
        0.0067569376,
        -0.03346549,
        0.005826221,
        0.00024716917,
        0.00059765804,
        0.028600225,
        -0.018560579,
        -0.026409512,
        0.008890531,
        -0.00300383,
        0.019971775,
        0.013198037,
        -0.009031651,
        -0.008608292,
        0.02136953,
        -0.0013473555,
        -0.0085881315,
        -0.02416504,
        0.021665208,
        0.008655331,
        -0.005372622,
        0.00610846,
        -0.016463945,
        0.0014867951,
        -0.0100598065,
        -0.0034507087,
        0.009481888,
        -0.02454136,
        -0.034029968,
        -0.0014506752,
        0.001232276,
        0.004425105,
        -0.026154153,
        -0.019098178,
        -0.015966667,
        -0.0013641554,
        -0.0070358166,
        -0.005863181,
        0.0013145957,
        -0.00905181,
        0.005140783,
        -0.011652442,
        0.028707745,
        -0.015818827,
        -0.01845306,
        -0.021544248,
        0.00010090467,
        -0.02709495,
        -0.025509035,
        -0.009145889,
        0.025509035,
        0.015066191,
        -0.0090450905,
        -0.012048921,
        -0.013043477,
        -0.028223908,
        -0.011007324,
        -0.004052147,
        0.001846314,
        0.020697532,
        0.0087359715,
        -0.003338149,
        0.03290101,
        0.00040193868,
        0.027713189,
        -0.0068778973,
        0.00045065852,
        -0.0072172564,
        -0.007996773,
        0.0037497475,
        0.008628451,
        0.0007370976,
        -0.014461393,
        0.038626432,
        0.014609232,
        0.0051475028,
        0.017189704,
        0.0026073514,
        -0.007882534,
        -0.0133861955,
        -0.0028862304,
        -0.0062294193,
        0.010469725,
        0.0049828636,
        -0.009381089,
        -0.013332436,
        0.0031903095,
        -0.006928297,
        -0.00013670955,
        0.014488272,
        0.0093542095,
        0.0126066785,
        0.0098985275,
        -0.010617565,
        0.0018496739,
        -0.016853705,
        -0.015751628,
        0.025414957,
        -0.000895437,
        -0.025173036,
        0.020240573,
        0.0008412572,
        -0.0043982253,
        -0.023318322,
        0.03040118,
        -0.018977217,
        -0.013164436,
        -0.007600295,
        -0.017028423,
        -0.033546127,
        0.0012549559,
        -0.007559975,
        -0.010221086,
        -0.0034507087,
        -0.0052550226,
        -0.025535915,
        -0.025965994,
        -0.0038807872,
        0.005402862,
        -0.031879574,
        -0.04518513,
        -0.013648275,
        0.027740069,
        -0.010006047,
        -0.009293729,
        -0.0068946974,
        -0.012888918,
        0.012304279,
        0.013722194,
        -0.0005459982,
        -0.01215644,
        0.031073177,
        0.016087627,
        -0.011101403,
        0.02710839,
        0.23052211,
        -0.01537531,
        0.015402189,
        0.03959411,
        0.0055775815,
        0.026584232,
        0.0029047104,
        0.0020294334,
        -0.014716751,
        0.003900947,
        -0.008809891,
        -0.0017203143,
        0.019017538,
        -0.00605134,
        0.025535915,
        0.007889254,
        -0.019192256,
        -0.014058193,
        -0.015738187,
        -0.029514143,
        0.008695651,
        0.002162153,
        -0.0018530339,
        -0.021813048,
        0.0061487798,
        -0.0058732606,
        -0.0135340355,
        -0.0122975595,
        0.027444389,
        0.018950338,
        -0.0070358166,
        -0.00921309,
        0.021517368,
        0.0049862233,
        -0.017431622,
        0.011565082,
        0.0089711705,
        -0.0044284654,
        0.028519586,
        0.02710839,
        0.011195483,
        -0.0004489785,
        -0.012828438,
        -0.019595455,
        -0.008467172,
        0.017431622,
        -0.0023200724,
        -0.008715811,
        -0.01200188,
        -0.0043377457,
        0.008776291,
        0.0042134263,
        0.0112962825,
        0.012774678,
        0.012747798,
        -0.002694711,
        0.024890797,
        -0.011249243,
        -0.031879574,
        0.024326319,
        -0.001216316,
        0.016517706,
        -0.004764464,
        0.009938847,
        -0.014165713,
        -0.006407499,
        0.007271016,
        -0.0047174245,
        0.0052819024,
        0.0011071163,
        0.0009676768,
        -0.016880585,
        -0.002743431,
        -0.007506215,
        -0.030858139,
        -0.010489886,
        -0.002110073,
        0.019797055,
        0.031825814,
        0.018412739,
        -0.027551908,
        -0.0128418775,
        0.010483165,
        -0.025455276,
        -0.025186477,
        -0.029809821,
        0.0017404743,
        -0.013668435,
        -0.010819164,
        -0.0084268525,
        -0.011121564,
        -0.016396746,
        -0.009569248,
        -0.0060815797,
        0.002141993,
        -0.008023653,
        -0.017230023,
        0.028815264,
        0.007291176,
        0.0073247757,
        -0.029110944,
        0.020388413,
        0.01202204,
        0.013601235,
        -0.0127679575,
        -0.010819164,
        -0.012431959,
        0.011289563,
        0.006935017,
        -0.01503931,
        -0.0034103887,
        0.011047644,
        0.012956117,
        0.004818224,
        -0.013668435,
        0.0062260595,
        0.01538875,
        -0.013896914,
        0.0038303873,
        -0.00095171685,
        -0.009643168,
        -0.019528255,
        -0.00607822,
        -0.00082445727,
        -0.0070156567,
        -0.0129157975,
        -0.013520596,
        -0.018842818,
        0.012888918,
        -0.024447279,
        0.0050399834,
        0.010785565,
        0.010725085,
        -0.0030777499,
        -0.007976614,
        0.005160943,
        0.0025283915,
        -0.00900477,
        -0.011887641,
        0.03316981,
        -0.0012826758,
        -0.008494052,
        0.0068274974,
        0.0001803894,
        0.011820441,
        -0.034406286,
        -0.00299879,
        -0.010120287,
        -0.0077682943,
        -0.01835898,
        -0.028600225,
        -0.013258516,
        -0.015899468,
        -0.00076733745,
        0.020509372,
        -0.016450506,
        -0.031368855,
        -0.025912235,
        0.013453395,
        0.00012536958,
        -0.02116793,
        0.0050265435,
        0.029299103,
        -0.014609232,
        0.004505745,
        -0.0037732676,
        -0.1762247,
        0.001505275,
        0.007055977,
        -0.011309722,
        0.019004097,
        -0.013271956,
        0.00303239,
        0.0011171963,
        -0.002758551,
        0.015926348,
        -0.00037295878,
        -0.010839324,
        -0.04319602,
        -0.012868757,
        -0.016423626,
        0.016786505,
        -0.027874468,
        0.0041563064,
        0.011618841,
        0.030696858,
        0.017660102,
        -0.0050769434,
        0.020052414,
        -0.020227132,
        0.0014582352,
        0.001517875,
        0.009777567,
        0.031987093,
        0.005120623,
        -0.0091324495,
        -0.0063402993,
        -0.0104428455,
        -0.007855654,
        0.005036623,
        0.027525028,
        -0.011665882,
        0.0047241445,
        -0.026987432,
        -0.014918351,
        0.025186477,
        0.033841807,
        0.032175254,
        0.0028963105,
        -0.013036757,
        0.004179826,
        0.016786505,
        0.018439619,
        -0.010180767,
        0.011659161,
        -0.005806061,
        0.01220348,
        -0.043222897,
        0.0015220749,
        -0.017216584,
        0.00305255,
        0.023869362,
        -0.011544921,
        -0.012317719,
        0.009549089,
        0.02416504,
        0.0037060678,
        -0.021033531,
        0.016450506,
        0.010590685,
        0.013251796,
        -0.017203143,
        -0.009643168,
        0.009777567,
        -0.014689871,
        0.018600898,
        -0.024286,
        -0.017942341,
        0.0035044684,
        -0.011524762,
        0.012814998,
        -0.010637725,
        -0.022740405,
        0.026637992,
        -0.0027652709,
        -0.02122169,
        -0.021517368,
        0.03327733,
        -0.01509307,
        0.01782138,
        0.012190039,
        0.022054967,
        -0.004499025,
        0.0037396676,
        0.002740071,
        0.0006404979,
        0.03255157,
        -0.0061219,
        -0.010261406,
        -0.014165713,
        0.022162486,
        0.016396746,
        0.015482829,
        0.002180633,
        -0.00035258883,
        -0.00059387804,
        -0.013816275,
        -0.034029968,
        -0.011907801,
        0.0034910284,
        0.019313216,
        0.008413413,
        0.011269403,
        0.00068081776,
        0.0043444657,
        -0.019676095,
        -0.031180697,
        0.017404743,
        0.019797055,
        0.029030304,
        -0.00061739795,
        0.010960284,
        -0.026019754,
        -0.021584569,
        0.00900477,
        0.016988104,
        0.037604995,
        -0.005785901,
        -0.005510382,
        0.014501712,
        -0.00015875947,
        -0.012143,
        -0.06531818,
        -0.021880249,
        0.010967004,
        0.028761504,
        0.003598548,
        0.017001543,
        -0.00066359784,
        0.005869901,
        -0.000609838,
        -0.0028744705,
        -0.0040319865,
        -0.029433502,
        -0.025616555,
        -0.013480276,
        0.013708754,
        -0.008803171,
        0.0024914318,
        -0.002057993,
        -0.000905517,
        0.022646325,
        -0.014810831,
        -0.019743295,
        0.0018513539,
        -0.0181305,
        -0.009461729,
        -0.0002122043,
        -0.034460045,
        0.035239562,
        0.016961224,
        -0.010967004,
        -0.0076204548,
        -0.0044452655,
        0.02682615,
        -0.019205697,
        -0.022081846,
        0.0070290966,
        -0.044486254,
        -0.004519185,
        0.021786168,
        -0.02718903,
        -0.0071500563,
        0.008346212,
        -0.001800954,
        -0.023143604,
        -0.015832268,
        -0.0037900675,
        -0.007922854,
        0.041153144,
        0.0058766208,
        -0.020428732,
        -0.030858139,
        -0.009938847,
        -0.029110944,
        -0.020737851,
        0.023278004,
        0.0028610306,
        0.026248233,
        0.0019420736,
        -0.02443384,
        -0.00037757875,
        0.0071231765,
        -0.016504265,
        -0.005379342,
        0.017310662,
        0.012680599,
        0.009502049,
        -0.011807001,
        0.0048887837,
        0.011766681,
        0.0053054225,
        -0.008944291,
        0.008245413,
        -0.014206033,
        0.025589675,
        -0.01782138,
        -0.0058967806,
        -0.023022644,
        -0.030508699,
        0.023224244,
        0.0014254752,
        -0.017095624,
        -0.02093945,
        -0.0013943954,
        -0.019474495,
        0.005782541,
        0.019487936,
        -0.0054062223,
        0.008191653,
        0.0035716682,
        -0.026396073,
        0.014138834,
        0.044190574,
        0.0065284586,
        -0.02084537,
        -0.008063973,
        -0.0051844628,
        0.010328606,
        0.0070223766,
        0.011571802,
        -0.0022192728,
        -0.028976545,
        -0.023479603,
        -0.06392043,
        0.025845034,
        0.008373092,
        -0.008500772,
        -0.008225253,
        -0.008883811,
        -0.010967004,
        -0.0053356625,
        -0.014246353,
        0.005728781,
        -0.00029336903,
        -0.005345742,
        0.008957731,
        -0.0034708686,
        -0.018090181,
        0.0064746984,
        0.021436729,
        -0.008675491,
        0.024729518,
        0.0047443043,
        -0.010355486,
        -0.0105167655,
        0.00013838954,
        -0.0009374369,
        -0.0061655794,
        0.015254349,
        -0.03916403,
        0.018990656,
        -0.010832604,
        -0.01513339,
        0.010812445,
        -0.03282037,
        -0.0038807872,
        0.01498555,
        -0.0052819024,
        -0.0031365496,
        -0.0077548544,
        0.044755053,
        0.0044486253,
        -0.0012238759,
        -0.00302231,
        -0.022659766,
        -0.003625428,
        -0.019259457,
        0.00613534,
        0.020401852,
        -0.019850815,
        -0.029702302,
        0.02404408,
        0.0032776692,
        0.0061319796,
        0.012290839,
        -0.029756062,
        -0.026664872,
        -0.016006988,
        -0.028519586,
        0.02440696,
        -0.01538875,
        0.001528795,
        -0.017203143,
        0.04540017,
        -0.008433572,
        -0.010550365,
        -0.023775281,
        0.012418519,
        -0.00046955844,
        -0.017068744,
        0.013856594,
        0.0010306766,
        -0.011686041,
        -0.013426515,
        -0.0025871915,
        -0.004015187,
        0.03623412,
        0.015818827,
        0.016719304,
        -0.014447953,
        0.013641555,
        -0.008386532,
        0.021920567,
        0.009979167,
        0.005137423,
        -0.014138834,
        0.0029534302,
        0.03029366,
        0.022323767,
        -0.009582688,
        -0.00093995687,
        -0.008010213,
        0.00302399,
        -0.019555135,
        0.013164436,
        -0.004851824,
        0.00014426952,
        0.010503326,
        0.006646058,
        0.001794234,
        0.0058497405,
        0.014878031,
        0.022659766,
        0.004525905,
        -0.00895101,
        0.0016077547,
        -0.0062193396,
        -0.004858544,
        -0.0001809144,
        -0.037282437,
        -0.031100057,
        0.012626838,
        -0.0021907128,
        -0.011027483,
        -0.008272293,
        0.034943886,
        0.017149383,
        -0.021853367,
        0.023802161,
        0.0018026341,
        -0.009811168,
        -0.025764395,
        0.026839592,
        -0.001186916,
        0.0073314956,
        0.026920231,
        -0.013144276,
        0.014192593,
        0.0034103887,
        0.008648612,
        -0.024689198,
        0.0076271747,
        0.002691351,
        -0.009468448,
        0.0027988707,
        -0.0051038233,
        -0.019178817,
        0.0005728781,
        0.008084133,
        -0.010106847,
        0.035669643,
        -0.006867817,
        0.082145005,
        -0.0020025533,
        -0.0023049524,
        0.0088972505,
        -0.0040891063,
        0.023116723,
        0.00891069,
        0.020885691,
        -0.014031313,
        0.0028324707,
        0.011538202,
        0.0031365496,
        -0.008084133,
        -0.0084268525,
        -0.016544586,
        -0.012633558,
        -0.0057724607,
        0.016208587,
        -0.016853705,
        0.010012767,
        0.018587459,
        0.012720918,
        0.02102009,
        0.01518715,
        -0.012492439,
        -0.023062963,
        0.023062963,
        -0.014542032,
        -0.014595792,
        -0.029863581,
        -0.011726362,
        -0.0015632348,
        -0.026691752,
        -0.008097573,
        0.010711645,
        0.010772124,
        -0.005093743,
        -0.03287413,
        -0.003890867,
        0.014676431,
        0.0032255894,
        0.026113834,
        -0.0101337265,
        -0.003301189,
        -0.00038639872,
        0.010967004,
        -0.017014984,
        -0.00007502225,
        -0.0240844
      ]
    }
  ],
  "model": "text-embedding-ada-002-v2",
  "usage": {
    "prompt_tokens": 5,
    "total_tokens": 5
  }
}

Please. help me out, I'm totally frustrated, because the embedding method was /POST type, but after overriding library calls /GET embeddings

Expected behavior

A few weeks ago this code works correct, and I don't mind where the problem can be

supsailor commented 1 year ago

Resolved:

For everyone who use Langchain behind proxy and have confluence in closed environment: Some libraries can't get proxy params from http_proxy environment variable, but you can set it force in python3 runtime

call your ingest file with these params:

http_proxy="http://<username>:<password>@<proxy_address>:<proxy_port>" https_proxy="http://<username>:<password>@<proxy_address>:<proxy_port>" no_proxy="localhost, 127.0.0.1, ::1, <your_internal_domains_or_addresses>" python3 <ingest_script>