furst/ssearch
0
1
Fork 0
Code Issues Pull requests Projects Releases Packages Wiki Activity Actions

Upgrade RAG stack; fix chunk_size tokenizer mismatch

Browse source
This commit is contained in:
Eric Furst 2026-09-20 12:53:58 -04:00
commit d8d03b3d0a
5 changed files with 210 additions and 165 deletions
Download patch file Download diff file Expand all files Collapse all files

4
README.md
View file

@ -178,7 +178,7 @@ Key parameters (set in source files):
| Parameter | Value | Location | | Parameter | Value | Location |
|-----------|-------|----------| |-----------|-------|----------|
| Embedding model | `BAAI/bge-large-en-v1.5` | all build and query scripts | | Embedding model | `BAAI/bge-large-en-v1.5` | all build and query scripts |
| Chunk size | 256 tokens | `build_store.py`, `clippings_search/build_clippings.py` | | Chunk size | 256 tokens, counted with the embedding model's own tokenizer | `build_store.py`, `clippings_search/build_clippings.py` |
| Chunk overlap | 25 tokens | `build_store.py`, `clippings_search/build_clippings.py` | | Chunk overlap | 25 tokens | `build_store.py`, `clippings_search/build_clippings.py` |
| Paragraph separator | `\n\n` | `build_store.py` | | Paragraph separator | `\n\n` | `build_store.py` |
| Vector retrieval | top 20 | query and retrieve scripts | | Vector retrieval | top 20 | query and retrieve scripts |
@ -208,7 +208,7 @@ Metadata reaching the embedder and the LLM is controlled by `EXCLUDED_EMBED_KEYS
## Design decisions ## Design decisions
- **BAAI/bge-large-en-v1.5 over all-mpnet-base-v2**: Better semantic matching quality for journal text despite slower embedding. - **BAAI/bge-large-en-v1.5 over all-mpnet-base-v2**: Better semantic matching quality for journal text despite slower embedding.
- **256-token chunks**: Tested 512 and 384; 256 with 25-token overlap produced the highest quality matches. - **256-token chunks**: Tested 512 and 384; 256 with 25-token overlap produced the highest quality matches. `SentenceSplitter` is given the embedding model's own tokenizer, because its tiktoken default and bge's BERT WordPiece diverge on unusual text (up to 2.96x here) — which previously let chunks exceed bge-large's 512-token limit and be silently truncated at embed time.
- **gemma4:e4b over command-r7b**: Sticks closer to provided context with less hallucination at comparable speed. Earlier, selected **command-r7b over llama3.1:8B** for similar reasons. - **gemma4:e4b over command-r7b**: Sticks closer to provided context with less hallucination at comparable speed. Earlier, selected **command-r7b over llama3.1:8B** for similar reasons.
- **Cross-encoder re-ranking**: Merge the vector and BM25 candidates, then re-rank to top-15 with a cross-encoder that scores each (query, chunk) pair jointly. `ms-marco-MiniLM-L-12-v2` was used initially, over `stsb-roberta-base` (wrong task) and `BAAI/bge-reranker-v2-m3` (slower). **Reversed in Sept 2026**: ms-marco is a 2021 model trained on MS MARCO web queries, which is out of distribution for journal-style questions — across ten test queries its median score over its own top-15 was -5.47, far outside its calibrated range. On paraphrased passage queries the two tie on recall@15 (0.875) but differ on MRR (0.762 vs 0.685): bge does not find more, it ranks better. Costs about 5s more per query. `BAAI/bge-reranker-base` is the middle option if that matters. - **Cross-encoder re-ranking**: Merge the vector and BM25 candidates, then re-rank to top-15 with a cross-encoder that scores each (query, chunk) pair jointly. `ms-marco-MiniLM-L-12-v2` was used initially, over `stsb-roberta-base` (wrong task) and `BAAI/bge-reranker-v2-m3` (slower). **Reversed in Sept 2026**: ms-marco is a 2021 model trained on MS MARCO web queries, which is out of distribution for journal-style questions — across ten test queries its median score over its own top-15 was -5.47, far outside its calibrated range. On paraphrased passage queries the two tie on recall@15 (0.875) but differ on MRR (0.762 vs 0.685): bge does not find more, it ranks better. Costs about 5s more per query. `BAAI/bge-reranker-base` is the middle option if that matters.
- **gemma4:e4b over gemma4:12b**: On identical frozen context, 12b matched e4b on citation coverage at roughly 2.3x the latency, with no detectable quality advantage. Separately, `thinking=True` costs ~2.4x latency for no extra citation coverage — kept on for now, but it is the open question, not the model choice. - **gemma4:e4b over gemma4:12b**: On identical frozen context, 12b matched e4b on citation coverage at roughly 2.3x the latency, with no detectable quality advantage. Separately, `thinking=True` costs ~2.4x latency for no extra citation coverage — kept on for now, but it is the open question, not the model choice.

34
build_store.py
View file

@ -9,6 +9,14 @@
# E. M. Furst # E. M. Furst
# Used Sonnet 4.5 to suggest changes; Opus 4.6 for incremental update # Used Sonnet 4.5 to suggest changes; Opus 4.6 for incremental update
# Environment vars must be set before importing huggingface/transformers
# libraries, because huggingface_hub.constants evaluates HF_HUB_OFFLINE
# at import time. Matches the query scripts.
import os
os.environ["TOKENIZERS_PARALLELISM"] = "false"
os.environ["HF_HUB_CACHE"] = "./models"
os.environ["HF_HUB_OFFLINE"] = "1"
from llama_index.core import ( from llama_index.core import (
Document, Document,
SimpleDirectoryReader, SimpleDirectoryReader,
@ -23,7 +31,6 @@ from llama_index.embeddings.huggingface import HuggingFaceEmbedding
from llama_index.core.node_parser import SentenceSplitter from llama_index.core.node_parser import SentenceSplitter
import argparse import argparse
import datetime import datetime
import os
import re import re
import time import time
@ -101,11 +108,36 @@ def load_documents(input_files=None) -> list[Document]:
return apply_metadata_policy(reader.load_data()) return apply_metadata_policy(reader.load_data())
_EMBED_TOKENIZER = None
def get_embed_tokenizer():
"""The embedding model's own tokenizer, loaded once.
SentenceSplitter otherwise counts with tiktoken (cl100k_base) while the
embedder counts in BERT WordPiece. They agree for ordinary prose (median
ratio 1.01x) but diverge badly on unusual text -- up to 2.96x here. That
let 94 chunks exceed CHUNK_SIZE and pushed 4 past bge-large's 512-token
max_seq_length, where their tails were silently truncated at embed time and
never made it into the vector. Counting in the embedder's own units makes
chunk_size mean what it says.
"""
global _EMBED_TOKENIZER
if _EMBED_TOKENIZER is None:
from transformers import AutoTokenizer
_EMBED_TOKENIZER = AutoTokenizer.from_pretrained(
EMBED_MODEL_NAME, cache_dir="./models", local_files_only=True
)
return _EMBED_TOKENIZER
def get_text_splitter(): def get_text_splitter():
tok = get_embed_tokenizer()
return SentenceSplitter( return SentenceSplitter(
chunk_size=CHUNK_SIZE, chunk_size=CHUNK_SIZE,
chunk_overlap=CHUNK_OVERLAP, chunk_overlap=CHUNK_OVERLAP,
paragraph_separator="\n\n", paragraph_separator="\n\n",
tokenizer=lambda text: tok.encode(text, add_special_tokens=False),
) )

21
clippings_search/build_clippings.py
View file

@ -60,11 +60,32 @@ SUPPORTED_EXTS = READER_EXTS | CUSTOM_EXTS
MIN_TEXT_LENGTH = 100 MIN_TEXT_LENGTH = 100
_EMBED_TOKENIZER = None
def get_embed_tokenizer():
"""The embedding model's own tokenizer. See build_store.py for why.
Without this, SentenceSplitter counts in tiktoken while the embedder counts
in BERT WordPiece; the two diverge on unusual text and chunks can exceed
bge-large's 512-token limit, where their tails are silently truncated.
"""
global _EMBED_TOKENIZER
if _EMBED_TOKENIZER is None:
from transformers import AutoTokenizer
_EMBED_TOKENIZER = AutoTokenizer.from_pretrained(
EMBED_MODEL_NAME, cache_dir="./models", local_files_only=True
)
return _EMBED_TOKENIZER
def get_text_splitter(): def get_text_splitter():
tok = get_embed_tokenizer()
return SentenceSplitter( return SentenceSplitter(
chunk_size=CHUNK_SIZE, chunk_size=CHUNK_SIZE,
chunk_overlap=CHUNK_OVERLAP, chunk_overlap=CHUNK_OVERLAP,
paragraph_separator="\n\n", paragraph_separator="\n\n",
tokenizer=lambda text: tok.encode(text, add_special_tokens=False),
) )

30
pyproject.toml
View file

@ -9,21 +9,25 @@ authors = [{ name = "E. M. Furst" }]
dependencies = [ dependencies = [
# --- RAG framework (version-sensitive: pinned exactly) --- # --- RAG framework (version-sensitive: pinned exactly) ---
"llama-index-core==0.14.14", "llama-index-core==0.14.24",
"llama-index-embeddings-huggingface==0.6.1", "llama-index-embeddings-huggingface==0.8.0",
"llama-index-readers-file==0.5.6", "llama-index-readers-file==0.7.0",
"llama-index-llms-ollama==0.9.1", "llama-index-llms-ollama==0.11.0",
"llama-index-llms-openai==0.6.18", "llama-index-llms-openai==0.8.1",
"llama-index-retrievers-bm25==0.6.5", "llama-index-retrievers-bm25==0.8.0",
"llama-index-vector-stores-chroma==0.5.5", "llama-index-vector-stores-chroma==0.6.0",
# --- Vector store (clippings) --- # --- Vector store (clippings) ---
"chromadb==1.5.1", "chromadb==1.5.9",
# --- Embeddings / cross-encoder re-ranking (pulls torch) --- # --- Embeddings / cross-encoder re-ranking (pulls torch) ---
"sentence-transformers>=5.1.0", # sentence-transformers 6.x requires transformers>=5 and huggingface-hub>=1.3.
# transformers + huggingface-hub pinned: a transformers update once broke # These were previously pinned at transformers==4.55.0 / hub==0.34.4 after an
# offline model loading (AutoTokenizer phoning home). See devlog 2026-02-20. # update broke offline model loading (AutoTokenizer phoning home; devlog
"transformers==4.55.0", # 2026-02-20). That pin had started holding sentence-transformers at 5.5.1,
"huggingface-hub==0.34.4", # so it was lifted 2026-09-20 and the offline path re-verified.
# Upper bounds only -- majors are the ones that bite.
"sentence-transformers>=6.1.0,<7.0.0",
"transformers>=5.17.0,<6.0.0",
"huggingface-hub>=1.32.0,<2.0.0",
# --- Keyword search / document loaders --- # --- Keyword search / document loaders ---
"nltk>=3.9.1", "nltk>=3.9.1",
# --- eval harness (eval/, see EVAL_PLAN.md) --- # --- eval harness (eval/, see EVAL_PLAN.md) ---

284
uv.lock generated
View file

@ -270,15 +270,6 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/77/f5/21d2de20e8b8b0408f0681956ca2c69f1320a3848ac50e6e7f39c6159675/babel-2.18.0-py3-none-any.whl", hash = "sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35", size = 10196845, upload-time = "2026-02-01T12:30:53.445Z" }, { url = "https://files.pythonhosted.org/packages/77/f5/21d2de20e8b8b0408f0681956ca2c69f1320a3848ac50e6e7f39c6159675/babel-2.18.0-py3-none-any.whl", hash = "sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35", size = 10196845, upload-time = "2026-02-01T12:30:53.445Z" },
] ]
[[package]]
name = "backoff"
version = "2.2.1"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/47/d7/5bbeb12c44d7c4f2fb5b56abce497eb5ed9f34d85701de869acedd602619/backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba", size = 17001, upload-time = "2022-10-05T19:19:32.061Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/df/73/b6e24bd22e6720ca8ee9a85a0c4a2971af8497d8f3193fa05390cbd46e09/backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8", size = 15148, upload-time = "2022-10-05T19:19:30.546Z" },
]
[[package]] [[package]]
name = "banks" name = "banks"
version = "2.4.2" version = "2.4.2"
@ -559,7 +550,7 @@ wheels = [
[[package]] [[package]]
name = "chromadb" name = "chromadb"
version = "1.5.1" version = "1.5.9"
source = { registry = "https://pypi.org/simple" } source = { registry = "https://pypi.org/simple" }
dependencies = [ dependencies = [
{ name = "bcrypt" }, { name = "bcrypt" },
@ -577,9 +568,9 @@ dependencies = [
{ name = "opentelemetry-sdk" }, { name = "opentelemetry-sdk" },
{ name = "orjson" }, { name = "orjson" },
{ name = "overrides" }, { name = "overrides" },
{ name = "posthog" },
{ name = "pybase64" }, { name = "pybase64" },
{ name = "pydantic" }, { name = "pydantic" },
{ name = "pydantic-settings" },
{ name = "pypika" }, { name = "pypika" },
{ name = "pyyaml" }, { name = "pyyaml" },
{ name = "rich" }, { name = "rich" },
@ -590,25 +581,22 @@ dependencies = [
{ name = "typing-extensions" }, { name = "typing-extensions" },
{ name = "uvicorn", extra = ["standard"] }, { name = "uvicorn", extra = ["standard"] },
] ]
sdist = { url = "https://files.pythonhosted.org/packages/c3/b6/b7bd96a44a94698d10bb61a7714439108f06900f6c89e005e66b5f64ccb9/chromadb-1.5.1.tar.gz", hash = "sha256:1ebf53664f6d2064c07681741016c80f5f47e7d61d1eba0d654d01823842a516", size = 2379368, upload-time = "2026-02-19T19:59:32.738Z" } sdist = { url = "https://files.pythonhosted.org/packages/92/d1/5e33b26985f0c7046a0be1cee2158ada1748ee700d2545057fde1468d74d/chromadb-1.5.9.tar.gz", hash = "sha256:5c20e62a455c28bacac927f26116a73fd8e1799e0d908be8e8a4f02197a54731", size = 2595635, upload-time = "2026-05-05T05:54:51.713Z" }
wheels = [ wheels = [
{ url = "https://files.pythonhosted.org/packages/31/c3/598e28a67db38ffc377f30c49f37cad865be2fe261d719fa84641b07ff72/chromadb-1.5.1-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:0ca6e9f8110e848eeb2807994184b50380b35a59bce09d7acff850ec35c735f9", size = 20732567, upload-time = "2026-02-19T19:59:30.269Z" }, { url = "https://files.pythonhosted.org/packages/dd/5b/3cced915244f43ed14b53fe9f63a37f05f865064f4e4fe7d9448d3f2a352/chromadb-1.5.9-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:60701011b5e6409647fa40d12c7c5a66b2b0bfcf33a52db2ad53a30a2abc4957", size = 22564540, upload-time = "2026-05-05T05:54:48.906Z" },
{ url = "https://files.pythonhosted.org/packages/5a/96/e219be6a44ffc6d7f8012cc6987e1618561a20a8673341f696f9feb93890/chromadb-1.5.1-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:8f4c06709e5bd8f6af1a2196db8500dc728697aef4a8cb4f8f37b47338582032", size = 19993506, upload-time = "2026-02-19T19:59:26.734Z" }, { url = "https://files.pythonhosted.org/packages/34/4c/adcef1f4e82a2ef69ccd3711d55fc289193d54c4c0ff7a0292a3631db46f/chromadb-1.5.9-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:814b9c95617377f6501e5757d63dfddb554a283a7739c87b9fa573850174e6f3", size = 21699698, upload-time = "2026-05-05T05:54:45.078Z" },
{ url = "https://files.pythonhosted.org/packages/21/25/b4dbc81e174bb6e661c5aa48d03598f0d5c0e8267461b608e861dcb841d4/chromadb-1.5.1-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:aa1a63c757c2a9a61820aab81d6ad4921e7394daf4f0cf04c8690d30274530f2", size = 20643281, upload-time = "2026-02-19T19:59:18.496Z" }, { url = "https://files.pythonhosted.org/packages/38/4e/937bc4d2e6f8ab9664ec79931fbbd69efff47e513ec2924b071e4b0ff774/chromadb-1.5.9-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9192d111bd662241625867962333d99369a00769a50f8b2f58cb388731274d7e", size = 22680924, upload-time = "2026-05-05T05:54:36.25Z" },
{ url = "https://files.pythonhosted.org/packages/24/6b/051e4684966599991d9fc6fe10cf2fd8d84e08bfe8752485c74111167543/chromadb-1.5.1-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:89ff9f7185238b352c498181b3cfa9e28f7f3336c2b8d7ab8cdfe4f3d76e5e96", size = 21516981, upload-time = "2026-02-19T19:59:22.439Z" }, { url = "https://files.pythonhosted.org/packages/e6/ec/0c42039e80b9acc534f67b73b7a42471948042859b3a64867b50a4a77fa3/chromadb-1.5.9-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cc09b3df76e5a5cb386aed2715a2eea152e3949f9e1ba93c7119505377749929", size = 23316203, upload-time = "2026-05-05T05:54:41.157Z" },
{ url = "https://files.pythonhosted.org/packages/84/a2/023696860162c59ed7d5d2a589d701bf5c54233d82a0f808c69956204c10/chromadb-1.5.1-cp39-abi3-win_amd64.whl", hash = "sha256:7ec9dc47841cf3fecc475ca07a0aacfc9a347b3460881051636755618d6250c6", size = 21856118, upload-time = "2026-02-19T19:59:34.676Z" }, { url = "https://files.pythonhosted.org/packages/eb/ce/0f7be6e5d0feafa2cda54b12e6542afeea7dea89d2d411e14da90f8abb96/chromadb-1.5.9-cp39-abi3-win_amd64.whl", hash = "sha256:4fd0b560e56761b7f3cb4d5c6205fd5f20814484b4a3e4e9af9038c2b428fc6c", size = 23542454, upload-time = "2026-05-05T05:54:54.942Z" },
] ]
[[package]] [[package]]
name = "click" name = "click"
version = "8.4.1" version = "8.5.0"
source = { registry = "https://pypi.org/simple" } source = { registry = "https://pypi.org/simple" }
dependencies = [ sdist = { url = "https://files.pythonhosted.org/packages/c7/0e/7fa0ef50764b67090eca4114772a2abf8b6148198475e54c660b97caeee6/click-8.5.0.tar.gz", hash = "sha256:ba0d2089de75ea0310e2dde03160e6ca10009947fb95a182f9b54021bb272e34", size = 382235, upload-time = "2026-08-26T13:33:14.56Z" }
{ name = "colorama", marker = "sys_platform == 'win32'" },
]
sdist = { url = "https://files.pythonhosted.org/packages/9b/98/518d8e5081007684232226f475082b30087d0f585e8457db087298259f49/click-8.4.1.tar.gz", hash = "sha256:918b5633eddf6b41c32d4f454bf0de810065c74e3f7dbf8ee5452f8be88d3e96", size = 353007, upload-time = "2026-05-22T04:08:37.769Z" }
wheels = [ wheels = [
{ url = "https://files.pythonhosted.org/packages/c7/0d/67e5b4109ea4a837e80daa87c2c696711955e40449a97e8926672534def2/click-8.4.1-py3-none-any.whl", hash = "sha256:482be17c6991b8c19c5429a1e995d9b0efdbb63172824c41f99965dc0ade8ec2", size = 116639, upload-time = "2026-05-22T04:08:35.26Z" }, { url = "https://files.pythonhosted.org/packages/58/50/6c0d534c5f134586a8e1ba4e330569e32f057e33372ae556463212fb4cd3/click-8.5.0-py3-none-any.whl", hash = "sha256:255bc9599cf7748b4b1a446ccc735421bd08a2ae529a8b88597d3de5664ee360", size = 125251, upload-time = "2026-08-26T13:33:12.928Z" },
] ]
[[package]] [[package]]
@ -1176,34 +1164,26 @@ wheels = [
[[package]] [[package]]
name = "hf-xet" name = "hf-xet"
version = "1.5.0" version = "1.6.0"
source = { registry = "https://pypi.org/simple" } source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/74/d8/5c06fc76461418326a7decf8367480c35be11a41fd938633929c60a9ec6b/hf_xet-1.5.0.tar.gz", hash = "sha256:e0fb0a34d9f406eed88233e829a67ec016bec5af19e480eac65a233ea289a948", size = 837196, upload-time = "2026-05-06T06:18:15.583Z" } sdist = { url = "https://files.pythonhosted.org/packages/1b/ab/522a2ab67f27971a9d48ca666d4fca85ef7d5282d142e31fd087e27b1bbe/hf_xet-1.6.0.tar.gz", hash = "sha256:2e58454a340b3556dfa4972d5451aff4fba8dd42a236600ba1a1d2b1514f0fef", size = 920527, upload-time = "2026-08-03T22:33:13.243Z" }
wheels = [ wheels = [
{ url = "https://files.pythonhosted.org/packages/68/9b/6912c99070915a4f28119e3c5b52a9abd1eec0ad5cb293b8c967a0c6f5a2/hf_xet-1.5.0-cp313-cp313t-macosx_10_12_x86_64.whl", hash = "sha256:7d70fe2ce97b9db73b9c9b9c81fe3693640aec83416a966c446afea54acfae3c", size = 4023383, upload-time = "2026-05-06T06:17:53.947Z" }, { url = "https://files.pythonhosted.org/packages/41/62/3c062f593bd92ef4e77a0ef39541e3d82a0a1d3947c8a777a02a13a27828/hf_xet-1.6.0-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:70cbb9c896901600128cb9b6f06e132954fbede1db30f31f7c6c63f84cb7c31d", size = 4074584, upload-time = "2026-08-03T22:32:47.364Z" },
{ url = "https://files.pythonhosted.org/packages/0f/6d/9563cfde59b5d8128a9c7ec972a087f4c782e4f7bac5a85234edfd5d5e49/hf_xet-1.5.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:73a0dae8c71de3b0633a45c73f4a4a5ed09e94b43441d82981a781d4f12baa42", size = 3792751, upload-time = "2026-05-06T06:17:51.791Z" }, { url = "https://files.pythonhosted.org/packages/bb/1e/c0ad437dd267a8e435bef594acf781bbc3874ff0b6435b4962d03ecf7cc4/hf_xet-1.6.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:23379c2f9ec8696d952b16414a2bae72cad86a52df869b050698ba60f538c675", size = 3867381, upload-time = "2026-08-03T22:32:49.049Z" },
{ url = "https://files.pythonhosted.org/packages/07/a5/ed5a0cf35b49a0571af5a8f53416dad1877a718c021c9937c3a53cb45781/hf_xet-1.5.0-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:a60290ec57e9b71767fba7c3645ddafdd0759974b540441510c629c6db6db24a", size = 4456058, upload-time = "2026-05-06T06:17:40.735Z" }, { url = "https://files.pythonhosted.org/packages/d5/ee/7c0d7b6ab336167531b1c30af2af003f054af4c749becbd7209ae33a77c3/hf_xet-1.6.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f2f7278c05c22fd60cb436cda1269649b3e81db65ecdc8496e5e164aa4143e7b", size = 4453982, upload-time = "2026-08-03T22:32:50.568Z" },
{ url = "https://files.pythonhosted.org/packages/60/fb/3ae8bf2a7a37a4197d0195d7247fd25b3952e15cb8a599e285dfaa6f52b3/hf_xet-1.5.0-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:e5de0f6deada0dada870bb376a11bcd1f08abf3a968a6d118f33e72d1b1eb480", size = 4250783, upload-time = "2026-05-06T06:17:38.412Z" }, { url = "https://files.pythonhosted.org/packages/63/06/ad8eab1c9525246650cbaa821caa3cdbaca734ab1a5b8c91bea09cbd8d69/hf_xet-1.6.0-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:948f15d3a9545cfe5932f6bd8b440f6ae630aee108f14b7bd6c561f7c2dcc522", size = 4249445, upload-time = "2026-08-03T22:32:52.391Z" },
{ url = "https://files.pythonhosted.org/packages/a2/9b/8bae40d4d91525085137196e84eb0ed49cf65b5e96e5c3ecdadd8bd0fac2/hf_xet-1.5.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:c799d49f1a5544a0ef7591c0ee75e0d6b93d6f56dc7a4979f59f7518d2872216", size = 4445594, upload-time = "2026-05-06T06:18:04.219Z" }, { url = "https://files.pythonhosted.org/packages/d8/26/1eee8aedb0dafc1ab9717dc9ac602cde33361b232dc06803f1f6ed18b58c/hf_xet-1.6.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:5153e6bb103ad49d6ea9f1b2e230db5a2ea32551ad09a706d2f61d7c7c80d80e", size = 4451099, upload-time = "2026-08-03T22:32:54.114Z" },
{ url = "https://files.pythonhosted.org/packages/13/59/c74efbbd4e8728172b2cc72a2bc014d2947a4b7bdced932fbd3f5da1a4e5/hf_xet-1.5.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:2baea1b0b989e5c152fe81425f7745ddc8901280ba3d97c98d8cdece7b706c60", size = 4663995, upload-time = "2026-05-06T06:18:06.1Z" }, { url = "https://files.pythonhosted.org/packages/67/57/0b88af1f194ab6c9c650547d9cc06bfeaab836ae4dcdb331676bfb8be95a/hf_xet-1.6.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:35cec30d75c6f9eb9c16a77cef68e85a103b72e24d4b473714ec9ff06428bab9", size = 4664712, upload-time = "2026-08-03T22:32:55.547Z" },
{ url = "https://files.pythonhosted.org/packages/73/32/8e1e0410af64cda9b139d1dcebdc993a8ff9c8c7c0e2696ae356d75ccc0d/hf_xet-1.5.0-cp313-cp313t-win_amd64.whl", hash = "sha256:526345b3ed45f374f6317349df489167606736c876241ba984105afe7fd4839d", size = 3966608, upload-time = "2026-05-06T06:18:19.74Z" }, { url = "https://files.pythonhosted.org/packages/53/a0/26b717a9d1840e8abf48dcec64b5ed8fbe472671d38ad28d30e147132b33/hf_xet-1.6.0-cp314-cp314t-win_amd64.whl", hash = "sha256:5789835d7c6bc9436962853192082374297fb72d7eff7e7762ec25ceb7e25338", size = 4025906, upload-time = "2026-08-03T22:32:57.391Z" },
{ url = "https://files.pythonhosted.org/packages/fc/34/a8febc8f4edbea8b3e21b02ebc8b628679b84ba7e45cde624a7736b51500/hf_xet-1.5.0-cp313-cp313t-win_arm64.whl", hash = "sha256:786d28e2eb8315d5035544b9d137b4a842d600c434bb91bf7d0d953cce906ad4", size = 3796946, upload-time = "2026-05-06T06:18:17.568Z" }, { url = "https://files.pythonhosted.org/packages/49/f6/4a9966633c6fef83af997e2cff68ec1963676d412bdfd096df2a93b8e185/hf_xet-1.6.0-cp314-cp314t-win_arm64.whl", hash = "sha256:75765820ce4700db3750c94acc8fe27c5fae4c9ec000a0dbac3ca082acf97765", size = 3849221, upload-time = "2026-08-03T22:32:59.123Z" },
{ url = "https://files.pythonhosted.org/packages/2a/20/8fc8996afe5815fa1a6be8e9e5c02f24500f409d599e905800d498a4e14d/hf_xet-1.5.0-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:872d5601e6deea30d15865ede55d29eac6daf5a534ab417b99b6ef6b076dd96c", size = 4023495, upload-time = "2026-05-06T06:18:01.94Z" }, { url = "https://files.pythonhosted.org/packages/a2/50/7afa2c9c787405864fc47a0d1bbc02c62e9101947ed43c1f43899fc7d91d/hf_xet-1.6.0-cp38-abi3-macosx_10_12_x86_64.whl", hash = "sha256:633dc0cd71d32da58ab8c03ad38e2fac452c15c2b0a2866ebf6ededfe0a5061d", size = 4071729, upload-time = "2026-08-03T22:33:00.721Z" },
{ url = "https://files.pythonhosted.org/packages/32/6a/93d84463c00cecb561a7508aa6303e35ee2894294eac14245526924415fe/hf_xet-1.5.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:9929561f5abf4581c8ea79587881dfef6b8abb2a0d8a51915936fc2a614f4e73", size = 3792731, upload-time = "2026-05-06T06:18:00.021Z" }, { url = "https://files.pythonhosted.org/packages/4b/69/55b8dcf636142ae660fec1869fcac14c4da2e8412e14d6eee1523be77e9f/hf_xet-1.6.0-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:f0906082d9932ae0c0057fa194041c22b4e2cdb46b2592ef3b91f020d62a081a", size = 3876287, upload-time = "2026-08-03T22:33:02.251Z" },
{ url = "https://files.pythonhosted.org/packages/9d/5a/8ec8e0c863b382d00b3c2e2af6ded6b06371be617144a625903a6d562f4b/hf_xet-1.5.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f7b7bbae318e583a86fb21e5a4a175d6721d628a2874f4bd022d0e660c32a682", size = 4456738, upload-time = "2026-05-06T06:17:49.574Z" }, { url = "https://files.pythonhosted.org/packages/67/4e/a28359bf1c1ecf11eba22123168c138698f7cb576ac678f5a2e16cd5da08/hf_xet-1.6.0-cp38-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:d62671bb130879cef0ee4c9ebe47a14af6c66ec53e6d84dc15936e5ffdfac82f", size = 4464663, upload-time = "2026-08-03T22:33:03.802Z" },
{ url = "https://files.pythonhosted.org/packages/c5/ca/f7effa1a67717da2bcc6b6c28f71c6ca648c77acaec4e2c32f40cbe16d85/hf_xet-1.5.0-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:cf7b2dc6f31a4ea754bb50f74cde482dcf5d366d184076d8530b9872787f3761", size = 4251622, upload-time = "2026-05-06T06:17:47.096Z" }, { url = "https://files.pythonhosted.org/packages/9a/69/1f0cbc2fb22ae6082d094f743d1b8945a3f36f6089cb95f42b7ee348cda7/hf_xet-1.6.0-cp38-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:0e6e21fa3cdfcdcd76748564bf593870a5e013f47d97cf10aed63aa222cff5b7", size = 4262538, upload-time = "2026-08-03T22:33:05.287Z" },
{ url = "https://files.pythonhosted.org/packages/65/f2/19247dba3e231cf77dec59ddfb878f00057635ff773d099c9b59d37812c3/hf_xet-1.5.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:8dbcbab554c9ef158ef2c991545c3e970ddd8cc7acdcd0a78c5a41095dab4ded", size = 4445667, upload-time = "2026-05-06T06:18:11.983Z" }, { url = "https://files.pythonhosted.org/packages/d1/3a/4f4f2301ade26e404462d3336fa11f7958d914cabbabdd6e03c3c5d5658c/hf_xet-1.6.0-cp38-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:4fc74352a17015bd0ee90038bc9efe38db894cde45f268b6712b04fce8cd0acb", size = 4460520, upload-time = "2026-08-03T22:33:06.81Z" },
{ url = "https://files.pythonhosted.org/packages/7f/64/6f116801a3bcfb6f59f5c251f48cadc47ea54026441c4a385079286a94fa/hf_xet-1.5.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:5906bf7718d3636dc13402914736abe723492cb730f744834f5f5b67d3a12702", size = 4664619, upload-time = "2026-05-06T06:18:13.771Z" }, { url = "https://files.pythonhosted.org/packages/ab/5f/311725e2a905534dfee2dcb5b08414f249147f1f12252bfc2bd24caa075c/hf_xet-1.6.0-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:8fb4f71cba6129110c3374a33f919001ff130488fc23553698e34cc1c2a1198c", size = 4675937, upload-time = "2026-08-03T22:33:08.616Z" },
{ url = "https://files.pythonhosted.org/packages/5c/e8/069542d37946ed08669b127e1496fa99e78196d71de8d41eda5e9f1b7a58/hf_xet-1.5.0-cp314-cp314t-win_amd64.whl", hash = "sha256:5f3dc2248fc01cc0a00cd392ab497f1ca373fcbc7e3f2da1f452480b384e839e", size = 3966802, upload-time = "2026-05-06T06:18:28.162Z" }, { url = "https://files.pythonhosted.org/packages/98/b7/8c59a66d15205024662f1d66968136f13893f96df1ddc5087e2e281fc95f/hf_xet-1.6.0-cp38-abi3-win_amd64.whl", hash = "sha256:fb4fadde1b2b70bf4c0c14a6dccbe7194b1c28947fefd5bbe3fed9d940676c3b", size = 4033128, upload-time = "2026-08-03T22:33:10.171Z" },
{ url = "https://files.pythonhosted.org/packages/f9/91/fc6fdec27b14d04e88c386ac0a0129732b53fa23f7c4a78f4b83a039c567/hf_xet-1.5.0-cp314-cp314t-win_arm64.whl", hash = "sha256:b285cea1b5bab46b758772716ba8d6854a1a0310fed1c249d678a8b38601e5a0", size = 3797168, upload-time = "2026-05-06T06:18:26.287Z" }, { url = "https://files.pythonhosted.org/packages/73/63/ca511b6f802f28cf3489b280fe77475bcca8de85e81a6299d7916b5b5555/hf_xet-1.6.0-cp38-abi3-win_arm64.whl", hash = "sha256:3dc3e35441ba395006af5aaacc40ef2e603c51ef46c3530b9156185f00935ea3", size = 3859359, upload-time = "2026-08-03T22:33:11.725Z" },
{ url = "https://files.pythonhosted.org/packages/3d/fb/69ff198a82cae7eb1a69fb84d93b3a3e4816564d76817fe541ddc96874eb/hf_xet-1.5.0-cp37-abi3-macosx_10_12_x86_64.whl", hash = "sha256:dad0dc84e941b8ba3c860659fe1fdc35c049d47cce293f003287757e971a8f56", size = 4030814, upload-time = "2026-05-06T06:17:57.933Z" },
{ url = "https://files.pythonhosted.org/packages/9b/ff/edcc2b40162bef3ff78e14ab637e5f3b89243d6aee72f5949d3bb6a5af83/hf_xet-1.5.0-cp37-abi3-macosx_11_0_arm64.whl", hash = "sha256:fd6e5a9b0fdac4ed03ed45ef79254a655b1aaab514a02202617fbf643f5fdf7a", size = 3798444, upload-time = "2026-05-06T06:17:55.79Z" },
{ url = "https://files.pythonhosted.org/packages/49/4d/103f76b04310e5e57656696cc184690d20c466af0bca3ca88f8c8ea5d4f3/hf_xet-1.5.0-cp37-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:3531b1823a0e6d77d80f9ed15ca0e00f0d115094f8ac033d5cae88f4564cc949", size = 4465986, upload-time = "2026-05-06T06:17:44.886Z" },
{ url = "https://files.pythonhosted.org/packages/c4/a2/546f47f464737b3edbab6f8ddb57f2599b93d2cbb66f06abb475ccb48651/hf_xet-1.5.0-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:9a0ee58cd18d5ea799f7ed11290bbccbe56bdd8b1d97ca74b9cc49a3945d7a3b", size = 4259865, upload-time = "2026-05-06T06:17:42.639Z" },
{ url = "https://files.pythonhosted.org/packages/95/7f/1be593c1f28613be2e196473481cd81bfc5910795e30a34e8f744f6cac4f/hf_xet-1.5.0-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:1e60df5a42e9bed8628b6416af2cba4cba57ae9f02de226a06b020d98e1aab18", size = 4459835, upload-time = "2026-05-06T06:18:08.026Z" },
{ url = "https://files.pythonhosted.org/packages/aa/b2/703569fc881f3284487e68cda7b42179978480da3c438042a6bbbb4a671c/hf_xet-1.5.0-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:4b35549ce62601b84da4ff9b24d970032ace3d4430f52d91bcbb26c901d6c690", size = 4672414, upload-time = "2026-05-06T06:18:09.864Z" },
{ url = "https://files.pythonhosted.org/packages/af/37/1b6def445c567286b50aa3b33828158e135b1be44938dde59f11382a500c/hf_xet-1.5.0-cp37-abi3-win_amd64.whl", hash = "sha256:2806c7c17b4d23f8d88f7c4814f838c3b6150773fe339c20af23e1cfaf2797e4", size = 3977238, upload-time = "2026-05-06T06:18:23.621Z" },
{ url = "https://files.pythonhosted.org/packages/62/94/3b66b148778ee100dcfd69c2ca22b57b41b44d3063ceec934f209e9184ce/hf_xet-1.5.0-cp37-abi3-win_arm64.whl", hash = "sha256:b6c9df403040248c76d808d3e047d64db2d923bae593eb244c41e425cf6cd7be", size = 3806916, upload-time = "2026-05-06T06:18:21.7Z" },
] ]
[[package]] [[package]]
@ -1272,26 +1252,22 @@ wheels = [
[[package]] [[package]]
name = "huggingface-hub" name = "huggingface-hub"
version = "0.34.4" version = "1.32.0"
source = { registry = "https://pypi.org/simple" } source = { registry = "https://pypi.org/simple" }
dependencies = [ dependencies = [
{ name = "click" },
{ name = "filelock" }, { name = "filelock" },
{ name = "fsspec" }, { name = "fsspec" },
{ name = "hf-xet", marker = "platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'arm64' or platform_machine == 'x86_64'" }, { name = "hf-xet", marker = "platform_machine == 'AMD64' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'arm64' or platform_machine == 'x86_64'" },
{ name = "httpx" },
{ name = "packaging" }, { name = "packaging" },
{ name = "pyyaml" }, { name = "pyyaml" },
{ name = "requests" },
{ name = "tqdm" }, { name = "tqdm" },
{ name = "typing-extensions" }, { name = "typing-extensions" },
] ]
sdist = { url = "https://files.pythonhosted.org/packages/45/c9/bdbe19339f76d12985bc03572f330a01a93c04dffecaaea3061bdd7fb892/huggingface_hub-0.34.4.tar.gz", hash = "sha256:a4228daa6fb001be3f4f4bdaf9a0db00e1739235702848df00885c9b5742c85c", size = 459768, upload-time = "2025-08-08T09:14:52.365Z" } sdist = { url = "https://files.pythonhosted.org/packages/fe/0f/e83fdd856da8fca26bf78d71709ebd120432a0ce535e72b9597cab1eb5bf/huggingface_hub-1.32.0.tar.gz", hash = "sha256:ed70a45498abe86039df7c2f4e5f7575de524be908d3840e8f828d5525eafd6a", size = 1038662, upload-time = "2026-09-17T10:27:48.049Z" }
wheels = [ wheels = [
{ url = "https://files.pythonhosted.org/packages/39/7b/bb06b061991107cd8783f300adff3e7b7f284e330fd82f507f2a1417b11d/huggingface_hub-0.34.4-py3-none-any.whl", hash = "sha256:9b365d781739c93ff90c359844221beef048403f1bc1f1c123c191257c3c890a", size = 561452, upload-time = "2025-08-08T09:14:50.159Z" }, { url = "https://files.pythonhosted.org/packages/1b/cf/d98dd561d6d0d7b7d7a64d1563f8aaaa7c235daee41c1c9bcc3da62420ed/huggingface_hub-1.32.0-py3-none-any.whl", hash = "sha256:b0c7c80561969d9cdacdd55fce67ba9584cca0b9d4ea80957a3a5c1445fac5c8", size = 842906, upload-time = "2026-09-17T10:27:46.102Z" },
]
[package.optional-dependencies]
inference = [
{ name = "aiohttp" },
] ]
[[package]] [[package]]
@ -1878,7 +1854,7 @@ wheels = [
[[package]] [[package]]
name = "llama-index-core" name = "llama-index-core"
version = "0.14.14" version = "0.14.24"
source = { registry = "https://pypi.org/simple" } source = { registry = "https://pypi.org/simple" }
dependencies = [ dependencies = [
{ name = "aiohttp" }, { name = "aiohttp" },
@ -1904,28 +1880,29 @@ dependencies = [
{ name = "sqlalchemy", extra = ["asyncio"] }, { name = "sqlalchemy", extra = ["asyncio"] },
{ name = "tenacity" }, { name = "tenacity" },
{ name = "tiktoken" }, { name = "tiktoken" },
{ name = "tinytag" },
{ name = "tqdm" }, { name = "tqdm" },
{ name = "typing-extensions" }, { name = "typing-extensions" },
{ name = "typing-inspect" }, { name = "typing-inspect" },
{ name = "wrapt" }, { name = "wrapt" },
] ]
sdist = { url = "https://files.pythonhosted.org/packages/9a/04/fdbb528681342d362cce55a58a52b620394b1d332c53f8d8d4c54a33a228/llama_index_core-0.14.14.tar.gz", hash = "sha256:505a252c7e357cb12fb9bef41498ae2be3f2baa07666a939f8107f3faef2823b", size = 11587282, upload-time = "2026-02-10T23:07:54.27Z" } sdist = { url = "https://files.pythonhosted.org/packages/d9/7a/e54d5ea405b51c1b7e1ed078036f698bcbeefc82128d5c48b7cb6d997ce6/llama_index_core-0.14.24.tar.gz", hash = "sha256:4b2eb3af98eecf3579707ef018be0346bd851be2c7660102d88fab0457b95b61", size = 11590565, upload-time = "2026-08-19T18:47:21.401Z" }
wheels = [ wheels = [
{ url = "https://files.pythonhosted.org/packages/67/96/962ef4088b489e2e4c5392910744bd1206bfb89de4c0d98e93cf0125f985/llama_index_core-0.14.14-py3-none-any.whl", hash = "sha256:b62512a4ba1911b50b30d25d721535b30c9242f5f2dd6a4d5a4a712cca7b570e", size = 11930841, upload-time = "2026-02-10T23:07:56.698Z" }, { url = "https://files.pythonhosted.org/packages/be/f8/8a2aec65cba9459b24cce9bc188392014f70c2af0dc43c4cc668c685912e/llama_index_core-0.14.24-py3-none-any.whl", hash = "sha256:a12f39b8a777cc526bf400d929016cd244372af61c5e98f6f4186f51a0b9288c", size = 11927515, upload-time = "2026-08-19T18:47:18.772Z" },
] ]
[[package]] [[package]]
name = "llama-index-embeddings-huggingface" name = "llama-index-embeddings-huggingface"
version = "0.6.1" version = "0.8.0"
source = { registry = "https://pypi.org/simple" } source = { registry = "https://pypi.org/simple" }
dependencies = [ dependencies = [
{ name = "huggingface-hub", extra = ["inference"] }, { name = "huggingface-hub" },
{ name = "llama-index-core" }, { name = "llama-index-core" },
{ name = "sentence-transformers" }, { name = "sentence-transformers" },
] ]
sdist = { url = "https://files.pythonhosted.org/packages/a1/a0/77beca4ed28af68db6ab9c647b3fa75fae905d33ace96e91010cc9b96027/llama_index_embeddings_huggingface-0.6.1.tar.gz", hash = "sha256:3b21ffeda22f8221ed55778bb3daed71664ab07b341f1dd2f408963bd20355b9", size = 8694, upload-time = "2025-09-08T20:25:27.816Z" } sdist = { url = "https://files.pythonhosted.org/packages/53/ab/a027dbe85998649526b06439fe9ce0591928a1f9593de3f59ea835a06f2e/llama_index_embeddings_huggingface-0.8.0.tar.gz", hash = "sha256:02f34df13e3b83e9169fcfdf624b6fbe906fce75b7448cdf69800babc281a9a6", size = 8792, upload-time = "2026-08-31T15:52:21.699Z" }
wheels = [ wheels = [
{ url = "https://files.pythonhosted.org/packages/5e/b0/4d327cb2f2e039606feb9345b4de975090b9659c4ee84b00443bb149a80d/llama_index_embeddings_huggingface-0.6.1-py3-none-any.whl", hash = "sha256:b63990cf71ee7a36c51f36657133fcf76130e9bf5dcf9eb5a73a5087106d6881", size = 8903, upload-time = "2025-09-08T20:25:27.038Z" }, { url = "https://files.pythonhosted.org/packages/94/78/8c7ae872f7935b1264655134b8e434c1e54b561479824a1f6897c0c97e0d/llama_index_embeddings_huggingface-0.8.0-py3-none-any.whl", hash = "sha256:aca52e036371a86b0135f239d15916fbe2a5d66aa4267242bee1f2bef2da74c1", size = 8904, upload-time = "2026-08-31T15:52:20.876Z" },
] ]
[[package]] [[package]]
@ -1943,33 +1920,33 @@ wheels = [
[[package]] [[package]]
name = "llama-index-llms-ollama" name = "llama-index-llms-ollama"
version = "0.9.1" version = "0.11.0"
source = { registry = "https://pypi.org/simple" } source = { registry = "https://pypi.org/simple" }
dependencies = [ dependencies = [
{ name = "llama-index-core" }, { name = "llama-index-core" },
{ name = "ollama" }, { name = "ollama" },
] ]
sdist = { url = "https://files.pythonhosted.org/packages/c1/42/866e43f86ebe6c8ae0c3a2a473642f1438d0f7e006188a998c3ef4e5e357/llama_index_llms_ollama-0.9.1.tar.gz", hash = "sha256:d5885ed65ae2e2bc74ba9e3ffd3a5bcd7c5341ef0670e3d9fe200880fc19f9a6", size = 9077, upload-time = "2025-12-19T03:24:46.466Z" } sdist = { url = "https://files.pythonhosted.org/packages/11/99/b82667831e75aca2f49488b2904520180c19cba3c24fc55ee4b177d77888/llama_index_llms_ollama-0.11.0.tar.gz", hash = "sha256:e6b8cac200a9ff67caea531fece0a6272a89e3506b2b9648ec709acffe4a7980", size = 9131, upload-time = "2026-08-31T15:57:16.454Z" }
wheels = [ wheels = [
{ url = "https://files.pythonhosted.org/packages/be/cd/aa2499dc38c1cc513cab56f9a74e5526d1a97717f35a62295fda0d363bf6/llama_index_llms_ollama-0.9.1-py3-none-any.whl", hash = "sha256:da6469be951605841f7e33ce1bbb5b72c65de0f084b250e7f78aacac84379d5f", size = 8721, upload-time = "2025-12-19T03:24:47.438Z" }, { url = "https://files.pythonhosted.org/packages/64/9c/bf68e265e52ce76df8511b8052f97975d320ec4703ae0f4e2c19c0e99a25/llama_index_llms_ollama-0.11.0-py3-none-any.whl", hash = "sha256:835d552625082a79a4dc17e4a2c5e9bf70de26c7f679db7b3bf427dd593e5247", size = 8801, upload-time = "2026-08-31T15:57:15.664Z" },
] ]
[[package]] [[package]]
name = "llama-index-llms-openai" name = "llama-index-llms-openai"
version = "0.6.18" version = "0.8.1"
source = { registry = "https://pypi.org/simple" } source = { registry = "https://pypi.org/simple" }
dependencies = [ dependencies = [
{ name = "llama-index-core" }, { name = "llama-index-core" },
{ name = "openai" }, { name = "openai" },
] ]
sdist = { url = "https://files.pythonhosted.org/packages/56/78/298de76242aee7f5fdd65a0bffb541b3f81759613de1e8ebc719eec8e8af/llama_index_llms_openai-0.6.18.tar.gz", hash = "sha256:36c0256a7a211bbbc5ecc00d3f2caa9730eea1971ced3b68b7c94025c0448020", size = 25946, upload-time = "2026-02-06T12:01:03.095Z" } sdist = { url = "https://files.pythonhosted.org/packages/85/85/acc4dbf2dc8b638d83a8fc2901ae149f725787d7e3ff977e549c11ef8b8c/llama_index_llms_openai-0.8.1.tar.gz", hash = "sha256:179bf79e544b788451a33a49c6da98a37231498daa74e5c6ac962030958b6205", size = 27950, upload-time = "2026-09-03T03:06:18.488Z" }
wheels = [ wheels = [
{ url = "https://files.pythonhosted.org/packages/39/46/5a4b62108fb94febe27d35c8476dea042d7a609ee4bf14f5b61f03d5a75a/llama_index_llms_openai-0.6.18-py3-none-any.whl", hash = "sha256:73bbbf233d38116d48350391a3649884829564f4c8f6168c8fa3f3ae1b557376", size = 26945, upload-time = "2026-02-06T12:01:01.25Z" }, { url = "https://files.pythonhosted.org/packages/ae/81/2af9b0c5cce9d7012466350f31459690b25e0bfd645ba99fbcc1d3a60bc7/llama_index_llms_openai-0.8.1-py3-none-any.whl", hash = "sha256:b896d3b0123761f327df0d172bebee8eabad85e035364aa74fe306893b296b86", size = 28973, upload-time = "2026-09-03T03:06:17.597Z" },
] ]
[[package]] [[package]]
name = "llama-index-readers-file" name = "llama-index-readers-file"
version = "0.5.6" version = "0.7.0"
source = { registry = "https://pypi.org/simple" } source = { registry = "https://pypi.org/simple" }
dependencies = [ dependencies = [
{ name = "beautifulsoup4" }, { name = "beautifulsoup4" },
@ -1979,36 +1956,36 @@ dependencies = [
{ name = "pypdf" }, { name = "pypdf" },
{ name = "striprtf" }, { name = "striprtf" },
] ]
sdist = { url = "https://files.pythonhosted.org/packages/a0/e5/dccfb495dbc40f50fcfb799db2287ac5dca4a16a3b09bae61a4ccb1788d3/llama_index_readers_file-0.5.6.tar.gz", hash = "sha256:1c08b14facc2dfe933622aaa26dc7d2a7a6023c42d3db896a2c948789edaf1ea", size = 32535, upload-time = "2025-12-24T16:04:16.421Z" } sdist = { url = "https://files.pythonhosted.org/packages/bd/55/831d2a0884749eea87874d7586fea789fd60dcd3f894c91c1e65e5e80fde/llama_index_readers_file-0.7.0.tar.gz", hash = "sha256:328e3fe5da6da6172e3d71b60b5c76c1676707b220c8fc47edfaa795f9aefd16", size = 32772, upload-time = "2026-08-31T16:01:44.666Z" }
wheels = [ wheels = [
{ url = "https://files.pythonhosted.org/packages/fe/c3/8d28eaa962e073e6735d80847dda9fd3525cb9ff5974ae82dd20621a5a02/llama_index_readers_file-0.5.6-py3-none-any.whl", hash = "sha256:32e83f9adb4e4803e6c7cef746c44fa0949013b1cb76f06f422e9491d198dbda", size = 51832, upload-time = "2025-12-24T16:04:17.307Z" }, { url = "https://files.pythonhosted.org/packages/dc/8e/2b180f923003f94f4b4c65353b24490e3bc45804488f927ead5543721242/llama_index_readers_file-0.7.0-py3-none-any.whl", hash = "sha256:16f6735c2bf66546cca543dc3af15e4d4861c400edff0cccf5a445bb16f0340e", size = 52072, upload-time = "2026-08-31T16:01:43.692Z" },
] ]
[[package]] [[package]]
name = "llama-index-retrievers-bm25" name = "llama-index-retrievers-bm25"
version = "0.6.5" version = "0.8.0"
source = { registry = "https://pypi.org/simple" } source = { registry = "https://pypi.org/simple" }
dependencies = [ dependencies = [
{ name = "bm25s" }, { name = "bm25s" },
{ name = "llama-index-core" }, { name = "llama-index-core" },
{ name = "pystemmer" }, { name = "pystemmer" },
] ]
sdist = { url = "https://files.pythonhosted.org/packages/ac/68/1eaed3469fbea63b5c197aaecfb1f5aa15c81a7444a47ab4a447c83880ef/llama_index_retrievers_bm25-0.6.5.tar.gz", hash = "sha256:13138639fcf94fc8dd1874250a198b0c16fe1236c828f8a7ff9e46a67166fdb1", size = 5475, upload-time = "2025-09-09T03:21:57.686Z" } sdist = { url = "https://files.pythonhosted.org/packages/f3/96/b7241a69f8547b4476bdb70516144447f3893a0e4bf654226e93e3774ca2/llama_index_retrievers_bm25-0.8.0.tar.gz", hash = "sha256:8c487725129556485bb14a8363d5b15999c2392a7c4e02819f429c56ec3a9e3c", size = 5526, upload-time = "2026-08-31T16:06:17.84Z" }
wheels = [ wheels = [
{ url = "https://files.pythonhosted.org/packages/9b/2c/27dce475ca82ceeb90d6b4e14f4875fa189d87181ba5b688ae26ce45b8da/llama_index_retrievers_bm25-0.6.5-py3-none-any.whl", hash = "sha256:928a2859688ea2f6ce337686866d0ab4f8e8e040f23dbd1061fff57288f5f552", size = 4996, upload-time = "2025-09-09T03:21:56.501Z" }, { url = "https://files.pythonhosted.org/packages/84/1f/029ef9638c7283fc078fb58c799c0adaddcb12400bedb8cfefbb24bac1bf/llama_index_retrievers_bm25-0.8.0-py3-none-any.whl", hash = "sha256:ef00595e9d5b059619bfc9c6ef2021447e2412c0b55d02d9c2fb766ea2613547", size = 5060, upload-time = "2026-08-31T16:06:16.528Z" },
] ]
[[package]] [[package]]
name = "llama-index-vector-stores-chroma" name = "llama-index-vector-stores-chroma"
version = "0.5.5" version = "0.6.0"
source = { registry = "https://pypi.org/simple" } source = { registry = "https://pypi.org/simple" }
dependencies = [ dependencies = [
{ name = "chromadb" }, { name = "chromadb" },
{ name = "llama-index-core" }, { name = "llama-index-core" },
] ]
sdist = { url = "https://files.pythonhosted.org/packages/10/e7/19d0a81ccba54c5d0c5be46ac3a300ed86eb9e6638375d8b4ceb506bd629/llama_index_vector_stores_chroma-0.5.5.tar.gz", hash = "sha256:823865069bcea4d9de91510271ae03cd6ea8eb0106a5b5ea43ffcec03ec2a708", size = 8262, upload-time = "2025-12-30T00:01:04.091Z" } sdist = { url = "https://files.pythonhosted.org/packages/7b/d5/7d969f1ac582c39b2f01cad8e27dd774d4a86a0c0c23432f9376345f9049/llama_index_vector_stores_chroma-0.6.0.tar.gz", hash = "sha256:98a4d049f0db7c0c151558945600719698e38132066786ca22127a743e055554", size = 8254, upload-time = "2026-08-31T16:11:57.578Z" }
wheels = [ wheels = [
{ url = "https://files.pythonhosted.org/packages/a1/3e/eced8b70b63067bf1600faa003f5bcc11c67ce39fcb6efb9aa38ebcc3b05/llama_index_vector_stores_chroma-0.5.5-py3-none-any.whl", hash = "sha256:a1ca18abe2b6b90cd0bdff89fef9fb389bbd3dfb6fc74844bf9100d48d258874", size = 8078, upload-time = "2025-12-30T00:01:03.288Z" }, { url = "https://files.pythonhosted.org/packages/10/c9/ad37b55ac3fb5e355836c3905546b342fd3aca025b0d25026ecf652d2f47/llama_index_vector_stores_chroma-0.6.0-py3-none-any.whl", hash = "sha256:5f5afd52930eafc8129da35d41abbf199a4de5644ffccffeb40d9864ab22101d", size = 8077, upload-time = "2026-08-31T16:11:56.837Z" },
] ]
[[package]] [[package]]
@ -3095,22 +3072,6 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/81/e6/cd9575ac904136b3cbf7aa7ee819ef86eedb7274e46f230e94ea4342e729/platformdirs-4.10.0-py3-none-any.whl", hash = "sha256:fb516cdb12eb0d857d0cd85a7c57cea4d060bee4578d6cf5a14dfdf8cbf8784a", size = 22743, upload-time = "2026-05-28T03:32:52.175Z" }, { url = "https://files.pythonhosted.org/packages/81/e6/cd9575ac904136b3cbf7aa7ee819ef86eedb7274e46f230e94ea4342e729/platformdirs-4.10.0-py3-none-any.whl", hash = "sha256:fb516cdb12eb0d857d0cd85a7c57cea4d060bee4578d6cf5a14dfdf8cbf8784a", size = 22743, upload-time = "2026-05-28T03:32:52.175Z" },
] ]
[[package]]
name = "posthog"
version = "5.4.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "backoff" },
{ name = "distro" },
{ name = "python-dateutil" },
{ name = "requests" },
{ name = "six" },
]
sdist = { url = "https://files.pythonhosted.org/packages/48/20/60ae67bb9d82f00427946218d49e2e7e80fb41c15dc5019482289ec9ce8d/posthog-5.4.0.tar.gz", hash = "sha256:701669261b8d07cdde0276e5bc096b87f9e200e3b9589c5ebff14df658c5893c", size = 88076, upload-time = "2025-06-20T23:19:23.485Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/4f/98/e480cab9a08d1c09b1c59a93dade92c1bb7544826684ff2acbfd10fcfbd4/posthog-5.4.0-py3-none-any.whl", hash = "sha256:284dfa302f64353484420b52d4ad81ff5c2c2d1d607c4e2db602ac72761831bd", size = 105364, upload-time = "2025-06-20T23:19:22.001Z" },
]
[[package]] [[package]]
name = "prometheus-client" name = "prometheus-client"
version = "0.25.0" version = "0.25.0"
@ -3504,6 +3465,20 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/fa/c3/7c8b240552251faf6b3a957db200fcfbbcec36763c050428b601e0c9b83b/pydantic_core-2.46.4-graalpy312-graalpy250_312_native-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0", size = 2147590, upload-time = "2026-05-06T13:39:29.883Z" }, { url = "https://files.pythonhosted.org/packages/fa/c3/7c8b240552251faf6b3a957db200fcfbbcec36763c050428b601e0c9b83b/pydantic_core-2.46.4-graalpy312-graalpy250_312_native-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0", size = 2147590, upload-time = "2026-05-06T13:39:29.883Z" },
] ]
[[package]]
name = "pydantic-settings"
version = "2.15.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "pydantic" },
{ name = "python-dotenv" },
{ name = "typing-inspection" },
]
sdist = { url = "https://files.pythonhosted.org/packages/68/ca/31c57507b13119d7d3cfa1576dad2911a4861e3be07b579395f4e9d393f9/pydantic_settings-2.15.0.tar.gz", hash = "sha256:694b793e84f766ba76a90ebdefc01d0a9a045dab0382bee70393da93712ad117", size = 261253, upload-time = "2026-08-07T09:24:57.419Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/30/a4/2bffa9f8e804325a09867f0e9d30795c80ea9f8d62560bd1b6ad6220eb2f/pydantic_settings-2.15.0-py3-none-any.whl", hash = "sha256:0ba092c291c94baceb5eff768aa0d56400a457585bc0175925a5a5510303da42", size = 69413, upload-time = "2026-08-07T09:24:55.839Z" },
]
[[package]] [[package]]
name = "pygments" name = "pygments"
version = "2.20.0" version = "2.20.0"
@ -4007,24 +3982,26 @@ wheels = [
[[package]] [[package]]
name = "safetensors" name = "safetensors"
version = "0.7.0" version = "0.8.0"
source = { registry = "https://pypi.org/simple" } source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/29/9c/6e74567782559a63bd040a236edca26fd71bc7ba88de2ef35d75df3bca5e/safetensors-0.7.0.tar.gz", hash = "sha256:07663963b67e8bd9f0b8ad15bb9163606cd27cc5a1b96235a50d8369803b96b0", size = 200878, upload-time = "2025-11-19T15:18:43.199Z" } sdist = { url = "https://files.pythonhosted.org/packages/45/06/f955dbbb1859e3bd23c8ac6141af5106e7ad5fedec4a3a6e3d60f94b7001/safetensors-0.8.0.tar.gz", hash = "sha256:fabaf3e0f18a6618d9b36560682562157f77c2b71fcffc7b432be2baed9d753d", size = 325846, upload-time = "2026-06-09T07:52:25.563Z" }
wheels = [ wheels = [
{ url = "https://files.pythonhosted.org/packages/fa/47/aef6c06649039accf914afef490268e1067ed82be62bcfa5b7e886ad15e8/safetensors-0.7.0-cp38-abi3-macosx_10_12_x86_64.whl", hash = "sha256:c82f4d474cf725255d9e6acf17252991c3c8aac038d6ef363a4bf8be2f6db517", size = 467781, upload-time = "2025-11-19T15:18:35.84Z" }, { url = "https://files.pythonhosted.org/packages/39/a0/f718cda65b05407d228f97602cf60dca269c979867aa5beb25410de26cd3/safetensors-0.8.0-cp310-abi3-macosx_10_12_x86_64.whl", hash = "sha256:c554f85858e05226d3c2828e32395e677434685d6d94594a41643361c5e837f0", size = 473568, upload-time = "2026-06-09T07:52:18.829Z" },
{ url = "https://files.pythonhosted.org/packages/e8/00/374c0c068e30cd31f1e1b46b4b5738168ec79e7689ca82ee93ddfea05109/safetensors-0.7.0-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:94fd4858284736bb67a897a41608b5b0c2496c9bdb3bf2af1fa3409127f20d57", size = 447058, upload-time = "2025-11-19T15:18:34.416Z" }, { url = "https://files.pythonhosted.org/packages/f5/b1/fa7c600e7dceae12e9606c7578cbc9ff1e1ed55844883ee5c92205e86226/safetensors-0.8.0-cp310-abi3-macosx_11_0_arm64.whl", hash = "sha256:c80201d22cbf405b80647a60ada77bba06c8fba2da2743ba1e89cdcc39a81f25", size = 484562, upload-time = "2026-06-09T07:52:17.518Z" },
{ url = "https://files.pythonhosted.org/packages/f1/06/578ffed52c2296f93d7fd2d844cabfa92be51a587c38c8afbb8ae449ca89/safetensors-0.7.0-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e07d91d0c92a31200f25351f4acb2bc6aff7f48094e13ebb1d0fb995b54b6542", size = 491748, upload-time = "2025-11-19T15:18:09.79Z" }, { url = "https://files.pythonhosted.org/packages/09/7d/65a7de0af421317bb36a067241e4235fff194eed60b961ed6d3f59a3fc60/safetensors-0.8.0-cp310-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7a46e5ff292c356d6991e60942ba7f79817682d3a2cef0702136448cb9c4d235", size = 502844, upload-time = "2026-06-09T07:52:07.624Z" },
{ url = "https://files.pythonhosted.org/packages/ae/33/1debbbb70e4791dde185edb9413d1fe01619255abb64b300157d7f15dddd/safetensors-0.7.0-cp38-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:8469155f4cb518bafb4acf4865e8bb9d6804110d2d9bdcaa78564b9fd841e104", size = 503881, upload-time = "2025-11-19T15:18:16.145Z" }, { url = "https://files.pythonhosted.org/packages/91/4f/3175c9d75634e0e0dda0082794193521035edd7c70a6f212bf33ca06ddf4/safetensors-0.8.0-cp310-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:4124502b78f03534117c848f87a39b8f31e577b15eff423bf8bfb95f2a8c30d0", size = 511823, upload-time = "2026-06-09T07:52:09.565Z" },
{ url = "https://files.pythonhosted.org/packages/8e/1c/40c2ca924d60792c3be509833df711b553c60effbd91da6f5284a83f7122/safetensors-0.7.0-cp38-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:54bef08bf00a2bff599982f6b08e8770e09cc012d7bba00783fc7ea38f1fb37d", size = 623463, upload-time = "2025-11-19T15:18:21.11Z" }, { url = "https://files.pythonhosted.org/packages/20/87/846c289e7aa2299eff406335717cf43ce8777194ece8aad75772e0411615/safetensors-0.8.0-cp310-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:7bc0a787ba8a35be368ee3574edfa2b1ad389eebd0a72e482ae275490e3f6c98", size = 633461, upload-time = "2026-06-09T07:52:11.128Z" },
{ url = "https://files.pythonhosted.org/packages/9b/3a/13784a9364bd43b0d61eef4bea2845039bc2030458b16594a1bd787ae26e/safetensors-0.7.0-cp38-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:42cb091236206bb2016d245c377ed383aa7f78691748f3bb6ee1bfa51ae2ce6a", size = 532855, upload-time = "2025-11-19T15:18:25.719Z" }, { url = "https://files.pythonhosted.org/packages/76/22/8d64d9df2c45d5ded401df889d0ad90882804ca172d79ec4f0df8f727fe0/safetensors-0.8.0-cp310-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:040070828e36dc8e122178bbbd5830ff9e97920affb84cbe0f46442497bed358", size = 545148, upload-time = "2026-06-09T07:52:13.603Z" },
{ url = "https://files.pythonhosted.org/packages/a0/60/429e9b1cb3fc651937727befe258ea24122d9663e4d5709a48c9cbfceecb/safetensors-0.7.0-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dac7252938f0696ddea46f5e855dd3138444e82236e3be475f54929f0c510d48", size = 507152, upload-time = "2025-11-19T15:18:33.023Z" }, { url = "https://files.pythonhosted.org/packages/28/50/f203ff3a3ddfe19308efc83c5a3a29ed02bf786732ec35e68bf9162f3365/safetensors-0.8.0-cp310-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fd6f3f93c9a0a7cc2788ee63fb763353d4bd2e89b0751bc78fcf7dda00bea774", size = 516040, upload-time = "2026-06-09T07:52:16.29Z" },
{ url = "https://files.pythonhosted.org/packages/3c/a8/4b45e4e059270d17af60359713ffd83f97900d45a6afa73aaa0d737d48b6/safetensors-0.7.0-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:1d060c70284127fa805085d8f10fbd0962792aed71879d00864acda69dbab981", size = 541856, upload-time = "2025-11-19T15:18:31.075Z" }, { url = "https://files.pythonhosted.org/packages/46/fb/cdaed17ceb2948784fd9c36b6fd3e951b608547cea81a48e8ee6f8cfdfcb/safetensors-0.8.0-cp310-abi3-manylinux_2_31_riscv64.whl", hash = "sha256:fcdd41ec4628fee5799f807c73c353629130fbd942aa23d83c623dd6c9d52d78", size = 513832, upload-time = "2026-06-09T07:52:12.37Z" },
{ url = "https://files.pythonhosted.org/packages/06/87/d26d8407c44175d8ae164a95b5a62707fcc445f3c0c56108e37d98070a3d/safetensors-0.7.0-cp38-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:cdab83a366799fa730f90a4ebb563e494f28e9e92c4819e556152ad55e43591b", size = 674060, upload-time = "2025-11-19T15:18:37.211Z" }, { url = "https://files.pythonhosted.org/packages/0d/49/1e15de264dcc3b77943d2d0c56a95809956883b1c2d6d585c792523f180b/safetensors-0.8.0-cp310-abi3-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:8e9f537aa183a38ace122d27303dcd986b26bd2a7591f9181d7f0c396f4677ca", size = 559930, upload-time = "2026-06-09T07:52:14.743Z" },
{ url = "https://files.pythonhosted.org/packages/11/f5/57644a2ff08dc6325816ba7217e5095f17269dada2554b658442c66aed51/safetensors-0.7.0-cp38-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:672132907fcad9f2aedcb705b2d7b3b93354a2aec1b2f706c4db852abe338f85", size = 771715, upload-time = "2025-11-19T15:18:38.689Z" }, { url = "https://files.pythonhosted.org/packages/2a/43/bf38443278eab4b1be1fce2931e2b012ad9cb7df52ada751d0aab8f7659a/safetensors-0.8.0-cp310-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:87eec7ffed2b809f05a398a8becb7d013f19f7837cd15d9748580d6cf30dbaf4", size = 678670, upload-time = "2026-06-09T07:52:20.032Z" },
{ url = "https://files.pythonhosted.org/packages/86/31/17883e13a814bd278ae6e266b13282a01049b0c81341da7fd0e3e71a80a3/safetensors-0.7.0-cp38-abi3-musllinux_1_2_i686.whl", hash = "sha256:5d72abdb8a4d56d4020713724ba81dac065fedb7f3667151c4a637f1d3fb26c0", size = 714377, upload-time = "2025-11-19T15:18:40.162Z" }, { url = "https://files.pythonhosted.org/packages/72/e3/68cd3fa5b48488e84add63e04cb12f3bc28ae4638c06d4508c6e88823d0e/safetensors-0.8.0-cp310-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:4a95ae2b05d7726d751da4ebf626a2ca782b706e101bd894c95bc2450b1cffcc", size = 786679, upload-time = "2026-06-09T07:52:21.322Z" },
{ url = "https://files.pythonhosted.org/packages/4a/d8/0c8a7dc9b41dcac53c4cbf9df2b9c83e0e0097203de8b37a712b345c0be5/safetensors-0.7.0-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:b0f6d66c1c538d5a94a73aa9ddca8ccc4227e6c9ff555322ea40bdd142391dd4", size = 677368, upload-time = "2025-11-19T15:18:41.627Z" }, { url = "https://files.pythonhosted.org/packages/29/4b/1c19c509d56e01f4fbb3d0a2e597450f6cc04d1d56cf52defb0a62dfd715/safetensors-0.8.0-cp310-abi3-musllinux_1_2_i686.whl", hash = "sha256:3ae091f16662658bdc019a4ff6cb4c085bb7d725eb5978b183ffd265863b6d2d", size = 765683, upload-time = "2026-06-09T07:52:22.594Z" },
{ url = "https://files.pythonhosted.org/packages/05/e5/cb4b713c8a93469e3c5be7c3f8d77d307e65fe89673e731f5c2bfd0a9237/safetensors-0.7.0-cp38-abi3-win32.whl", hash = "sha256:c74af94bf3ac15ac4d0f2a7c7b4663a15f8c2ab15ed0fc7531ca61d0835eccba", size = 326423, upload-time = "2025-11-19T15:18:45.74Z" }, { url = "https://files.pythonhosted.org/packages/27/43/41c1621732edd934d868a00d1b891584c892a7b62a9aab82ea5a0a5623ee/safetensors-0.8.0-cp310-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:8e080062fcde23be189565e1c3305d16751a218ecf9412c8601e64204eb6f846", size = 722361, upload-time = "2026-06-09T07:52:23.924Z" },
{ url = "https://files.pythonhosted.org/packages/5d/e6/ec8471c8072382cb91233ba7267fd931219753bb43814cbc71757bfd4dab/safetensors-0.7.0-cp38-abi3-win_amd64.whl", hash = "sha256:d1239932053f56f3456f32eb9625590cc7582e905021f94636202a864d470755", size = 341380, upload-time = "2025-11-19T15:18:44.427Z" }, { url = "https://files.pythonhosted.org/packages/8e/3f/73ccf82579412b4a71c4ca673f10b5f1f888d7cf5af7fe24f27d30307be4/safetensors-0.8.0-cp310-abi3-win32.whl", hash = "sha256:2ddf52eac562eda224f99acfa7889d02968c1fd59a5b011ae7d8137c37e9c02d", size = 342401, upload-time = "2026-06-09T07:52:28.895Z" },
{ url = "https://files.pythonhosted.org/packages/1b/6d/3fba214c1e5e0f69991677ec3bc17023f0421776975e1de0c682dca475e2/safetensors-0.8.0-cp310-abi3-win_amd64.whl", hash = "sha256:096ec1a98435df7beb08853bb5aa9081a84f23d0adc67ed1a0a10550f608373f", size = 355540, upload-time = "2026-06-09T07:52:27.832Z" },
{ url = "https://files.pythonhosted.org/packages/8d/fc/7eedc3510d97878876e32774eebbeb61c43f148a96e915c84229a3e967aa/safetensors-0.8.0-cp310-abi3-win_arm64.whl", hash = "sha256:f7838e5135a406ad3e02efdcb8cf2e5397d368b0154537c4fec682dbc544d452", size = 340500, upload-time = "2026-06-09T07:52:26.745Z" },
] ]
[[package]] [[package]]
@ -4152,21 +4129,22 @@ wheels = [
[[package]] [[package]]
name = "sentence-transformers" name = "sentence-transformers"
version = "5.5.1" version = "6.1.0"
source = { registry = "https://pypi.org/simple" } source = { registry = "https://pypi.org/simple" }
dependencies = [ dependencies = [
{ name = "huggingface-hub" }, { name = "huggingface-hub" },
{ name = "numpy" }, { name = "numpy" },
{ name = "scikit-learn" }, { name = "scikit-learn" },
{ name = "scipy" }, { name = "scipy" },
{ name = "tokenizers" },
{ name = "torch" }, { name = "torch" },
{ name = "tqdm" }, { name = "tqdm" },
{ name = "transformers" }, { name = "transformers" },
{ name = "typing-extensions" }, { name = "typing-extensions" },
] ]
sdist = { url = "https://files.pythonhosted.org/packages/cf/d4/7ef93157485e978c016f49da05363c1e4e7237beb5343b64b5631101f0f1/sentence_transformers-5.5.1.tar.gz", hash = "sha256:02b7740dfc60bdbbcb6061625f5d97a5c1a4e2d3baac5f9391b912bb5eae2290", size = 445161, upload-time = "2026-05-20T07:37:44.465Z" } sdist = { url = "https://files.pythonhosted.org/packages/c4/a1/53ae87971817e2d8370f8e79b843a881be33ab339502d71c5f82ac31f7af/sentence_transformers-6.1.0.tar.gz", hash = "sha256:299025df51550dc1a38f05be27a9b0bf881c4e5e70542b3b7757d05e00aa3868", size = 576566, upload-time = "2026-09-18T10:44:24.279Z" }
wheels = [ wheels = [
{ url = "https://files.pythonhosted.org/packages/bf/03/ee99a6b030e7a2e056547729f8a4709dd93e13d9c6f07590f74c395c4017/sentence_transformers-5.5.1-py3-none-any.whl", hash = "sha256:4fe11d433badc5282d32f7fc08bc714216b7a5aca426f9df77a45a554756deb7", size = 588887, upload-time = "2026-05-20T07:37:43.004Z" }, { url = "https://files.pythonhosted.org/packages/b5/6e/9115e19589c83172bd37ec793cfef7f7c719464053fa6a8882700c1f4488/sentence_transformers-6.1.0-py3-none-any.whl", hash = "sha256:eb8122f4d180f552eda26dc3d77e84e8c11dc2b1d456a406b9f24abb70ceeadd", size = 740560, upload-time = "2026-09-18T10:44:22.841Z" },
] ]
[[package]] [[package]]
@ -4298,21 +4276,21 @@ notebook = [
[package.metadata] [package.metadata]
requires-dist = [ requires-dist = [
{ name = "beautifulsoup4", specifier = ">=4.13.4" }, { name = "beautifulsoup4", specifier = ">=4.13.4" },
{ name = "chromadb", specifier = "==1.5.1" }, { name = "chromadb", specifier = "==1.5.9" },
{ name = "huggingface-hub", specifier = "==0.34.4" }, { name = "huggingface-hub", specifier = ">=1.32.0,<2.0.0" },
{ name = "llama-index-core", specifier = "==0.14.14" }, { name = "llama-index-core", specifier = "==0.14.24" },
{ name = "llama-index-embeddings-huggingface", specifier = "==0.6.1" }, { name = "llama-index-embeddings-huggingface", specifier = "==0.8.0" },
{ name = "llama-index-llms-ollama", specifier = "==0.9.1" }, { name = "llama-index-llms-ollama", specifier = "==0.11.0" },
{ name = "llama-index-llms-openai", specifier = "==0.6.18" }, { name = "llama-index-llms-openai", specifier = "==0.8.1" },
{ name = "llama-index-readers-file", specifier = "==0.5.6" }, { name = "llama-index-readers-file", specifier = "==0.7.0" },
{ name = "llama-index-retrievers-bm25", specifier = "==0.6.5" }, { name = "llama-index-retrievers-bm25", specifier = "==0.8.0" },
{ name = "llama-index-vector-stores-chroma", specifier = "==0.5.5" }, { name = "llama-index-vector-stores-chroma", specifier = "==0.6.0" },
{ name = "nltk", specifier = ">=3.9.1" }, { name = "nltk", specifier = ">=3.9.1" },
{ name = "pypdf", specifier = ">=6.7.1" }, { name = "pypdf", specifier = ">=6.7.1" },
{ name = "pyyaml", specifier = ">=6.0" }, { name = "pyyaml", specifier = ">=6.0" },
{ name = "sentence-transformers", specifier = ">=5.1.0" }, { name = "sentence-transformers", specifier = ">=6.1.0,<7.0.0" },
{ name = "striprtf", specifier = ">=0.0.26" }, { name = "striprtf", specifier = ">=0.0.26" },
{ name = "transformers", specifier = "==4.55.0" }, { name = "transformers", specifier = ">=5.17.0,<6.0.0" },
] ]
[package.metadata.requires-dev] [package.metadata.requires-dev]
@ -4453,29 +4431,40 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/60/45/c7b5c3168458db837e8ceab06dc77824e18202679d0463f0e8f002143a97/tinycss2-1.5.1-py3-none-any.whl", hash = "sha256:3415ba0f5839c062696996998176c4a3751d18b7edaaeeb658c9ce21ec150661", size = 28404, upload-time = "2025-11-23T10:29:08.676Z" }, { url = "https://files.pythonhosted.org/packages/60/45/c7b5c3168458db837e8ceab06dc77824e18202679d0463f0e8f002143a97/tinycss2-1.5.1-py3-none-any.whl", hash = "sha256:3415ba0f5839c062696996998176c4a3751d18b7edaaeeb658c9ce21ec150661", size = 28404, upload-time = "2025-11-23T10:29:08.676Z" },
] ]
[[package]]
name = "tinytag"
version = "2.3.2"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/38/0f/fae085b7f19fe0c67b68e6d70098ac6cd046cc498f253f5ee56a3dd03bbc/tinytag-2.3.2.tar.gz", hash = "sha256:021d711cdbdbf840d3b67b976cb34dadc58d2fcfd490eb74ef9602b37b991414", size = 47353, upload-time = "2026-09-07T17:46:08.886Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/6b/54/d378858d14e5c5c7b921cb9ffccf27be3d34f3d6d010c57404ddd634685d/tinytag-2.3.2-py3-none-any.whl", hash = "sha256:ebaf957915266b9c20414a10f8c5170a345aa039a794650d39d66e7d6b96199f", size = 37171, upload-time = "2026-09-07T17:46:07.434Z" },
]
[[package]] [[package]]
name = "tokenizers" name = "tokenizers"
version = "0.21.4" version = "0.23.2"
source = { registry = "https://pypi.org/simple" } source = { registry = "https://pypi.org/simple" }
dependencies = [ dependencies = [
{ name = "huggingface-hub" }, { name = "huggingface-hub" },
] ]
sdist = { url = "https://files.pythonhosted.org/packages/c2/2f/402986d0823f8d7ca139d969af2917fefaa9b947d1fb32f6168c509f2492/tokenizers-0.21.4.tar.gz", hash = "sha256:fa23f85fbc9a02ec5c6978da172cdcbac23498c3ca9f3645c5c68740ac007880", size = 351253, upload-time = "2025-07-28T15:48:54.325Z" } sdist = { url = "https://files.pythonhosted.org/packages/18/1e/bc6587c5ab643b2e17776cace9070a2ae73549c86bffac9934a600bf3c31/tokenizers-0.23.2.tar.gz", hash = "sha256:7f0f085686b9de0d0079e6f874ae053600db64c5d13049e0bbc0119926d25aac", size = 385745, upload-time = "2026-09-03T08:55:42.89Z" }
wheels = [ wheels = [
{ url = "https://files.pythonhosted.org/packages/98/c6/fdb6f72bf6454f52eb4a2510be7fb0f614e541a2554d6210e370d85efff4/tokenizers-0.21.4-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:2ccc10a7c3bcefe0f242867dc914fc1226ee44321eb618cfe3019b5df3400133", size = 2863987, upload-time = "2025-07-28T15:48:44.877Z" }, { url = "https://files.pythonhosted.org/packages/4d/ed/8a443528baa6fac8dfe8c3b75b038c63ac92bb539bcabe311e227c718173/tokenizers-0.23.2-cp310-abi3-macosx_10_12_x86_64.whl", hash = "sha256:85a9a357a3764aecc904ee76bdaf8cf1ad8e5a67a1b929a487c4a39b49ed0e90", size = 3148852, upload-time = "2026-09-03T08:55:30.874Z" },
{ url = "https://files.pythonhosted.org/packages/8d/a6/28975479e35ddc751dc1ddc97b9b69bf7fcf074db31548aab37f8116674c/tokenizers-0.21.4-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:5e2f601a8e0cd5be5cc7506b20a79112370b9b3e9cb5f13f68ab11acd6ca7d60", size = 2732457, upload-time = "2025-07-28T15:48:43.265Z" }, { url = "https://files.pythonhosted.org/packages/67/49/22da045a91732384d3a3771816bf188dc5a1f702c32e635afa7c679c0bef/tokenizers-0.23.2-cp310-abi3-macosx_11_0_arm64.whl", hash = "sha256:986670e43691469dcee610ea0f846f91a8f84e91fc6f7a48d4c064414c0ec2bf", size = 3101593, upload-time = "2026-09-03T08:55:28.587Z" },
{ url = "https://files.pythonhosted.org/packages/aa/8f/24f39d7b5c726b7b0be95dca04f344df278a3fe3a4deb15a975d194cbb32/tokenizers-0.21.4-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:39b376f5a1aee67b4d29032ee85511bbd1b99007ec735f7f35c8a2eb104eade5", size = 3012624, upload-time = "2025-07-28T13:22:43.895Z" }, { url = "https://files.pythonhosted.org/packages/2e/4d/8f569ed49372a3ed8e57099bd515055fd48d7c95912c4307cda6973c2168/tokenizers-0.23.2-cp310-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a37039b5dfc4af84eb3ef0a92f4307e28936c8f9adccba2629d36f652e9bf7a2", size = 3516830, upload-time = "2026-09-03T08:55:14.741Z" },
{ url = "https://files.pythonhosted.org/packages/58/47/26358925717687a58cb74d7a508de96649544fad5778f0cd9827398dc499/tokenizers-0.21.4-cp39-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:2107ad649e2cda4488d41dfd031469e9da3fcbfd6183e74e4958fa729ffbf9c6", size = 2939681, upload-time = "2025-07-28T13:22:47.499Z" }, { url = "https://files.pythonhosted.org/packages/2a/de/e2f14c8919d5bf51874051d00d6c7b7e0e8bde6c6a2dbeddda7f642896ff/tokenizers-0.23.2-cp310-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:7b7e37ba198f24150f523e1242e83c4970de4a525480586be5dcc24d9add32c5", size = 3407975, upload-time = "2026-09-03T08:55:16.842Z" },
{ url = "https://files.pythonhosted.org/packages/99/6f/cc300fea5db2ab5ddc2c8aea5757a27b89c84469899710c3aeddc1d39801/tokenizers-0.21.4-cp39-abi3-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3c73012da95afafdf235ba80047699df4384fdc481527448a078ffd00e45a7d9", size = 3247445, upload-time = "2025-07-28T15:48:39.711Z" }, { url = "https://files.pythonhosted.org/packages/c5/bd/93c69152d02ef06ce47aed8b2bf4952dcf733c935a62791873932b2934d9/tokenizers-0.23.2-cp310-abi3-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:43e4f2071e3cc8d5d86421c874aebc82659bb51a68bcdef5a0da75ee89511ccb", size = 3748165, upload-time = "2026-09-03T08:55:24.769Z" },
{ url = "https://files.pythonhosted.org/packages/be/bf/98cb4b9c3c4afd8be89cfa6423704337dc20b73eb4180397a6e0d456c334/tokenizers-0.21.4-cp39-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f23186c40395fc390d27f519679a58023f368a0aad234af145e0f39ad1212732", size = 3428014, upload-time = "2025-07-28T13:22:49.569Z" }, { url = "https://files.pythonhosted.org/packages/2d/b7/56b84b80bc96942bba8eb23751a9e8a1fce4faaf4390425e7083f721c98c/tokenizers-0.23.2-cp310-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:325fee2e0418a9dc6c9ecf736a5f5f0db7875183ace9549ae339da76f7a1fbb7", size = 4024165, upload-time = "2026-09-03T08:55:18.806Z" },
{ url = "https://files.pythonhosted.org/packages/75/c7/96c1cc780e6ca7f01a57c13235dd05b7bc1c0f3588512ebe9d1331b5f5ae/tokenizers-0.21.4-cp39-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:cc88bb34e23a54cc42713d6d98af5f1bf79c07653d24fe984d2d695ba2c922a2", size = 3193197, upload-time = "2025-07-28T13:22:51.471Z" }, { url = "https://files.pythonhosted.org/packages/9b/8a/0175e216f005c2fe08238292663aa41e4c802b216e71047a69a0e9fc6fa3/tokenizers-0.23.2-cp310-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:950d7c9426fa72406a0ffeacdbc0bb9985f5db20eb8b263f29c79aaf83105703", size = 3591899, upload-time = "2026-09-03T08:55:22.752Z" },
{ url = "https://files.pythonhosted.org/packages/f2/90/273b6c7ec78af547694eddeea9e05de771278bd20476525ab930cecaf7d8/tokenizers-0.21.4-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:51b7eabb104f46c1c50b486520555715457ae833d5aee9ff6ae853d1130506ff", size = 3115426, upload-time = "2025-07-28T15:48:41.439Z" }, { url = "https://files.pythonhosted.org/packages/2c/ca/ca6b93c7820df123b2662a9469e8facc826ccc94e98fdd0d615f6431e73a/tokenizers-0.23.2-cp310-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:41c2f84d172449b4dadb9cdc508e3e364076613c35b16e76ecfe47a60d1e3305", size = 3386843, upload-time = "2026-09-03T08:55:26.584Z" },
{ url = "https://files.pythonhosted.org/packages/91/43/c640d5a07e95f1cf9d2c92501f20a25f179ac53a4f71e1489a3dcfcc67ee/tokenizers-0.21.4-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:714b05b2e1af1288bd1bc56ce496c4cebb64a20d158ee802887757791191e6e2", size = 9089127, upload-time = "2025-07-28T15:48:46.472Z" }, { url = "https://files.pythonhosted.org/packages/e9/a4/4f9106d317b14a80aefea9f0e3a8d07ef25f856a7607eb7f5ab894281fcb/tokenizers-0.23.2-cp310-abi3-manylinux_2_31_riscv64.whl", hash = "sha256:12f0835dc2ee694746a76adf7b1567d4346a4a502ebe93fb1f5f80ea49799b78", size = 3577314, upload-time = "2026-09-03T08:55:20.825Z" },
{ url = "https://files.pythonhosted.org/packages/44/a1/dd23edd6271d4dca788e5200a807b49ec3e6987815cd9d0a07ad9c96c7c2/tokenizers-0.21.4-cp39-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:1340ff877ceedfa937544b7d79f5b7becf33a4cfb58f89b3b49927004ef66f78", size = 9055243, upload-time = "2025-07-28T15:48:48.539Z" }, { url = "https://files.pythonhosted.org/packages/8d/6a/1552b70fb0d9ab074fd3fc961435d01364e79c9058481822c3af6e8d402c/tokenizers-0.23.2-cp310-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:eb2f9c8a24da020ea8c11a01a19c1c2547912d92121ae4a01cfbca46125dee40", size = 9967367, upload-time = "2026-09-03T08:55:33.188Z" },
{ url = "https://files.pythonhosted.org/packages/21/2b/b410d6e9021c4b7ddb57248304dc817c4d4970b73b6ee343674914701197/tokenizers-0.21.4-cp39-abi3-musllinux_1_2_i686.whl", hash = "sha256:3c1f4317576e465ac9ef0d165b247825a2a4078bcd01cba6b54b867bdf9fdd8b", size = 9298237, upload-time = "2025-07-28T15:48:50.443Z" }, { url = "https://files.pythonhosted.org/packages/06/01/3ccb3a956c7528b2507b8a9714155c4baf86af593039db6ea375dd0c96c3/tokenizers-0.23.2-cp310-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:f486f402f6f9abee5bb032553736813af0c710a86b2e0ca592634c55cea1f835", size = 9811886, upload-time = "2026-09-03T08:55:35.642Z" },
{ url = "https://files.pythonhosted.org/packages/b7/0a/42348c995c67e2e6e5c89ffb9cfd68507cbaeb84ff39c49ee6e0a6dd0fd2/tokenizers-0.21.4-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:c212aa4e45ec0bb5274b16b6f31dd3f1c41944025c2358faaa5782c754e84c24", size = 9461980, upload-time = "2025-07-28T15:48:52.325Z" }, { url = "https://files.pythonhosted.org/packages/fa/73/7038e612d48bda1599457f712f6bd3854eae1a9dc9c13aa47f835349db48/tokenizers-0.23.2-cp310-abi3-musllinux_1_2_i686.whl", hash = "sha256:bef235815a067b2648caf6dcc7a71091b0b0fff9ee8057f6451eb9335fae52ef", size = 10146224, upload-time = "2026-09-03T08:55:38.391Z" },
{ url = "https://files.pythonhosted.org/packages/3d/d3/dacccd834404cd71b5c334882f3ba40331ad2120e69ded32cf5fda9a7436/tokenizers-0.21.4-cp39-abi3-win32.whl", hash = "sha256:6c42a930bc5f4c47f4ea775c91de47d27910881902b0f20e4990ebe045a415d0", size = 2329871, upload-time = "2025-07-28T15:48:56.841Z" }, { url = "https://files.pythonhosted.org/packages/b5/d8/8e9e4e0b287a338d8f88976729628c9d22e8a54cfaf9777018a7f7cb58a0/tokenizers-0.23.2-cp310-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:5c56bda1511921587789163e524d196ed8284174ac23abd7685d5ea8da6c4718", size = 10256304, upload-time = "2026-09-03T08:55:40.977Z" },
{ url = "https://files.pythonhosted.org/packages/41/f2/fd673d979185f5dcbac4be7d09461cbb99751554ffb6718d0013af8604cb/tokenizers-0.21.4-cp39-abi3-win_amd64.whl", hash = "sha256:475d807a5c3eb72c59ad9b5fcdb254f6e17f53dfcbb9903233b0dfa9c943b597", size = 2507568, upload-time = "2025-07-28T15:48:55.456Z" }, { url = "https://files.pythonhosted.org/packages/f3/1f/c79a01f671a49728ebb0b61f7ff9ea45663b66cab40bc0858e9859b25c16/tokenizers-0.23.2-cp310-abi3-win32.whl", hash = "sha256:debf978920d93ba9c219bd67cc4bbfaf912c9039e41e7a28b91ec15e3728c95a", size = 2592809, upload-time = "2026-09-03T08:55:48.02Z" },
{ url = "https://files.pythonhosted.org/packages/db/f7/0a69ac6b82dbccf3f71add938a161c497952749294b8dd6dfe03a819dc40/tokenizers-0.23.2-cp310-abi3-win_amd64.whl", hash = "sha256:2e96f5699d5249c9c64aa8412e044f727aae3a4098cf830f9901ec1afc361cde", size = 2863236, upload-time = "2026-09-03T08:55:46.193Z" },
{ url = "https://files.pythonhosted.org/packages/d7/b0/dee84cb44175be1b4c35bd2f770727494e78f0bb38e571a623ade94dbebb/tokenizers-0.23.2-cp310-abi3-win_arm64.whl", hash = "sha256:e49c394456dd9985787fec76132438ba3fb8911f857b1bf3d40119f9292d41aa", size = 2729352, upload-time = "2026-09-03T08:55:44.345Z" },
] ]
[[package]] [[package]]
@ -4578,23 +4567,22 @@ wheels = [
[[package]] [[package]]
name = "transformers" name = "transformers"
version = "4.55.0" version = "5.17.0"
source = { registry = "https://pypi.org/simple" } source = { registry = "https://pypi.org/simple" }
dependencies = [ dependencies = [
{ name = "filelock" },
{ name = "huggingface-hub" }, { name = "huggingface-hub" },
{ name = "numpy" }, { name = "numpy" },
{ name = "packaging" }, { name = "packaging" },
{ name = "pyyaml" }, { name = "pyyaml" },
{ name = "regex" }, { name = "regex" },
{ name = "requests" },
{ name = "safetensors" }, { name = "safetensors" },
{ name = "tokenizers" }, { name = "tokenizers" },
{ name = "tqdm" }, { name = "tqdm" },
{ name = "typer" },
] ]
sdist = { url = "https://files.pythonhosted.org/packages/27/5d/f7dc746eef83336a6b34197311fe0c1da0d1192f637c726c6a5cf0d83502/transformers-4.55.0.tar.gz", hash = "sha256:15aa138a05d07a15b30d191ea2c45e23061ebf9fcc928a1318e03fe2234f3ae1", size = 9569089, upload-time = "2025-08-05T16:13:48.997Z" } sdist = { url = "https://files.pythonhosted.org/packages/0e/9e/750649904a065007a838981785b2bd8d9ff26154c6c341ac67d0b7f82c68/transformers-5.17.0.tar.gz", hash = "sha256:a153be279169b55b92d8000bf4af294aed684503d091cca7804da2dd8a9de000", size = 9817878, upload-time = "2026-09-09T15:39:56.886Z" }
wheels = [ wheels = [
{ url = "https://files.pythonhosted.org/packages/1c/93/bcb22fb52ed65084c0199270832aa4cdd4b41296d896f3e7ade188bccb68/transformers-4.55.0-py3-none-any.whl", hash = "sha256:29d9b8800e32a4a831bb16efb5f762f6a9742fef9fce5d693ed018d19b106490", size = 11267905, upload-time = "2025-08-05T16:13:34.814Z" }, { url = "https://files.pythonhosted.org/packages/e8/d0/c502b60d684adbd98a8dc7d5bb866842772b816ac4354e4608be240041ae/transformers-5.17.0-py3-none-any.whl", hash = "sha256:78ec1ce21579b38dfb83950a0658cd119f87212a2fcfdff478096ce9d6c03801", size = 12295140, upload-time = "2026-09-09T15:39:53.746Z" },
] ]
[[package]] [[package]]