diff --git a/poetry.lock b/poetry.lock
index 8cce782f..45bb5d40 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,35 +1,5 @@
# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
-[[package]]
-name = "accelerate"
-version = "0.25.0"
-description = "Accelerate"
-optional = false
-python-versions = ">=3.8.0"
-files = [
- {file = "accelerate-0.25.0-py3-none-any.whl", hash = "sha256:c7bb817eb974bba0ff3ea1ba0f24d55afb86d50e3d4fe98d6922dc69cf2ccff1"},
- {file = "accelerate-0.25.0.tar.gz", hash = "sha256:ecf55b0ab278a1dac8539dde0d276977aff04683f07ede73eaf02478538576a1"},
-]
-
-[package.dependencies]
-huggingface-hub = "*"
-numpy = ">=1.17"
-packaging = ">=20.0"
-psutil = "*"
-pyyaml = "*"
-safetensors = ">=0.3.1"
-torch = ">=1.10.0"
-
-[package.extras]
-dev = ["bitsandbytes", "black (>=23.1,<24.0)", "datasets", "deepspeed", "evaluate", "hf-doc-builder (>=0.3.0)", "parameterized", "pytest", "pytest-subtests", "pytest-xdist", "rich", "ruff (>=0.0.241)", "scikit-learn", "scipy", "timm", "tqdm", "transformers", "urllib3 (<2.0.0)"]
-quality = ["black (>=23.1,<24.0)", "hf-doc-builder (>=0.3.0)", "ruff (>=0.0.241)", "urllib3 (<2.0.0)"]
-rich = ["rich"]
-sagemaker = ["sagemaker"]
-test-dev = ["bitsandbytes", "datasets", "deepspeed", "evaluate", "scikit-learn", "scipy", "timm", "tqdm", "transformers"]
-test-prod = ["parameterized", "pytest", "pytest-subtests", "pytest-xdist"]
-test-trackers = ["comet-ml", "dvclive", "tensorboard", "wandb"]
-testing = ["bitsandbytes", "datasets", "deepspeed", "evaluate", "parameterized", "pytest", "pytest-subtests", "pytest-xdist", "scikit-learn", "scipy", "timm", "tqdm", "transformers"]
-
[[package]]
name = "aiofiles"
version = "23.2.1"
@@ -150,20 +120,6 @@ files = [
[package.dependencies]
frozenlist = ">=1.1.0"
-[[package]]
-name = "aiostream"
-version = "0.5.2"
-description = "Generator-based operators for asynchronous iteration"
-optional = false
-python-versions = ">=3.8"
-files = [
- {file = "aiostream-0.5.2-py3-none-any.whl", hash = "sha256:054660370be9d37f6fe3ece3851009240416bd082e469fd90cc8673d3818cf71"},
- {file = "aiostream-0.5.2.tar.gz", hash = "sha256:b71b519a2d66c38f0872403ab86417955b77352f08d9ad02ad46fc3926b389f4"},
-]
-
-[package.dependencies]
-typing-extensions = "*"
-
[[package]]
name = "altair"
version = "5.2.0"
@@ -222,7 +178,7 @@ trio = ["trio (<0.22)"]
name = "asgiref"
version = "3.7.2"
description = "ASGI specs, helper code, and adapters"
-optional = true
+optional = false
python-versions = ">=3.7"
files = [
{file = "asgiref-3.7.2-py3-none-any.whl", hash = "sha256:89b2ef2247e3b562a16eef663bc0e2e703ec6468e2fa8a5cd61cd449786d4f6e"},
@@ -236,7 +192,7 @@ tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"]
name = "async-timeout"
version = "4.0.3"
description = "Timeout context manager for asyncio programs"
-optional = true
+optional = false
python-versions = ">=3.7"
files = [
{file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
@@ -247,7 +203,7 @@ files = [
name = "asyncpg"
version = "0.29.0"
description = "An asyncio PostgreSQL driver"
-optional = true
+optional = false
python-versions = ">=3.8.0"
files = [
{file = "asyncpg-0.29.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:72fd0ef9f00aeed37179c62282a3d14262dbbafb74ec0ba16e1b1864d8a12169"},
@@ -322,7 +278,7 @@ tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pyte
name = "backoff"
version = "2.2.1"
description = "Function decoration for backoff and retry"
-optional = true
+optional = false
python-versions = ">=3.7,<4.0"
files = [
{file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"},
@@ -333,7 +289,7 @@ files = [
name = "bcrypt"
version = "4.1.2"
description = "Modern password hashing for your software and your servers"
-optional = true
+optional = false
python-versions = ">=3.7"
files = [
{file = "bcrypt-4.1.2-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:ac621c093edb28200728a9cca214d7e838529e557027ef0581685909acd28b5e"},
@@ -371,19 +327,22 @@ typecheck = ["mypy"]
[[package]]
name = "beautifulsoup4"
-version = "4.12.2"
+version = "4.12.3"
description = "Screen-scraping library"
optional = false
python-versions = ">=3.6.0"
files = [
- {file = "beautifulsoup4-4.12.2-py3-none-any.whl", hash = "sha256:bd2520ca0d9d7d12694a53d44ac482d181b4ec1888909b035a3dbf40d0f57d4a"},
- {file = "beautifulsoup4-4.12.2.tar.gz", hash = "sha256:492bbc69dca35d12daac71c4db1bfff0c876c00ef4a2ffacce226d4638eb72da"},
+ {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"},
+ {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"},
]
[package.dependencies]
soupsieve = ">1.2"
[package.extras]
+cchardet = ["cchardet"]
+chardet = ["chardet"]
+charset-normalizer = ["charset-normalizer"]
html5lib = ["html5lib"]
lxml = ["lxml"]
@@ -422,32 +381,32 @@ uvloop = ["uvloop (>=0.15.2)"]
[[package]]
name = "boto3"
-version = "1.34.2"
+version = "1.34.51"
description = "The AWS SDK for Python"
optional = false
python-versions = ">= 3.8"
files = [
- {file = "boto3-1.34.2-py3-none-any.whl", hash = "sha256:aad3f305fe3cd4f2bba545c9580cd460c366af56a8aabb6094528dd32317f8d2"},
- {file = "boto3-1.34.2.tar.gz", hash = "sha256:970fd9f9f522eb48f3cd5574e927b369279ebf5bcf0f2fae5ed9cc6306e58558"},
+ {file = "boto3-1.34.51-py3-none-any.whl", hash = "sha256:67732634dc7d0afda879bd9a5e2d0818a2c14a98bef766b95a3e253ea5104cb9"},
+ {file = "boto3-1.34.51.tar.gz", hash = "sha256:2cd9463e738a184cbce8a6824027c22163c5f73e277a35ff5aa0fb0e845b4301"},
]
[package.dependencies]
-botocore = ">=1.34.2,<1.35.0"
+botocore = ">=1.34.51,<1.35.0"
jmespath = ">=0.7.1,<2.0.0"
-s3transfer = ">=0.9.0,<0.10.0"
+s3transfer = ">=0.10.0,<0.11.0"
[package.extras]
crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
[[package]]
name = "botocore"
-version = "1.34.2"
+version = "1.34.51"
description = "Low-level, data-driven core of boto 3."
optional = false
python-versions = ">= 3.8"
files = [
- {file = "botocore-1.34.2-py3-none-any.whl", hash = "sha256:655b1ea2a5d7b989a0eb6006c16137f785bc7334f31378115668c4be5d4b00eb"},
- {file = "botocore-1.34.2.tar.gz", hash = "sha256:8a9f4ad438ba814b9b7a22b24de3004f8aa232e7ae86e0087aea4d7792dc3a2a"},
+ {file = "botocore-1.34.51-py3-none-any.whl", hash = "sha256:01d5156247f991b3466a8404e3d7460a9ecbd9b214f9992d6ba797d9ddc6f120"},
+ {file = "botocore-1.34.51.tar.gz", hash = "sha256:5086217442e67dd9de36ec7e87a0c663f76b7790d5fb6a12de565af95e87e319"},
]
[package.dependencies]
@@ -456,13 +415,49 @@ python-dateutil = ">=2.1,<3.0.0"
urllib3 = {version = ">=1.25.4,<2.1", markers = "python_version >= \"3.10\""}
[package.extras]
-crt = ["awscrt (==0.19.17)"]
+crt = ["awscrt (==0.19.19)"]
+
+[[package]]
+name = "bs4"
+version = "0.0.2"
+description = "Dummy package for Beautiful Soup (beautifulsoup4)"
+optional = false
+python-versions = "*"
+files = [
+ {file = "bs4-0.0.2-py2.py3-none-any.whl", hash = "sha256:abf8742c0805ef7f662dce4b51cca104cffe52b835238afc169142ab9b3fbccc"},
+ {file = "bs4-0.0.2.tar.gz", hash = "sha256:a48685c58f50fe127722417bae83fe6badf500d54b55f7e39ffe43b798653925"},
+]
+
+[package.dependencies]
+beautifulsoup4 = "*"
+
+[[package]]
+name = "build"
+version = "1.0.3"
+description = "A simple, correct Python build frontend"
+optional = false
+python-versions = ">= 3.7"
+files = [
+ {file = "build-1.0.3-py3-none-any.whl", hash = "sha256:589bf99a67df7c9cf07ec0ac0e5e2ea5d4b37ac63301c4986d1acb126aa83f8f"},
+ {file = "build-1.0.3.tar.gz", hash = "sha256:538aab1b64f9828977f84bc63ae570b060a8ed1be419e7870b8b4fc5e6ea553b"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "os_name == \"nt\""}
+packaging = ">=19.0"
+pyproject_hooks = "*"
+
+[package.extras]
+docs = ["furo (>=2023.08.17)", "sphinx (>=7.0,<8.0)", "sphinx-argparse-cli (>=1.5)", "sphinx-autodoc-typehints (>=1.10)", "sphinx-issues (>=3.0.0)"]
+test = ["filelock (>=3)", "pytest (>=6.2.4)", "pytest-cov (>=2.12)", "pytest-mock (>=2)", "pytest-rerunfailures (>=9.1)", "pytest-xdist (>=1.34)", "setuptools (>=42.0.0)", "setuptools (>=56.0.0)", "setuptools (>=56.0.0)", "setuptools (>=67.8.0)", "wheel (>=0.36.0)"]
+typing = ["importlib-metadata (>=5.1)", "mypy (>=1.5.0,<1.6.0)", "tomli", "typing-extensions (>=3.7.4.3)"]
+virtualenv = ["virtualenv (>=20.0.35)"]
[[package]]
name = "cachetools"
version = "5.3.2"
description = "Extensible memoizing collections and decorators"
-optional = true
+optional = false
python-versions = ">=3.7"
files = [
{file = "cachetools-5.3.2-py3-none-any.whl", hash = "sha256:861f35a13a451f94e301ce2bec7cac63e881232ccce7ed67fab9b5df4d3beaa1"},
@@ -594,7 +589,7 @@ files = [
name = "chroma-hnswlib"
version = "0.7.3"
description = "Chromas fork of hnswlib"
-optional = true
+optional = false
python-versions = "*"
files = [
{file = "chroma-hnswlib-0.7.3.tar.gz", hash = "sha256:b6137bedde49fffda6af93b0297fe00429fc61e5a072b1ed9377f909ed95a932"},
@@ -629,17 +624,18 @@ numpy = "*"
[[package]]
name = "chromadb"
-version = "0.4.20"
+version = "0.4.24"
description = "Chroma."
-optional = true
+optional = false
python-versions = ">=3.8"
files = [
- {file = "chromadb-0.4.20-py3-none-any.whl", hash = "sha256:0b8ca7d22483273b12a282af7a4fbad0a804207d4431324a4673741fe3c92028"},
- {file = "chromadb-0.4.20.tar.gz", hash = "sha256:69eb699ad6a5e46a2b558c8770ab91041dc32061ad66403aa8224fe5750229c5"},
+ {file = "chromadb-0.4.24-py3-none-any.whl", hash = "sha256:3a08e237a4ad28b5d176685bd22429a03717fe09d35022fb230d516108da01da"},
+ {file = "chromadb-0.4.24.tar.gz", hash = "sha256:a5c80b4e4ad9b236ed2d4899a5b9e8002b489293f2881cb2cadab5b199ee1c72"},
]
[package.dependencies]
bcrypt = ">=4.0.1"
+build = ">=1.0.3"
chroma-hnswlib = "0.7.3"
fastapi = ">=0.95.2"
grpcio = ">=1.58.0"
@@ -652,6 +648,7 @@ opentelemetry-api = ">=1.2.0"
opentelemetry-exporter-otlp-proto-grpc = ">=1.2.0"
opentelemetry-instrumentation-fastapi = ">=0.41b0"
opentelemetry-sdk = ">=1.2.0"
+orjson = ">=3.9.12"
overrides = ">=7.3.1"
posthog = ">=2.4.0"
pulsar-client = ">=3.1.0"
@@ -865,48 +862,6 @@ files = [
marshmallow = ">=3.18.0,<4.0.0"
typing-inspect = ">=0.4.0,<1"
-[[package]]
-name = "datasets"
-version = "2.14.4"
-description = "HuggingFace community-driven open-source library of datasets"
-optional = false
-python-versions = ">=3.8.0"
-files = [
- {file = "datasets-2.14.4-py3-none-any.whl", hash = "sha256:29336bd316a7d827ccd4da2236596279b20ca2ac78f64c04c9483da7cbc2459b"},
- {file = "datasets-2.14.4.tar.gz", hash = "sha256:ef29c2b5841de488cd343cfc26ab979bff77efa4d2285af51f1ad7db5c46a83b"},
-]
-
-[package.dependencies]
-aiohttp = "*"
-dill = ">=0.3.0,<0.3.8"
-fsspec = {version = ">=2021.11.1", extras = ["http"]}
-huggingface-hub = ">=0.14.0,<1.0.0"
-multiprocess = "*"
-numpy = ">=1.17"
-packaging = "*"
-pandas = "*"
-pyarrow = ">=8.0.0"
-pyyaml = ">=5.1"
-requests = ">=2.19.0"
-tqdm = ">=4.62.1"
-xxhash = "*"
-
-[package.extras]
-apache-beam = ["apache-beam (>=2.26.0,<2.44.0)"]
-audio = ["librosa", "soundfile (>=0.12.1)"]
-benchmarks = ["tensorflow (==2.12.0)", "torch (==2.0.1)", "transformers (==4.30.1)"]
-dev = ["Pillow (>=6.2.1)", "absl-py", "apache-beam (>=2.26.0,<2.44.0)", "black (>=23.1,<24.0)", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "pyyaml (>=5.3.1)", "rarfile (>=4.0)", "ruff (>=0.0.241)", "s3fs", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "sqlalchemy (<2.0.0)", "tensorflow (>=2.2.0,!=2.6.0,!=2.6.1)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "tensorflow-macos", "tiktoken", "torch", "transformers", "zstandard"]
-docs = ["s3fs", "tensorflow (>=2.2.0,!=2.6.0,!=2.6.1)", "tensorflow-macos", "torch", "transformers"]
-jax = ["jax (>=0.2.8,!=0.3.2,<=0.3.25)", "jaxlib (>=0.1.65,<=0.3.25)"]
-metrics-tests = ["Werkzeug (>=1.0.1)", "accelerate", "bert-score (>=0.3.6)", "jiwer", "langdetect", "mauve-text", "nltk", "requests-file (>=1.5.1)", "rouge-score", "sacrebleu", "sacremoses", "scikit-learn", "scipy", "sentencepiece", "seqeval", "six (>=1.15.0,<1.16.0)", "spacy (>=3.0.0)", "texttable (>=1.6.3)", "tldextract", "tldextract (>=3.1.0)", "toml (>=0.10.1)", "typer (<0.5.0)"]
-quality = ["black (>=23.1,<24.0)", "pyyaml (>=5.3.1)", "ruff (>=0.0.241)"]
-s3 = ["s3fs"]
-tensorflow = ["tensorflow (>=2.2.0,!=2.6.0,!=2.6.1)", "tensorflow-macos"]
-tensorflow-gpu = ["tensorflow-gpu (>=2.2.0,!=2.6.0,!=2.6.1)"]
-tests = ["Pillow (>=6.2.1)", "absl-py", "apache-beam (>=2.26.0,<2.44.0)", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "sqlalchemy (<2.0.0)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "tensorflow-macos", "tiktoken", "torch", "transformers", "zstandard"]
-torch = ["torch"]
-vision = ["Pillow (>=6.2.1)"]
-
[[package]]
name = "deprecated"
version = "1.2.14"
@@ -925,19 +880,16 @@ wrapt = ">=1.10,<2"
dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
[[package]]
-name = "dill"
-version = "0.3.7"
-description = "serialize all of Python"
+name = "dirtyjson"
+version = "1.0.8"
+description = "JSON decoder for Python that can extract data from the muck"
optional = false
-python-versions = ">=3.7"
+python-versions = "*"
files = [
- {file = "dill-0.3.7-py3-none-any.whl", hash = "sha256:76b122c08ef4ce2eedcd4d1abd8e641114bfc6c2867f49f3c41facf65bf19f5e"},
- {file = "dill-0.3.7.tar.gz", hash = "sha256:cc1c8b182eb3013e24bd475ff2e9295af86c1a38eb1aff128dac8962a9ce3c03"},
+ {file = "dirtyjson-1.0.8-py3-none-any.whl", hash = "sha256:125e27248435a58acace26d5c2c4c11a1c0de0a9c5124c5a94ba78e517d74f53"},
+ {file = "dirtyjson-1.0.8.tar.gz", hash = "sha256:90ca4a18f3ff30ce849d100dcf4a003953c79d3a2348ef056f1d9c22231a25fd"},
]
-[package.extras]
-graph = ["objgraph (>=1.7.2)"]
-
[[package]]
name = "diskcache"
version = "5.6.3"
@@ -1005,55 +957,18 @@ files = [
dnspython = ">=2.0.0"
idna = ">=2.0.0"
-[[package]]
-name = "evaluate"
-version = "0.4.1"
-description = "HuggingFace community-driven open-source library of evaluation"
-optional = false
-python-versions = ">=3.7.0"
-files = [
- {file = "evaluate-0.4.1-py3-none-any.whl", hash = "sha256:3ff079ab09572c0a2c1e6d749887c19f6783ab993320412cd39f6fe501d28510"},
- {file = "evaluate-0.4.1.tar.gz", hash = "sha256:d721d9f2059ced79770d8a0509e954fbd1bbac96a8f9160e29888d8073cda3d9"},
-]
-
-[package.dependencies]
-datasets = ">=2.0.0"
-dill = "*"
-fsspec = {version = ">=2021.05.0", extras = ["http"]}
-huggingface-hub = ">=0.7.0"
-multiprocess = "*"
-numpy = ">=1.17"
-packaging = "*"
-pandas = "*"
-requests = ">=2.19.0"
-responses = "<0.19"
-tqdm = ">=4.62.1"
-xxhash = "*"
-
-[package.extras]
-dev = ["Werkzeug (>=1.0.1)", "absl-py", "accelerate", "bert-score (>=0.3.6)", "black (>=22.0,<23.0)", "cer (>=1.2.0)", "charcut (>=1.1.1)", "flake8 (>=3.8.3)", "isort (>=5.0.0)", "jiwer", "mauve-text", "nltk", "pytest", "pytest-datadir", "pytest-xdist", "pyyaml (>=5.3.1)", "requests-file (>=1.5.1)", "rouge-score (>=0.1.2)", "sacrebleu", "sacremoses", "scikit-learn", "scipy", "sentencepiece", "seqeval", "six (>=1.15.0,<1.16.0)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1,<=2.10)", "texttable (>=1.6.3)", "tldextract (>=3.1.0)", "toml (>=0.10.1)", "torch", "transformers", "trectools", "unidecode (>=1.3.4)"]
-docs = ["s3fs"]
-evaluator = ["scipy (>=1.7.1)", "transformers"]
-quality = ["black (>=22.0,<23.0)", "flake8 (>=3.8.3)", "isort (>=5.0.0)", "pyyaml (>=5.3.1)"]
-template = ["cookiecutter", "gradio (>=3.0.0)"]
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-tensorflow-gpu = ["tensorflow-gpu (>=2.2.0,!=2.6.0,!=2.6.1)"]
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name = "fastapi"
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description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
optional = false
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files = [
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httpx = {version = ">=0.23.0", optional = true, markers = "extra == \"all\""}
itsdangerous = {version = ">=1.1.0", optional = true, markers = "extra == \"all\""}
@@ -1062,15 +977,15 @@ orjson = {version = ">=3.2.1", optional = true, markers = "extra == \"all\""}
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pydantic-settings = {version = ">=2.0.0", optional = true, markers = "extra == \"all\""}
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pyyaml = {version = ">=5.3.1", optional = true, markers = "extra == \"all\""}
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uvicorn = {version = ">=0.12.0", extras = ["standard"], optional = true, markers = "extra == \"all\""}
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[[package]]
name = "ffmpy"
@@ -1271,10 +1186,6 @@ files = [
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-requests = {version = "*", optional = true, markers = "extra == \"http\""}
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abfs = ["adlfs"]
adl = ["adlfs"]
@@ -1303,7 +1214,7 @@ tqdm = ["tqdm"]
name = "google-auth"
version = "2.25.2"
description = "Google Authentication Library"
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+optional = false
python-versions = ">=3.7"
files = [
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name = "googleapis-common-protos"
version = "1.62.0"
description = "Common protobufs used in Google APIs"
-optional = true
+optional = false
python-versions = ">=3.7"
files = [
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@@ -1748,9 +1659,11 @@ files = [
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fsspec = ">=2023.5.0"
packaging = ">=20.9"
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pyyaml = ">=5.1"
requests = "*"
tqdm = ">=4.42.1"
@@ -1823,7 +1736,7 @@ files = [
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version = "6.11.0"
description = "Read metadata from Python packages"
-optional = true
+optional = false
python-versions = ">=3.8"
files = [
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@@ -2080,7 +1993,7 @@ files = [
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version = "28.1.0"
description = "Kubernetes python client"
-optional = true
+optional = false
python-versions = ">=3.6"
files = [
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name = "llama-cpp-python"
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+version = "0.2.53"
description = "Python bindings for the llama.cpp library"
optional = false
python-versions = ">=3.8"
files = [
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numpy = ">=1.20.0"
typing-extensions = ">=4.5.0"
@@ -2121,47 +2035,224 @@ typing-extensions = ">=4.5.0"
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description = "Interface between LLMs and your data"
optional = false
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]
[package.dependencies]
@@ -2982,7 +3005,7 @@ datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
name = "opentelemetry-api"
version = "1.21.0"
description = "OpenTelemetry Python API"
-optional = true
+optional = false
python-versions = ">=3.7"
files = [
{file = "opentelemetry_api-1.21.0-py3-none-any.whl", hash = "sha256:4bb86b28627b7e41098f0e93280fe4892a1abed1b79a19aec6f928f39b17dffb"},
@@ -2997,7 +3020,7 @@ importlib-metadata = ">=6.0,<7.0"
name = "opentelemetry-exporter-otlp-proto-common"
version = "1.21.0"
description = "OpenTelemetry Protobuf encoding"
-optional = true
+optional = false
python-versions = ">=3.7"
files = [
{file = "opentelemetry_exporter_otlp_proto_common-1.21.0-py3-none-any.whl", hash = "sha256:97b1022b38270ec65d11fbfa348e0cd49d12006485c2321ea3b1b7037d42b6ec"},
@@ -3012,7 +3035,7 @@ opentelemetry-proto = "1.21.0"
name = "opentelemetry-exporter-otlp-proto-grpc"
version = "1.21.0"
description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
-optional = true
+optional = false
python-versions = ">=3.7"
files = [
{file = "opentelemetry_exporter_otlp_proto_grpc-1.21.0-py3-none-any.whl", hash = "sha256:ab37c63d6cb58d6506f76d71d07018eb1f561d83e642a8f5aa53dddf306087a4"},
@@ -3036,7 +3059,7 @@ test = ["pytest-grpc"]
name = "opentelemetry-instrumentation"
version = "0.42b0"
description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python"
-optional = true
+optional = false
python-versions = ">=3.7"
files = [
{file = "opentelemetry_instrumentation-0.42b0-py3-none-any.whl", hash = "sha256:65ae54ddb90ca2d05d2d16bf6863173e7141eba1bbbf41fc9bbb02446adbe369"},
@@ -3052,7 +3075,7 @@ wrapt = ">=1.0.0,<2.0.0"
name = "opentelemetry-instrumentation-asgi"
version = "0.42b0"
description = "ASGI instrumentation for OpenTelemetry"
-optional = true
+optional = false
python-versions = ">=3.7"
files = [
{file = "opentelemetry_instrumentation_asgi-0.42b0-py3-none-any.whl", hash = "sha256:79b7278fb614aba1bf2211060960d3e8501c1d7d9314b857b30ad80ba34a2805"},
@@ -3074,7 +3097,7 @@ test = ["opentelemetry-instrumentation-asgi[instruments]", "opentelemetry-test-u
name = "opentelemetry-instrumentation-fastapi"
version = "0.42b0"
description = "OpenTelemetry FastAPI Instrumentation"
-optional = true
+optional = false
python-versions = ">=3.7"
files = [
{file = "opentelemetry_instrumentation_fastapi-0.42b0-py3-none-any.whl", hash = "sha256:d53a26c4859767d5ba67109038cabc7165d97a8a8b7654ccde4ce290036d1725"},
@@ -3096,7 +3119,7 @@ test = ["httpx (>=0.22,<1.0)", "opentelemetry-instrumentation-fastapi[instrument
name = "opentelemetry-proto"
version = "1.21.0"
description = "OpenTelemetry Python Proto"
-optional = true
+optional = false
python-versions = ">=3.7"
files = [
{file = "opentelemetry_proto-1.21.0-py3-none-any.whl", hash = "sha256:32fc4248e83eebd80994e13963e683f25f3b443226336bb12b5b6d53638f50ba"},
@@ -3110,7 +3133,7 @@ protobuf = ">=3.19,<5.0"
name = "opentelemetry-sdk"
version = "1.21.0"
description = "OpenTelemetry Python SDK"
-optional = true
+optional = false
python-versions = ">=3.7"
files = [
{file = "opentelemetry_sdk-1.21.0-py3-none-any.whl", hash = "sha256:9fe633243a8c655fedace3a0b89ccdfc654c0290ea2d8e839bd5db3131186f73"},
@@ -3126,7 +3149,7 @@ typing-extensions = ">=3.7.4"
name = "opentelemetry-semantic-conventions"
version = "0.42b0"
description = "OpenTelemetry Semantic Conventions"
-optional = true
+optional = false
python-versions = ">=3.7"
files = [
{file = "opentelemetry_semantic_conventions-0.42b0-py3-none-any.whl", hash = "sha256:5cd719cbfec448af658860796c5d0fcea2fdf0945a2bed2363f42cb1ee39f526"},
@@ -3137,128 +3160,77 @@ files = [
name = "opentelemetry-util-http"
version = "0.42b0"
description = "Web util for OpenTelemetry"
-optional = true
+optional = false
python-versions = ">=3.7"
files = [
{file = "opentelemetry_util_http-0.42b0-py3-none-any.whl", hash = "sha256:764069ed2f7e9a98ed1a7a87111f838000484e388e81f467405933be4b0306c6"},
{file = "opentelemetry_util_http-0.42b0.tar.gz", hash = "sha256:665e7d372837811aa08cbb9102d4da862441d1c9b1795d649ef08386c8a3cbbd"},
]
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-version = "1.16.1"
-description = "Optimum Library is an extension of the Hugging Face Transformers library, providing a framework to integrate third-party libraries from Hardware Partners and interface with their specific functionality."
-optional = false
-python-versions = ">=3.7.0"
-files = [
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- {file = "optimum-1.16.1.tar.gz", hash = "sha256:9a74bc5cbbe2373fc45f477257d5046fd28b725bce91c1f8846baadba57f2129"},
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-
-[package.dependencies]
-coloredlogs = "*"
-datasets = [
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- {version = ">=1.2.1", optional = true, markers = "extra == \"onnxruntime\""},
-]
-evaluate = {version = "*", optional = true, markers = "extra == \"onnxruntime\""}
-huggingface-hub = ">=0.8.0"
-numpy = "*"
-onnx = {version = "*", optional = true, markers = "extra == \"onnxruntime\""}
-onnxruntime = {version = ">=1.11.0", optional = true, markers = "extra == \"onnxruntime\""}
-packaging = "*"
-protobuf = {version = ">=3.20.1", optional = true, markers = "extra == \"onnxruntime\""}
-sympy = "*"
-torch = ">=1.9"
-transformers = {version = ">=4.26.0", extras = ["sentencepiece"]}
-
-[package.extras]
-amd = ["optimum-amd"]
-benchmark = ["evaluate (>=0.2.0)", "optuna", "scikit-learn", "seqeval", "torchvision", "tqdm"]
-dev = ["Pillow", "accelerate", "black (>=23.1,<24.0)", "diffusers (>=0.17.0)", "einops", "invisible-watermark", "parameterized", "pytest", "pytest-xdist", "requests", "ruff (==0.1.5)", "sacremoses", "torchaudio", "torchvision"]
-diffusers = ["diffusers"]
-doc-build = ["accelerate"]
-exporters = ["onnx", "onnxruntime", "timm"]
-exporters-gpu = ["onnx", "onnxruntime-gpu", "timm"]
-exporters-tf = ["h5py", "numpy (<1.24.0)", "onnx", "onnxruntime", "tensorflow (>=2.4,<=2.12.1)", "tf2onnx", "timm"]
-furiosa = ["optimum-furiosa"]
-graphcore = ["optimum-graphcore"]
-habana = ["optimum-habana", "transformers (>=4.33.0,<4.35.0)"]
-intel = ["optimum-intel (>=1.12.0)"]
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-neuron = ["optimum-neuron[neuron]"]
-neuronx = ["optimum-neuron[neuronx]"]
-nncf = ["optimum-intel[nncf] (>=1.12.0)"]
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-openvino = ["optimum-intel[openvino] (>=1.12.0)"]
-quality = ["black (>=23.1,<24.0)", "ruff (==0.1.5)"]
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-
[[package]]
name = "orjson"
-version = "3.9.10"
+version = "3.9.15"
description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
optional = false
python-versions = ">=3.8"
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windows-terminal = ["colorama (>=0.4.6)"]
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name = "pyparsing"
version = "3.1.1"
@@ -3980,13 +3934,13 @@ diagrams = ["jinja2", "railroad-diagrams"]
[[package]]
name = "pypdf"
-version = "3.17.2"
+version = "4.0.2"
description = "A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files"
optional = false
python-versions = ">=3.6"
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name = "pypika"
version = "0.48.9"
description = "A SQL query builder API for Python"
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python-versions = "*"
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name = "pyreadline3"
version = "3.4.1"
@@ -4103,17 +4068,17 @@ cli = ["click (>=5.0)"]
[[package]]
name = "python-multipart"
-version = "0.0.6"
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description = "A streaming multipart parser for Python"
optional = false
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name = "pytz"
@@ -4210,13 +4175,13 @@ files = [
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name = "qdrant-client"
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description = "Client library for the Qdrant vector search engine"
optional = false
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portalocker = ">=2.7.0,<3.0.0"
pydantic = ">=1.10.8"
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fastembed = ["fastembed (==0.1.1)"]
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name = "requests-oauthlib"
version = "1.3.1"
description = "OAuthlib authentication support for Requests."
-optional = true
+optional = false
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version = "4.9"
description = "Pure-Python RSA implementation"
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description = "An Amazon S3 Transfer Manager"
optional = false
python-versions = ">= 3.8"
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name = "sympy"
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-]
-
[[package]]
name = "yarl"
version = "1.9.4"
@@ -6257,7 +6097,7 @@ multidict = ">=4.0"
name = "zipp"
version = "3.17.0"
description = "Backport of pathlib-compatible object wrapper for zip files"
-optional = true
+optional = false
python-versions = ">=3.8"
files = [
{file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
@@ -6275,4 +6115,4 @@ pgvector = ["asyncpg", "pgvector", "psycopg2-binary", "sqlalchemy"]
[metadata]
lock-version = "2.0"
python-versions = ">=3.11,<3.12"
-content-hash = "ce0641f693c3fc99cfd560d9c2cbfc6fba83e12bbaecbbdea33eddcda9c286c3"
+content-hash = "61b133c46c9589c72010ebc29989fe6a01df7ce80f1b49e65dbfb5b1cf759a27"
diff --git a/private_gpt/components/embedding/embedding_component.py b/private_gpt/components/embedding/embedding_component.py
index e60c7af6..182b8184 100644
--- a/private_gpt/components/embedding/embedding_component.py
+++ b/private_gpt/components/embedding/embedding_component.py
@@ -1,8 +1,7 @@
import logging
from injector import inject, singleton
-from llama_index import MockEmbedding
-from llama_index.embeddings.base import BaseEmbedding
+from llama_index.core.embeddings import BaseEmbedding, MockEmbedding
from private_gpt.paths import models_cache_path
from private_gpt.settings.settings import Settings
@@ -20,7 +19,7 @@ class EmbeddingComponent:
logger.info("Initializing the embedding model in mode=%s", embedding_mode)
match embedding_mode:
case "local":
- from llama_index.embeddings import HuggingFaceEmbedding
+ from llama_index.embeddings.huggingface import HuggingFaceEmbedding
self.embedding_model = HuggingFaceEmbedding(
model_name=settings.local.embedding_hf_model_name,
@@ -36,7 +35,7 @@ class EmbeddingComponent:
endpoint_name=settings.sagemaker.embedding_endpoint_name,
)
case "openai":
- from llama_index import OpenAIEmbedding
+ from llama_index.embeddings.openai import OpenAIEmbedding
openai_settings = settings.openai.api_key
self.embedding_model = OpenAIEmbedding(api_key=openai_settings)
diff --git a/private_gpt/components/ingest/ingest_component.py b/private_gpt/components/ingest/ingest_component.py
index e8ec1e8f..e21b6c23 100644
--- a/private_gpt/components/ingest/ingest_component.py
+++ b/private_gpt/components/ingest/ingest_component.py
@@ -8,16 +8,13 @@ import threading
from pathlib import Path
from typing import Any
-from llama_index import (
- Document,
- ServiceContext,
- StorageContext,
- VectorStoreIndex,
- load_index_from_storage,
-)
-from llama_index.data_structs import IndexDict
-from llama_index.indices.base import BaseIndex
-from llama_index.ingestion import run_transformations
+from llama_index.core.data_structs import IndexDict
+from llama_index.core.embeddings.utils import EmbedType
+from llama_index.core.indices import VectorStoreIndex, load_index_from_storage
+from llama_index.core.indices.base import BaseIndex
+from llama_index.core.ingestion import run_transformations
+from llama_index.core.schema import Document, TransformComponent
+from llama_index.core.storage import StorageContext
from private_gpt.components.ingest.ingest_helper import IngestionHelper
from private_gpt.paths import local_data_path
@@ -30,13 +27,15 @@ class BaseIngestComponent(abc.ABC):
def __init__(
self,
storage_context: StorageContext,
- service_context: ServiceContext,
+ embed_model: EmbedType,
+ transformations: list[TransformComponent],
*args: Any,
**kwargs: Any,
) -> None:
logger.debug("Initializing base ingest component type=%s", type(self).__name__)
self.storage_context = storage_context
- self.service_context = service_context
+ self.embed_model = embed_model
+ self.transformations = transformations
@abc.abstractmethod
def ingest(self, file_name: str, file_data: Path) -> list[Document]:
@@ -55,11 +54,12 @@ class BaseIngestComponentWithIndex(BaseIngestComponent, abc.ABC):
def __init__(
self,
storage_context: StorageContext,
- service_context: ServiceContext,
+ embed_model: EmbedType,
+ transformations: list[TransformComponent],
*args: Any,
**kwargs: Any,
) -> None:
- super().__init__(storage_context, service_context, *args, **kwargs)
+ super().__init__(storage_context, embed_model, transformations, *args, **kwargs)
self.show_progress = True
self._index_thread_lock = (
@@ -73,9 +73,10 @@ class BaseIngestComponentWithIndex(BaseIngestComponent, abc.ABC):
# Load the index with store_nodes_override=True to be able to delete them
index = load_index_from_storage(
storage_context=self.storage_context,
- service_context=self.service_context,
store_nodes_override=True, # Force store nodes in index and document stores
show_progress=self.show_progress,
+ embed_model=self.embed_model,
+ transformations=self.transformations,
)
except ValueError:
# There are no index in the storage context, creating a new one
@@ -83,9 +84,10 @@ class BaseIngestComponentWithIndex(BaseIngestComponent, abc.ABC):
index = VectorStoreIndex.from_documents(
[],
storage_context=self.storage_context,
- service_context=self.service_context,
store_nodes_override=True, # Force store nodes in index and document stores
show_progress=self.show_progress,
+ embed_model=self.embed_model,
+ transformations=self.transformations,
)
index.storage_context.persist(persist_dir=local_data_path)
return index
@@ -106,11 +108,12 @@ class SimpleIngestComponent(BaseIngestComponentWithIndex):
def __init__(
self,
storage_context: StorageContext,
- service_context: ServiceContext,
+ embed_model: EmbedType,
+ transformations: list[TransformComponent],
*args: Any,
**kwargs: Any,
) -> None:
- super().__init__(storage_context, service_context, *args, **kwargs)
+ super().__init__(storage_context, embed_model, transformations, *args, **kwargs)
def ingest(self, file_name: str, file_data: Path) -> list[Document]:
logger.info("Ingesting file_name=%s", file_name)
@@ -151,16 +154,17 @@ class BatchIngestComponent(BaseIngestComponentWithIndex):
def __init__(
self,
storage_context: StorageContext,
- service_context: ServiceContext,
+ embed_model: EmbedType,
+ transformations: list[TransformComponent],
count_workers: int,
*args: Any,
**kwargs: Any,
) -> None:
- super().__init__(storage_context, service_context, *args, **kwargs)
+ super().__init__(storage_context, embed_model, transformations, *args, **kwargs)
# Make an efficient use of the CPU and GPU, the embedding
# must be in the transformations
assert (
- len(self.service_context.transformations) >= 2
+ len(self.transformations) >= 2
), "Embeddings must be in the transformations"
assert count_workers > 0, "count_workers must be > 0"
self.count_workers = count_workers
@@ -197,7 +201,7 @@ class BatchIngestComponent(BaseIngestComponentWithIndex):
logger.debug("Transforming count=%s documents into nodes", len(documents))
nodes = run_transformations(
documents, # type: ignore[arg-type]
- self.service_context.transformations,
+ self.transformations,
show_progress=self.show_progress,
)
# Locking the index to avoid concurrent writes
@@ -225,16 +229,17 @@ class ParallelizedIngestComponent(BaseIngestComponentWithIndex):
def __init__(
self,
storage_context: StorageContext,
- service_context: ServiceContext,
+ embed_model: EmbedType,
+ transformations: list[TransformComponent],
count_workers: int,
*args: Any,
**kwargs: Any,
) -> None:
- super().__init__(storage_context, service_context, *args, **kwargs)
+ super().__init__(storage_context, embed_model, transformations, *args, **kwargs)
# To make an efficient use of the CPU and GPU, the embeddings
# must be in the transformations (to be computed in batches)
assert (
- len(self.service_context.transformations) >= 2
+ len(self.transformations) >= 2
), "Embeddings must be in the transformations"
assert count_workers > 0, "count_workers must be > 0"
self.count_workers = count_workers
@@ -278,7 +283,7 @@ class ParallelizedIngestComponent(BaseIngestComponentWithIndex):
logger.debug("Transforming count=%s documents into nodes", len(documents))
nodes = run_transformations(
documents, # type: ignore[arg-type]
- self.service_context.transformations,
+ self.transformations,
show_progress=self.show_progress,
)
# Locking the index to avoid concurrent writes
@@ -311,18 +316,29 @@ class ParallelizedIngestComponent(BaseIngestComponentWithIndex):
def get_ingestion_component(
storage_context: StorageContext,
- service_context: ServiceContext,
+ embed_model: EmbedType,
+ transformations: list[TransformComponent],
settings: Settings,
) -> BaseIngestComponent:
"""Get the ingestion component for the given configuration."""
ingest_mode = settings.embedding.ingest_mode
if ingest_mode == "batch":
return BatchIngestComponent(
- storage_context, service_context, settings.embedding.count_workers
+ storage_context=storage_context,
+ embed_model=embed_model,
+ transformations=transformations,
+ count_workers=settings.embedding.count_workers,
)
elif ingest_mode == "parallel":
return ParallelizedIngestComponent(
- storage_context, service_context, settings.embedding.count_workers
+ storage_context=storage_context,
+ embed_model=embed_model,
+ transformations=transformations,
+ count_workers=settings.embedding.count_workers,
)
else:
- return SimpleIngestComponent(storage_context, service_context)
+ return SimpleIngestComponent(
+ storage_context=storage_context,
+ embed_model=embed_model,
+ transformations=transformations,
+ )
diff --git a/private_gpt/components/ingest/ingest_helper.py b/private_gpt/components/ingest/ingest_helper.py
index 1de2f7fa..15920c3b 100644
--- a/private_gpt/components/ingest/ingest_helper.py
+++ b/private_gpt/components/ingest/ingest_helper.py
@@ -1,14 +1,53 @@
import logging
from pathlib import Path
+from typing import Dict, Type
-from llama_index import Document
-from llama_index.readers import JSONReader, StringIterableReader
-from llama_index.readers.file.base import DEFAULT_FILE_READER_CLS
+from llama_index.core.readers import StringIterableReader
+from llama_index.core.readers.base import BaseReader
+from llama_index.core.readers.json import JSONReader
+from llama_index.core.schema import Document
logger = logging.getLogger(__name__)
+
+# Inspired by the `llama_index.core.readers.file.base` module
+def _try_loading_included_file_formats() -> Dict[str, Type[BaseReader]]:
+ try:
+ from llama_index.readers.file.docs import DocxReader, HWPReader, PDFReader
+ from llama_index.readers.file.epub import EpubReader
+ from llama_index.readers.file.image import ImageReader
+ from llama_index.readers.file.ipynb import IPYNBReader
+ from llama_index.readers.file.markdown import MarkdownReader
+ from llama_index.readers.file.mbox import MboxReader
+ from llama_index.readers.file.tabular import PandasCSVReader
+ from llama_index.readers.file.slides import PptxReader
+ from llama_index.readers.file.video_audio import VideoAudioReader
+ except ImportError:
+ raise ImportError("`llama-index-readers-file` package not found")
+
+ default_file_reader_cls: Dict[str, Type[BaseReader]] = {
+ ".hwp": HWPReader,
+ ".pdf": PDFReader,
+ ".docx": DocxReader,
+ ".pptx": PptxReader,
+ ".ppt": PptxReader,
+ ".pptm": PptxReader,
+ ".jpg": ImageReader,
+ ".png": ImageReader,
+ ".jpeg": ImageReader,
+ ".mp3": VideoAudioReader,
+ ".mp4": VideoAudioReader,
+ ".csv": PandasCSVReader,
+ ".epub": EpubReader,
+ ".md": MarkdownReader,
+ ".mbox": MboxReader,
+ ".ipynb": IPYNBReader,
+ }
+ return default_file_reader_cls
+
+
# Patching the default file reader to support other file types
-FILE_READER_CLS = DEFAULT_FILE_READER_CLS.copy()
+FILE_READER_CLS = _try_loading_included_file_formats()
FILE_READER_CLS.update(
{
".json": JSONReader,
diff --git a/private_gpt/components/llm/llm_component.py b/private_gpt/components/llm/llm_component.py
index eebbdff0..b2ffd048 100644
--- a/private_gpt/components/llm/llm_component.py
+++ b/private_gpt/components/llm/llm_component.py
@@ -1,15 +1,16 @@
import logging
from injector import inject, singleton
-from llama_index import set_global_tokenizer
-from llama_index.llms import MockLLM
-from llama_index.llms.base import LLM
+from llama_index.core.llms import LLM, MockLLM
+from llama_index.core.utils import set_global_tokenizer
+from llama_index.core.settings import Settings as LlamaIndexSettings
from transformers import AutoTokenizer # type: ignore
from private_gpt.components.llm.prompt_helper import get_prompt_style
from private_gpt.paths import models_cache_path, models_path
from private_gpt.settings.settings import Settings
+
logger = logging.getLogger(__name__)
@@ -31,7 +32,7 @@ class LLMComponent:
logger.info("Initializing the LLM in mode=%s", llm_mode)
match settings.llm.mode:
case "local":
- from llama_index.llms import LlamaCPP
+ from llama_index.llms.llama_cpp import LlamaCPP
prompt_style = get_prompt_style(settings.local.prompt_style)
@@ -41,6 +42,7 @@ class LLMComponent:
max_new_tokens=settings.llm.max_new_tokens,
context_window=settings.llm.context_window,
generate_kwargs={},
+ callback_manager=LlamaIndexSettings.callback_manager,
# All to GPU
model_kwargs={"n_gpu_layers": -1, "offload_kqv": True},
# transform inputs into Llama2 format
@@ -58,7 +60,7 @@ class LLMComponent:
context_window=settings.llm.context_window,
)
case "openai":
- from llama_index.llms import OpenAI
+ from llama_index.llms.openai import OpenAI
openai_settings = settings.openai
self.llm = OpenAI(
@@ -67,7 +69,7 @@ class LLMComponent:
model=openai_settings.model,
)
case "openailike":
- from llama_index.llms import OpenAILike
+ from llama_index.llms.openai_like import OpenAILike
openai_settings = settings.openai
self.llm = OpenAILike(
@@ -81,7 +83,7 @@ class LLMComponent:
case "mock":
self.llm = MockLLM()
case "ollama":
- from llama_index.llms import Ollama
+ from llama_index.llms.ollama import Ollama
ollama_settings = settings.ollama
self.llm = Ollama(
diff --git a/private_gpt/components/llm/prompt_helper.py b/private_gpt/components/llm/prompt_helper.py
index d1df9b81..985d217b 100644
--- a/private_gpt/components/llm/prompt_helper.py
+++ b/private_gpt/components/llm/prompt_helper.py
@@ -3,11 +3,7 @@ import logging
from collections.abc import Sequence
from typing import Any, Literal
-from llama_index.llms import ChatMessage, MessageRole
-from llama_index.llms.llama_utils import (
- completion_to_prompt,
- messages_to_prompt,
-)
+from llama_index.core.llms import ChatMessage, MessageRole
logger = logging.getLogger(__name__)
@@ -73,7 +69,9 @@ class DefaultPromptStyle(AbstractPromptStyle):
class Llama2PromptStyle(AbstractPromptStyle):
- """Simple prompt style that just uses the default llama_utils functions.
+ """Simple prompt style that uses llama 2 prompt style.
+
+ Inspired by llama_index/legacy/llms/llama_utils.py
It transforms the sequence of messages into a prompt that should look like:
```text
@@ -83,11 +81,61 @@ class Llama2PromptStyle(AbstractPromptStyle):
```
"""
+ BOS, EOS = "", ""
+ B_INST, E_INST = "[INST]", "[/INST]"
+ B_SYS, E_SYS = "<>\n", "\n<>\n\n"
+ DEFAULT_SYSTEM_PROMPT = """\
+ You are a helpful, respectful and honest assistant. \
+ Always answer as helpfully as possible and follow ALL given instructions. \
+ Do not speculate or make up information. \
+ Do not reference any given instructions or context. \
+ """
+
def _messages_to_prompt(self, messages: Sequence[ChatMessage]) -> str:
- return messages_to_prompt(messages)
+ string_messages: list[str] = []
+ if messages[0].role == MessageRole.SYSTEM:
+ # pull out the system message (if it exists in messages)
+ system_message_str = messages[0].content or ""
+ messages = messages[1:]
+ else:
+ system_message_str = self.DEFAULT_SYSTEM_PROMPT
+
+ system_message_str = f"{self.B_SYS} {system_message_str.strip()} {self.E_SYS}"
+
+ for i in range(0, len(messages), 2):
+ # first message should always be a user
+ user_message = messages[i]
+ assert user_message.role == MessageRole.USER
+
+ if i == 0:
+ # make sure system prompt is included at the start
+ str_message = f"{self.BOS} {self.B_INST} {system_message_str} "
+ else:
+ # end previous user-assistant interaction
+ string_messages[-1] += f" {self.EOS}"
+ # no need to include system prompt
+ str_message = f"{self.BOS} {self.B_INST} "
+
+ # include user message content
+ str_message += f"{user_message.content} {self.E_INST}"
+
+ if len(messages) > (i + 1):
+ # if assistant message exists, add to str_message
+ assistant_message = messages[i + 1]
+ assert assistant_message.role == MessageRole.ASSISTANT
+ str_message += f" {assistant_message.content}"
+
+ string_messages.append(str_message)
+
+ return "".join(string_messages)
def _completion_to_prompt(self, completion: str) -> str:
- return completion_to_prompt(completion)
+ system_prompt_str = self.DEFAULT_SYSTEM_PROMPT
+
+ return (
+ f"{self.BOS} {self.B_INST} {self.B_SYS} {system_prompt_str.strip()} {self.E_SYS} "
+ f"{completion.strip()} {self.E_INST}"
+ )
class TagPromptStyle(AbstractPromptStyle):
diff --git a/private_gpt/components/node_store/node_store_component.py b/private_gpt/components/node_store/node_store_component.py
index c039bf50..4383cf93 100644
--- a/private_gpt/components/node_store/node_store_component.py
+++ b/private_gpt/components/node_store/node_store_component.py
@@ -1,9 +1,9 @@
import logging
from injector import inject, singleton
-from llama_index.storage.docstore import BaseDocumentStore, SimpleDocumentStore
-from llama_index.storage.index_store import SimpleIndexStore
-from llama_index.storage.index_store.types import BaseIndexStore
+from llama_index.core.storage.docstore import BaseDocumentStore, SimpleDocumentStore
+from llama_index.core.storage.index_store import SimpleIndexStore
+from llama_index.core.storage.index_store.types import BaseIndexStore
from private_gpt.paths import local_data_path
diff --git a/private_gpt/components/vector_store/batched_chroma.py b/private_gpt/components/vector_store/batched_chroma.py
index f2cd9add..eac53650 100644
--- a/private_gpt/components/vector_store/batched_chroma.py
+++ b/private_gpt/components/vector_store/batched_chroma.py
@@ -1,9 +1,25 @@
+from collections.abc import Generator
from typing import Any
-from llama_index.schema import BaseNode, MetadataMode
-from llama_index.vector_stores import ChromaVectorStore
-from llama_index.vector_stores.chroma import chunk_list
-from llama_index.vector_stores.utils import node_to_metadata_dict
+from llama_index.core.schema import BaseNode, MetadataMode
+from llama_index.core.vector_stores.utils import node_to_metadata_dict
+from llama_index.vector_stores.chroma import ChromaVectorStore
+
+
+def chunk_list(
+ lst: list[BaseNode], max_chunk_size: int
+) -> Generator[list[BaseNode], None, None]:
+ """Yield successive max_chunk_size-sized chunks from lst.
+
+ Args:
+ lst (List[BaseNode]): list of nodes with embeddings
+ max_chunk_size (int): max chunk size
+
+ Yields:
+ Generator[List[BaseNode], None, None]: list of nodes with embeddings
+ """
+ for i in range(0, len(lst), max_chunk_size):
+ yield lst[i : i + max_chunk_size]
class BatchedChromaVectorStore(ChromaVectorStore):
diff --git a/private_gpt/components/vector_store/vector_store_component.py b/private_gpt/components/vector_store/vector_store_component.py
index 4e3ed114..0e965f8b 100644
--- a/private_gpt/components/vector_store/vector_store_component.py
+++ b/private_gpt/components/vector_store/vector_store_component.py
@@ -2,9 +2,8 @@ import logging
import typing
from injector import inject, singleton
-from llama_index import VectorStoreIndex
-from llama_index.indices.vector_store import VectorIndexRetriever
-from llama_index.vector_stores.types import VectorStore
+from llama_index.core.indices.vector_store import VectorIndexRetriever, VectorStoreIndex
+from llama_index.core.vector_stores.types import VectorStore
from private_gpt.components.vector_store.batched_chroma import BatchedChromaVectorStore
from private_gpt.open_ai.extensions.context_filter import ContextFilter
@@ -41,7 +40,7 @@ class VectorStoreComponent:
def __init__(self, settings: Settings) -> None:
match settings.vectorstore.database:
case "pgvector":
- from llama_index.vector_stores import PGVectorStore
+ from llama_index.vector_stores.postgres import PGVectorStore
if settings.pgvector is None:
raise ValueError(
diff --git a/private_gpt/launcher.py b/private_gpt/launcher.py
index 791e841a..3857a8cd 100644
--- a/private_gpt/launcher.py
+++ b/private_gpt/launcher.py
@@ -4,6 +4,8 @@ import logging
from fastapi import Depends, FastAPI, Request
from fastapi.middleware.cors import CORSMiddleware
from injector import Injector
+from llama_index.core.callbacks import CallbackManager
+from llama_index.core.callbacks.global_handlers import create_global_handler
from private_gpt.server.chat.chat_router import chat_router
from private_gpt.server.chunks.chunks_router import chunks_router
@@ -12,6 +14,7 @@ from private_gpt.server.embeddings.embeddings_router import embeddings_router
from private_gpt.server.health.health_router import health_router
from private_gpt.server.ingest.ingest_router import ingest_router
from private_gpt.settings.settings import Settings
+from llama_index.core.settings import Settings as LlamaIndexSettings
logger = logging.getLogger(__name__)
@@ -31,6 +34,10 @@ def create_app(root_injector: Injector) -> FastAPI:
app.include_router(embeddings_router)
app.include_router(health_router)
+ # Add LlamaIndex simple observability
+ global_handler = create_global_handler("simple")
+ LlamaIndexSettings.callback_manager = CallbackManager([global_handler])
+
settings = root_injector.get(Settings)
if settings.server.cors.enabled:
logger.debug("Setting up CORS middleware")
diff --git a/private_gpt/main.py b/private_gpt/main.py
index d249fa6c..58c4006c 100644
--- a/private_gpt/main.py
+++ b/private_gpt/main.py
@@ -1,11 +1,6 @@
"""FastAPI app creation, logger configuration and main API routes."""
-import llama_index
-
from private_gpt.di import global_injector
from private_gpt.launcher import create_app
-# Add LlamaIndex simple observability
-llama_index.set_global_handler("simple")
-
app = create_app(global_injector)
diff --git a/private_gpt/open_ai/openai_models.py b/private_gpt/open_ai/openai_models.py
index dd78daf3..67b67dd4 100644
--- a/private_gpt/open_ai/openai_models.py
+++ b/private_gpt/open_ai/openai_models.py
@@ -3,7 +3,7 @@ import uuid
from collections.abc import Iterator
from typing import Literal
-from llama_index.llms import ChatResponse, CompletionResponse
+from llama_index.core.llms import ChatResponse, CompletionResponse
from pydantic import BaseModel, Field
from private_gpt.server.chunks.chunks_service import Chunk
diff --git a/private_gpt/server/chat/chat_router.py b/private_gpt/server/chat/chat_router.py
index 385ba173..ed86cdbb 100644
--- a/private_gpt/server/chat/chat_router.py
+++ b/private_gpt/server/chat/chat_router.py
@@ -1,5 +1,5 @@
from fastapi import APIRouter, Depends, Request
-from llama_index.llms import ChatMessage, MessageRole
+from llama_index.core.llms import ChatMessage, MessageRole
from pydantic import BaseModel
from starlette.responses import StreamingResponse
diff --git a/private_gpt/server/chat/chat_service.py b/private_gpt/server/chat/chat_service.py
index ffdb3f90..6b94f352 100644
--- a/private_gpt/server/chat/chat_service.py
+++ b/private_gpt/server/chat/chat_service.py
@@ -1,14 +1,15 @@
from dataclasses import dataclass
from injector import inject, singleton
-from llama_index import ServiceContext, StorageContext, VectorStoreIndex
-from llama_index.chat_engine import ContextChatEngine, SimpleChatEngine
-from llama_index.chat_engine.types import (
+from llama_index.core.chat_engine import ContextChatEngine, SimpleChatEngine
+from llama_index.core.chat_engine.types import (
BaseChatEngine,
)
-from llama_index.indices.postprocessor import MetadataReplacementPostProcessor
-from llama_index.llms import ChatMessage, MessageRole
-from llama_index.types import TokenGen
+from llama_index.core.indices import VectorStoreIndex
+from llama_index.core.indices.postprocessor import MetadataReplacementPostProcessor
+from llama_index.core.llms import ChatMessage, MessageRole
+from llama_index.core.storage import StorageContext
+from llama_index.core.types import TokenGen
from pydantic import BaseModel
from private_gpt.components.embedding.embedding_component import EmbeddingComponent
@@ -75,20 +76,19 @@ class ChatService:
embedding_component: EmbeddingComponent,
node_store_component: NodeStoreComponent,
) -> None:
- self.llm_service = llm_component
+ self.llm_component = llm_component
+ self.embedding_component = embedding_component
self.vector_store_component = vector_store_component
self.storage_context = StorageContext.from_defaults(
vector_store=vector_store_component.vector_store,
docstore=node_store_component.doc_store,
index_store=node_store_component.index_store,
)
- self.service_context = ServiceContext.from_defaults(
- llm=llm_component.llm, embed_model=embedding_component.embedding_model
- )
self.index = VectorStoreIndex.from_vector_store(
vector_store_component.vector_store,
storage_context=self.storage_context,
- service_context=self.service_context,
+ llm=llm_component.llm,
+ embed_model=embedding_component.embedding_model,
show_progress=True,
)
@@ -102,10 +102,17 @@ class ChatService:
vector_index_retriever = self.vector_store_component.get_retriever(
index=self.index, context_filter=context_filter
)
+ # TODO ContextChatEngine is still not migrated by LlamaIndex to accept
+ # llm directly, so we are passing legacy ServiceContext until it is fixed.
+ from llama_index.core import ServiceContext
return ContextChatEngine.from_defaults(
system_prompt=system_prompt,
retriever=vector_index_retriever,
- service_context=self.service_context,
+ llm=self.llm_component.llm, # Takes no effect at the moment
+ service_context=ServiceContext.from_defaults(
+ llm=self.llm_component.llm,
+ embed_model=self.embedding_component.embedding_model,
+ ),
node_postprocessors=[
MetadataReplacementPostProcessor(target_metadata_key="window"),
],
@@ -113,7 +120,7 @@ class ChatService:
else:
return SimpleChatEngine.from_defaults(
system_prompt=system_prompt,
- service_context=self.service_context,
+ llm=self.llm_component.llm,
)
def stream_chat(
diff --git a/private_gpt/server/chunks/chunks_service.py b/private_gpt/server/chunks/chunks_service.py
index 7fbe8550..7bda5d90 100644
--- a/private_gpt/server/chunks/chunks_service.py
+++ b/private_gpt/server/chunks/chunks_service.py
@@ -1,8 +1,9 @@
from typing import TYPE_CHECKING, Literal
from injector import inject, singleton
-from llama_index import ServiceContext, StorageContext, VectorStoreIndex
-from llama_index.schema import NodeWithScore
+from llama_index.core.indices import VectorStoreIndex
+from llama_index.core.schema import NodeWithScore
+from llama_index.core.storage import StorageContext
from pydantic import BaseModel, Field
from private_gpt.components.embedding.embedding_component import EmbeddingComponent
@@ -15,7 +16,7 @@ from private_gpt.open_ai.extensions.context_filter import ContextFilter
from private_gpt.server.ingest.model import IngestedDoc
if TYPE_CHECKING:
- from llama_index.schema import RelatedNodeInfo
+ from llama_index.core.schema import RelatedNodeInfo
class Chunk(BaseModel):
@@ -63,14 +64,13 @@ class ChunksService:
node_store_component: NodeStoreComponent,
) -> None:
self.vector_store_component = vector_store_component
+ self.llm_component = llm_component
+ self.embedding_component = embedding_component
self.storage_context = StorageContext.from_defaults(
vector_store=vector_store_component.vector_store,
docstore=node_store_component.doc_store,
index_store=node_store_component.index_store,
)
- self.query_service_context = ServiceContext.from_defaults(
- llm=llm_component.llm, embed_model=embedding_component.embedding_model
- )
def _get_sibling_nodes_text(
self, node_with_score: NodeWithScore, related_number: int, forward: bool = True
@@ -103,7 +103,8 @@ class ChunksService:
index = VectorStoreIndex.from_vector_store(
self.vector_store_component.vector_store,
storage_context=self.storage_context,
- service_context=self.query_service_context,
+ llm=self.llm_component.llm,
+ embed_model=self.embedding_component.embedding_model,
show_progress=True,
)
vector_index_retriever = self.vector_store_component.get_retriever(
diff --git a/private_gpt/server/ingest/ingest_service.py b/private_gpt/server/ingest/ingest_service.py
index aa2f73c3..1d6f5ba2 100644
--- a/private_gpt/server/ingest/ingest_service.py
+++ b/private_gpt/server/ingest/ingest_service.py
@@ -4,11 +4,8 @@ from pathlib import Path
from typing import AnyStr, BinaryIO
from injector import inject, singleton
-from llama_index import (
- ServiceContext,
- StorageContext,
-)
-from llama_index.node_parser import SentenceWindowNodeParser
+from llama_index.core.node_parser import SentenceWindowNodeParser
+from llama_index.core.storage import StorageContext
from private_gpt.components.embedding.embedding_component import EmbeddingComponent
from private_gpt.components.ingest.ingest_component import get_ingestion_component
@@ -40,17 +37,12 @@ class IngestService:
index_store=node_store_component.index_store,
)
node_parser = SentenceWindowNodeParser.from_defaults()
- self.ingest_service_context = ServiceContext.from_defaults(
- llm=self.llm_service.llm,
- embed_model=embedding_component.embedding_model,
- node_parser=node_parser,
- # Embeddings done early in the pipeline of node transformations, right
- # after the node parsing
- transformations=[node_parser, embedding_component.embedding_model],
- )
self.ingest_component = get_ingestion_component(
- self.storage_context, self.ingest_service_context, settings=settings()
+ self.storage_context,
+ embed_model=embedding_component.embedding_model,
+ transformations=[node_parser, embedding_component.embedding_model],
+ settings=settings(),
)
def _ingest_data(self, file_name: str, file_data: AnyStr) -> list[IngestedDoc]:
diff --git a/private_gpt/server/ingest/model.py b/private_gpt/server/ingest/model.py
index eb957ee0..9f4139e6 100644
--- a/private_gpt/server/ingest/model.py
+++ b/private_gpt/server/ingest/model.py
@@ -1,6 +1,6 @@
from typing import Any, Literal
-from llama_index import Document
+from llama_index.core.schema import Document
from pydantic import BaseModel, Field
diff --git a/private_gpt/ui/ui.py b/private_gpt/ui/ui.py
index a4b131fe..bcc1f675 100644
--- a/private_gpt/ui/ui.py
+++ b/private_gpt/ui/ui.py
@@ -10,7 +10,7 @@ import gradio as gr # type: ignore
from fastapi import FastAPI
from gradio.themes.utils.colors import slate # type: ignore
from injector import inject, singleton
-from llama_index.llms import ChatMessage, ChatResponse, MessageRole
+from llama_index.core.llms import ChatMessage, ChatResponse, MessageRole
from pydantic import BaseModel
from private_gpt.constants import PROJECT_ROOT_PATH
diff --git a/pyproject.toml b/pyproject.toml
index 1b380e20..59f8ff70 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,15 +6,24 @@ authors = ["Zylon "]
[tool.poetry.dependencies]
python = ">=3.11,<3.12"
-fastapi = { extras = ["all"], version = "^0.103.1" }
-boto3 = "^1.28.56"
+fastapi = { extras = ["all"], version = "^0.110.0" }
+boto3 = "^1.34.51"
injector = "^0.21.0"
pyyaml = "^6.0.1"
-python-multipart = "^0.0.6"
-pypdf = "^3.16.2"
-llama-index = { extras = ["local_models"], version = "0.9.3" }
-watchdog = "^3.0.0"
-qdrant-client = "^1.6.9"
+python-multipart = "^0.0.9"
+llama-index-core = "^0.10.13"
+llama-index-readers-file = "^0.1.6"
+llama-index-embeddings-huggingface = "^0.1.4"
+llama-index-embeddings-openai = "^0.1.6"
+llama-index-vector-stores-qdrant = "^0.1.3"
+llama-index-vector-stores-chroma = "^0.1.4"
+llama-index-llms-llama-cpp = "^0.1.3"
+llama-index-llms-openai = "^0.1.6"
+llama-index-llms-openai-like = "^0.1.3"
+llama-index-llms-ollama = "^0.1.2"
+llama-index-vector-stores-postgres = "^0.1.2"
+watchdog = "^4.0.0"
+qdrant-client = "^1.7.3"
chromadb = {version = "^0.4.13", optional = true}
asyncpg = {version = "^0.29.0", optional = true}
pgvector = {version = "^0.2.5", optional = true}
diff --git a/tests/test_prompt_helper.py b/tests/test_prompt_helper.py
index 48597698..3b5af914 100644
--- a/tests/test_prompt_helper.py
+++ b/tests/test_prompt_helper.py
@@ -1,5 +1,5 @@
import pytest
-from llama_index.llms import ChatMessage, MessageRole
+from llama_index.core.llms import ChatMessage, MessageRole
from private_gpt.components.llm.prompt_helper import (
ChatMLPromptStyle,