Open
Conversation
added 4 commits
August 21, 2025 18:22
…pabilites on top of SMLP -- such as ability to accept text as a command and execute it, and also an MCP style invocation of SMLP by an MCP client. These changes are well documented in an updated SMLP manual. Here are more details: • Changes related to moving to tensorflow 2.19.0 and keras 3.8.0, Keras API changed significantly since version keras=3.0.0. Modules affected: train_keras.py, smlp_models.py, and smlp_terms.py. • Added initial LLM capabilities: training from scratch, finetuning, and RAG. NLP and text analysis capabilities (text classification, regression, and root cause analysis using subgroup discovery were introduced in previous pool request). Modules: smlp_llm.py, smlp_finetune.py, smlp_rag.py, smlp_generate.py. Also affected: smlp_config.py • Added initial agentic capabilities: An SMLP Agent capable to receive command as text and launch SMLP, an SMLP bot and a flow where SMLP Agent interact with another agent. These capabilities are experimental and work in progress. Modules introduced: smlp_agent.py, api_smlp_agent.py, smlp_mcp.py, smlp_chatbot.py. • Added initial MCP capabilities to SMLP: created modules smlp_mcp_client.py and smlp_mcp_server.py. The latter is supposed to execute SMLP invocation request sent to it using MCP clients – and smlp_mcp_client.py is such a client that sends request to SMLP_MCP_server.py (currently client-server communication is only supported with local IO – class StdioTransport). • Other modules affected: smlp_config.py, smlp_flows.py, smlp_logs.py, and smlp_plots.py (change here was required for MCP support). • Regression scripts smlp_regr.py and smp_regr.csv have been updated too: new modes supported, and new tests added. Virtual env library versions: Package Version --------------------------- ----------- absl-py 2.1.0 accelerate 1.6.0 aiohappyeyeballs 2.4.6 aiohttp 3.11.13 aiosignal 1.3.2 altair 5.5.0 annotated-types 0.7.0 anyio 4.8.0 asttokens 3.0.0 astunparse 1.6.3 attrs 25.1.0 Authlib 1.6.1 blinker 1.9.0 blis 1.2.0 blobfile 3.0.0 cachetools 6.1.0 catalogue 2.0.10 category_encoders 2.7.0 certifi 2025.1.31 cffi 1.17.1 charset-normalizer 3.4.1 click 8.1.8 cloudpathlib 0.21.0 cloudpickle 3.1.1 comm 0.2.2 confection 0.1.5 contourpy 1.3.1 cryptography 45.0.6 cycler 0.12.1 cyclopts 3.22.5 cymem 2.0.11 Cython 3.0.12 dash 2.18.2 dash-core-components 2.0.0 dash-html-components 2.0.0 dash-table 5.0.0 dataclasses-json 0.6.7 datasets 3.5.1 debugpy 1.8.12 decorator 5.1.1 deprecation 2.1.0 dill 0.3.8 distro 1.9.0 diversipy 0.9 dnspython 2.7.0 docstring_parser 0.17.0 docutils 0.22 doepy 0.0.1 eland 9.0.1 elastic-transport 8.17.1 elasticsearch 8.13.0 email_validator 2.2.0 en_core_web_lg 3.8.0 en_core_web_sm 3.8.0 exceptiongroup 1.3.0 executing 2.2.0 faiss-cpu 1.10.0 fastapi 0.115.13 fastjsonschema 2.21.1 fastmcp 2.11.3 fasttext 0.9.3 filelock 3.18.0 Flask 3.0.3 flatbuffers 25.2.10 fonttools 4.56.0 frozenlist 1.5.0 fsspec 2025.3.0 gast 0.6.0 gensim 4.3.3 gitdb 4.0.12 GitPython 3.1.44 google-pasta 0.2.0 greenlet 3.1.1 grpcio 1.70.0 h11 0.14.0 h5py 3.13.0 httpcore 1.0.7 httpx 0.28.1 httpx-sse 0.4.0 huggingface-hub 0.30.2 idna 3.10 imbalanced-learn 0.13.0 importlib_metadata 8.6.1 intel_extension_for_pytorch 2.7.0 ipykernel 6.29.5 ipython 8.32.0 ipywidgets 8.1.5 isodate 0.7.2 itsdangerous 2.2.0 jedi 0.19.2 jenkspy 0.4.1 Jinja2 3.1.5 jiter 0.9.0 joblib 1.3.2 jsonpatch 1.33 jsonpointer 3.0.0 jsonschema 4.23.0 jsonschema-path 0.3.4 jsonschema-specifications 2024.10.1 jupyter_client 8.6.3 jupyter_core 5.7.2 jupyterlab_widgets 3.0.13 kaleido 0.2.1 keras 3.8.0 keras-tuner 1.4.7 kiwisolver 1.4.8 kt-legacy 1.0.5 langchain 0.3.27 langchain-community 0.3.18 langchain-core 0.3.72 langchain-ollama 0.2.3 langchain-text-splitters 0.3.9 langcodes 3.5.0 langgraph 0.5.4 langgraph-checkpoint 2.1.1 langgraph-prebuilt 0.5.2 langgraph-sdk 0.1.74 langsmith 0.3.45 language_data 1.3.0 lazy-object-proxy 1.11.0 libclang 18.1.1 lightgbm 4.6.0 llvmlite 0.44.0 lxml 5.4.0 marisa-trie 1.2.1 Markdown 3.7 markdown-it-py 3.0.0 MarkupSafe 3.0.2 marshmallow 3.26.1 matplotlib 3.7.5 matplotlib-inline 0.1.7 mcp 1.12.4 mdurl 0.1.2 meson 1.7.0 ml_dtypes 0.5.1 mljar-scikit-plot 0.3.12 more-itertools 10.7.0 mpmath 1.3.0 mrmr-selection 0.2.8 multidict 6.1.0 multiprocess 0.70.16 murmurhash 1.0.12 mypy-extensions 1.0.0 namex 0.0.8 narwhals 1.44.0 nbformat 5.10.4 nest-asyncio 1.6.0 networkx 3.4.2 nltk 3.9.1 numba 0.61.0 numpy 1.26.4 nvidia-cublas-cu12 12.6.4.1 nvidia-cuda-cupti-cu12 12.6.80 nvidia-cuda-nvrtc-cu12 12.6.77 nvidia-cuda-runtime-cu12 12.6.77 nvidia-cudnn-cu12 9.5.1.17 nvidia-cufft-cu12 11.3.0.4 nvidia-cufile-cu12 1.11.1.6 nvidia-curand-cu12 10.3.7.77 nvidia-cusolver-cu12 11.7.1.2 nvidia-cusparse-cu12 12.5.4.2 nvidia-cusparselt-cu12 0.6.3 nvidia-nccl-cu12 2.26.2 nvidia-nvjitlink-cu12 12.6.85 nvidia-nvtx-cu12 12.6.77 ollama 0.4.7 openai 1.78.0 openapi-core 0.19.5 openapi-pydantic 0.5.1 openapi-schema-validator 0.6.3 openapi-spec-validator 0.7.2 opt_einsum 3.4.0 optree 0.14.0 orjson 3.10.15 ormsgpack 1.10.0 outcome 1.3.0.post0 packaging 24.2 pandas 2.2.3 parse 1.20.2 parso 0.8.4 pathable 0.4.4 patsy 1.0.1 peft 0.15.2 pexpect 4.9.0 pillow 11.1.0 pip 25.2 platformdirs 4.3.6 plotly 5.24.1 plotly-resampler 0.10.0 pmdarima 2.0.4 polars 1.22.0 preshed 3.0.9 prompt_toolkit 3.0.50 propcache 0.3.0 protobuf 5.29.3 psutil 7.0.0 ptyprocess 0.7.0 pure_eval 0.2.3 pyarrow 20.0.0 pybind11 2.13.6 pycaret 3.4.0 pycparser 2.22 pycryptodomex 3.22.0 pydantic 2.11.7 pydantic_core 2.33.2 pydantic-settings 2.8.1 pydeck 0.9.1 pyDOE 0.3.8 Pygments 2.19.1 PyMuPDF 1.25.3 pymupdf4llm 0.0.17 pyod 2.0.3 pyparsing 3.2.1 pyperclip 1.9.0 pysubgroup 0.8.0 python-dateutil 2.9.0.post0 python-dotenv 1.1.1 python-multipart 0.0.20 pytz 2025.1 PyYAML 6.0.2 pyzmq 26.2.1 referencing 0.36.2 regex 2024.11.6 requests 2.32.3 requests-toolbelt 1.0.0 retrying 1.3.4 rfc3339-validator 0.1.4 rich 13.9.4 rich-rst 1.3.1 rpds-py 0.22.3 safetensors 0.5.3 schemdraw 0.15 scikit-base 0.7.8 scikit-learn 1.4.2 scikit-plot 0.3.7 scipy 1.11.4 seaborn 0.13.2 sentence-transformers 4.1.0 setuptools 80.9.0 shellingham 1.5.4 six 1.17.0 sklearn-compat 0.1.3 sktime 0.36.0 smart-open 7.1.0 smmap 5.0.2 sniffio 1.3.1 sortedcontainers 2.4.0 spacy 3.8.4 spacy-legacy 3.0.12 spacy-loggers 1.0.5 spacy-lookups-data 1.0.5 SQLAlchemy 2.0.38 srsly 2.5.1 sse-starlette 3.0.2 stack-data 0.6.3 starlette 0.46.2 statsmodels 0.14.4 streamlit 1.46.0 sympy 1.14.0 tbats 1.1.3 tenacity 9.0.0 tensorboard 2.19.0 tensorboard-data-server 0.7.2 tensorflow 2.19.0 termcolor 2.5.0 tf_keras 2.19.0 thinc 8.3.4 threadpoolctl 3.5.0 tiktoken 0.9.0 tokenizers 0.21.1 toml 0.10.2 torch 2.7.0 tornado 6.4.2 tqdm 4.67.1 traitlets 5.14.3 transformers 4.52.4 trio 0.24.0 triton 3.3.0 trl 0.17.0 tsdownsample 0.1.4.1 typer 0.15.2 typing_extensions 4.12.2 typing-inspect 0.9.0 typing-inspection 0.4.1 tzdata 2025.1 urllib3 2.3.0 uvicorn 0.34.3 wasabi 1.1.3 watchdog 6.0.0 wcwidth 0.2.13 weasel 0.4.1 Werkzeug 3.0.6 wheel 0.45.1 widgetsnbextension 4.0.13 wrapt 1.17.2 wurlitzer 3.1.1 xxhash 3.5.0 yarl 1.18.3 yellowbrick 1.5 zipp 3.21.0 zstandard 0.23.0
fbrausse
reviewed
Aug 25, 2025
Collaborator
There was a problem hiding this comment.
All in all, seems good. Additional comments: There are plenty of new tests comparing the keras version to 3.0.0 using <=, i.e., with 3.0.0 included. This looks strange to me: why would old API be present in v3.0.0 and below, but not in 3.0.1 or later?
fbrausse
reviewed
Aug 26, 2025
added 6 commits
January 7, 2026 18:27
…s-Jusge method. LLM-as-Jusge is applied to results of LLM scratch training, finetuning and RAG flows
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
2 participants
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
This pull request is for branch nlp_text.reabsed, it replaces earlier pull request 15 opened on branch nlp_text, called NLP capabillities.