From 375de867553e4d781ae91e1627134390c7b5b757 Mon Sep 17 00:00:00 2001 From: ErikO <49541561+EJOOSTEROP@users.noreply.github.com> Date: Thu, 31 Aug 2023 21:55:02 +0200 Subject: [PATCH] Use Jinja for output files (#3) * Add jinja to Poetry environment. * Working base version of HTML Jinja template. * Template fromatting. Save to file. * Use Jinja for logging output. Prepare for other (Markdown) output file. * Remove use of mdutils package (replaced by Jinja). * .html output file is OK. * Ad markdown template (output file). * Version bump * Remove mdutils from pyproject.toml and poetry.lock. * version (patch) bump --- poetry.lock | 88 +++++++++++++++++--- pyproject.toml | 4 +- quke/conf/embedding/huggingface.yaml | 4 +- quke/llm_chat.py | 99 ++++++++++++----------- quke/quke.py | 2 +- quke/templates/chat_session.html.jinja | 31 +++++++ quke/templates/chat_session.logging.jinja | 8 ++ quke/templates/chat_session.md.jinja | 22 +++++ tests/test_001.py | 5 +- 9 files changed, 197 insertions(+), 66 deletions(-) create mode 100644 quke/templates/chat_session.html.jinja create mode 100644 quke/templates/chat_session.logging.jinja create mode 100644 quke/templates/chat_session.md.jinja diff --git a/poetry.lock b/poetry.lock index fff4018..a1ce859 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1258,6 +1258,23 @@ files = [ {file = "iniconfig-2.0.0.tar.gz", 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a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "quke" -version = "0.2.1" +version = "0.3.1" description = "Compare the answering capabilities of different LLMs - for example LlaMa, ChatGPT, Cohere, Falcon - against user provided document(s) and questions." authors = ["Erik Oosterop"] maintainers = ["Erik Oosterop"] @@ -33,8 +33,8 @@ huggingface-hub = "^0.16.4" openai = "^0.27.8" cohere = "^4.17.0" replicate = "^0.9.0" -mdutils = "^1.6.0" rich = "^13.5.2" +jinja2 = "^3.1.2" [tool.poetry.group.dev.dependencies] pytest-cov = "^4.1.0" diff --git a/quke/conf/embedding/huggingface.yaml b/quke/conf/embedding/huggingface.yaml index c9054e7..7526e7a 100644 --- a/quke/conf/embedding/huggingface.yaml +++ b/quke/conf/embedding/huggingface.yaml @@ -4,11 +4,11 @@ vectordb: vectorstore_location: vector_store/chromadb_hf_del # Possible values for vectorstore_write_mode: overwrite, no_overwrite, append - # This works at the vectorstore_location level. + # This works at the vectorstore_location level. # -If the folder exists and 'no_overwrite' is specified: document will not be embedded # -If the folder exists and 'overwrite' is specified, all contents of the vectordb folder will be deleted and a new vectordb will be created. # -If set to 'append' the new embeddings will be appended to any existing vectordb. If a source document is specified twice it will be embedded twice. - vectorstore_write_mode: overwrite + vectorstore_write_mode: no_overwrite embedding: module_name: langchain.embeddings diff --git a/quke/llm_chat.py b/quke/llm_chat.py index 97dd269..6b76449 100644 --- a/quke/llm_chat.py +++ b/quke/llm_chat.py @@ -4,11 +4,11 @@ from collections import defaultdict from datetime import datetime from pathlib import Path +from typing import Literal +from jinja2 import Environment, PackageLoader, select_autoescape from langchain.chains import ConversationalRetrievalChain from langchain.memory import ConversationBufferMemory -from mdutils.fileutils import MarkDownFile # type: ignore -from mdutils.mdutils import MdUtils # type: ignore from . import ClassImportDefinition @@ -71,71 +71,72 @@ def chat( # NOTE: trial API keys may have very restrictive rules. It is plausible that you run into # constraints after the 2nd question. - for question in prompt_parameters: - result = qa({"question": question}) - chat_output(result) - chat_output_to_file(result, output_file) + results = [qa({"question": question}) for question in prompt_parameters] + chat_output_to_html( + results, output_file + ) # TODO: infer output from output file name in cfg? + chat_output_to_html(results, output_file, output_extension=".md") + chat_output_to_html(results, output_file, output_extension="logging") logging.info("=======================") return qa -def chat_output(result: dict) -> None: - """Logs a chat question and anwer. +def chat_output_to_html( + results: list[dict], + output_file: dict, + output_extension: Literal[".html", ".md", "logging"] = ".html", +) -> None: + """Write summary of chat experiment into HTML file. Args: - result: dict with the answer from the LLM. Expects 'question', 'answer' and 'source' keys, - 'page' key optionally. + results: list of dicts with the answer from the LLM. Expects 'question', 'answer' + and 'source' keys; 'page' key optionally. + output_file: path and other information regarding the output file. + output_extension: .html or .md. Alteratively logging for python logging. """ - logging.info("=======================") - logging.info(f"Q: {result['question']}") - logging.info(f"A: {result['answer']}") - - src_docs = [doc.metadata for doc in result["source_documents"]] - src_docs_pages_used = dict_crosstab(src_docs, "source", "page") - for key, value in src_docs_pages_used.items(): - logging.info(f"Source document: {key}, Pages used: {value}") + env = Environment(loader=PackageLoader("quke"), autoescape=select_autoescape()) + + if output_extension.lower() == ".html": + template_name = "chat_session.html.jinja" + elif output_extension.lower() == ".md": + template_name = "chat_session.md.jinja" + elif output_extension.lower() == "logging": + template_name = "chat_session.logging.jinja" + else: + template_name = "chat_session.html.jinja" + template = env.get_template(template_name) + func_dict = {"dict_crosstab": _dict_crosstab_for_jinja} + template.globals.update(func_dict) -# TODO: Either I do not understand mdutils or it is an unfriendly package when trying to append. -def chat_output_to_file(result: dict, output_file: dict) -> None: - """Populates a record of the chat with the LLM into a markdown file. + output = template.render( + chat_time=datetime.now().astimezone().strftime("%a %d-%b-%Y %H:%M %Z"), + llm_results=results, + config=output_file["conf_yaml"], + ) - Args: - result: dict with the answer from the LLM. Expects 'question', 'answer' and 'source' keys, - 'page' key optionally. - output_file: File name to which the record is saved. - """ - first_write = not Path(output_file["path"]).is_file() - - md_file = MdUtils(file_name="tmp.md") - - if first_write: - md_file.new_header(1, "LLM Chat Session with quke") - md_file.write( - datetime.now().astimezone().strftime("%a %d-%b-%Y %H:%M %Z"), align="center" - ) - md_file.new_paragraph("") - md_file.new_header(2, "Experiment settings", header_id="settings") - md_file.insert_code(output_file["conf_yaml"], language="yaml") - md_file.new_header(2, "Chat", header_id="chat") + if output_extension.lower() == "logging": + logging.info(output) else: - existing_text = MarkDownFile().read_file(file_name=output_file["path"]) - md_file.new_paragraph(existing_text) + file_path = Path(output_file["path"]).with_suffix(output_extension) + with file_path.open("w") as fp: + fp.write(output) - md_file.new_paragraph(f"Q: {result['question']}") - md_file.new_paragraph(f"A: {result['answer']}") - src_docs = [doc.metadata for doc in result["source_documents"]] - src_docs_pages_used = dict_crosstab(src_docs, "source", "page") - for key, value in src_docs_pages_used.items(): - md_file.new_paragraph(f"Source document: {key}, Pages used: {value}") +def _dict_crosstab_for_jinja(sources: list) -> dict: + """Wrapper around dict_crostab for use from within Jinja. - new = MarkDownFile(name=output_file["path"]) + Args: + sources (list): _description_ - new.append_end((md_file.get_md_text()).strip()) + Returns: + dict: _description_ + """ + src_docs = [doc.metadata for doc in sources] + return dict_crosstab(src_docs, "source", "page") def dict_crosstab(source: list, key: str, listed: str, missing: str = "NA") -> dict: diff --git a/quke/quke.py b/quke/quke.py index fed88dc..a47b82a 100644 --- a/quke/quke.py +++ b/quke/quke.py @@ -166,7 +166,7 @@ def quke(cfg: DictConfig) -> None: with console.status("Embedding...", spinner="aesthetic"): # python -m rich.spinner to see options embed.embed(**embed_parameters) - logging.info("\n" + OmegaConf.to_yaml(cfg)) + # Used to log config here: logging.info("\n" + OmegaConf.to_yaml(cfg)) if not config_parser.embed_only: with console.status("Chatting...", spinner="aesthetic"): diff --git a/quke/templates/chat_session.html.jinja b/quke/templates/chat_session.html.jinja new file mode 100644 index 0000000..892f750 --- /dev/null +++ b/quke/templates/chat_session.html.jinja @@ -0,0 +1,31 @@ + + + + + LLM Chat Session with quke + + + +

LLM Chat Session with quke

+
{{ chat_time }}
+

Experiment Settings

+
+        {{ config }}
+    
+

Chat

+ {% for result in llm_results %} +
Q: {{ result.question }}
+
A: {{ result.answer }}
+
+
Source:
+
+ {% for key, value in dict_crosstab(result.source_documents).items() %} + {{ key }}, pages: {{ value }} + {% endfor %} +
+

+ {% endfor %} + + +{# 1) timestamp 2) conf summary 3) chat: [question, answer, source (optional)] #} + \ No newline at end of file diff --git a/quke/templates/chat_session.logging.jinja b/quke/templates/chat_session.logging.jinja new file mode 100644 index 0000000..c27083e --- /dev/null +++ b/quke/templates/chat_session.logging.jinja @@ -0,0 +1,8 @@ +======================= +{{ config }} +{% for result in llm_results %} +Q: {{ result.question }} +A: {{ result.answer }} +Source: {% for key, value in dict_crosstab(result.source_documents).items() %} + document: {{ key }}, page: {{ value }} {% endfor %} +{% endfor %}======================= \ No newline at end of file diff --git a/quke/templates/chat_session.md.jinja b/quke/templates/chat_session.md.jinja new file mode 100644 index 0000000..99f095b --- /dev/null +++ b/quke/templates/chat_session.md.jinja @@ -0,0 +1,22 @@ +# LLM Chat Session with quke +
{{ chat_time }}
+ +## Experiment settings + +```yaml +{{ config }} +``` + +## Chat + +{% for result in llm_results %} +Q: {{ result.question }} + +A: {{ result.answer }} + +Source: {% for key, value in dict_crosstab(result.source_documents).items() %} +{{ key }}, pages: {{ value }} +{% endfor %} +------- + +{% endfor %} \ No newline at end of file diff --git a/tests/test_001.py b/tests/test_001.py index e6184df..172b246 100644 --- a/tests/test_001.py +++ b/tests/test_001.py @@ -108,7 +108,10 @@ def test_chat(GetConfigLLMOnly: DictConfig): chat_result = chat(**ConfigParser(GetConfigLLMOnly).get_chat_params()) assert isinstance(chat_result, ConversationalRetrievalChain) - assert Path(ConfigParser(GetConfigLLMOnly).output_file).is_file() + assert ( + Path(ConfigParser(GetConfigLLMOnly).output_file).with_suffix(".html").is_file() + or Path(ConfigParser(GetConfigLLMOnly).output_file).with_suffix(".md").is_file() + ) def test_crosstab_dict(GetCrossTabDicts: list):