Feature/dataset generator (#1340)

* base * i am a banana * fix example * generate_dataset_from_docs * wip * wip * wip * wip * a draft code for a RAG dataset generation * generate_dataset_from_docs * generate_dataset_from_docs * generate_dataset_from_docs * readable version * wip * wip * wip * generate_dataset_from_docs * prompts * generate_dataset_from_docs * generate_dataset_from_docs * fixes * fixes * generate_dataset_from_docs * chunks count * async * generate_dataset_from_docs * generate_dataset_from_docs * generate_dataset_from_docs * generate_dataset_from_docs * generate_dataset_from_docs * WIP * fix * rename * fix import * move system prompts into user * generate_dataset_from_docs * generate_dataset_from_docs * generate_dataset_from_docs * generate_dataset_from_docs * prompt function signature * function signature validation * requirements * requirements * requirements * requirements * requirements * requirements * lil cleanup * mypy * move, add splitter * fix example and deps * rename * lint * lint * audit * type aliases and audit * type aliases and sudit and llm util refactor and stuff * fix import * pip audit * pip audit * reg * pip audit * remove --------- Co-authored-by: Svetlana Popova <[email protected]> Co-authored-by: Emeli Dral <[email protected]>
evidentlyai · Oct 16, 2024 · 8a05265 · 8a05265
1 parent adc7c51
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diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
@@ -115,9 +115,12 @@ jobs:
       - name: Install minimal dependencies
         run: pip install -r requirements.min.txt
       - name: Install package
-        run: pip install -e .[dev,spark,fsspec]
+        run: pip install -e .[dev,spark,fsspec,llm]
       - name: Run pip-audit
-        run: pip-audit --ignore-vuln PYSEC-2024-48 --ignore-vuln GHSA-jw8x-6495-233v --ignore-vuln GHSA-4hq2-rpgc-r8r7
+        run: |
+          pip-audit \
+          --ignore-vuln GHSA-jw8x-6495-233v \
+          --ignore-vuln PYSEC-2024-38
       - name: Run Tests
         run: python -m pytest --durations=50
   test:
@@ -155,7 +158,7 @@ jobs:
         uses: ./.github/share-actions/get-bikes-dataset-cached
 
       - name: Install package
-        run: pip install -e .[dev,spark,fsspec]
+        run: pip install -e .[dev,spark,fsspec,llm]
       - name: Run Tests
         run: python -m pytest --durations=50
 
@@ -173,7 +176,7 @@ jobs:
           cache: "pip"
           cache-dependency-path: setup.py
       - name: Install dependencies
-        run: pip install -e ".[dev]"
+        run: pip install -e .
       - name: Install wheel
         run: pip install wheel
       - name: Build package

diff --git a/examples/data_generators.py b/examples/data_generators.py
@@ -0,0 +1,66 @@
+from evidently.experimental.dataset_generators.llm.questions import QADatasetFromSeedGenerator, QADatasetGenerator
+from evidently.experimental.dataset_generators.llm.index import DataCollectionProvider
+from evidently.options.base import Options
+
+
+def generate_from_file():
+    file_path = "../cloud_quickstart_tracing.pdf"
+    data = DataCollectionProvider.from_files(file_path, chunk_size=50, chunk_overlap=20, splitter="simple")
+
+    generator = QADatasetGenerator(
+        data_collection=data,
+        provider="openai",
+        model="gpt-4o-mini",
+        num_questions=5,
+        options=Options.from_any_options(None)
+    )
+    generated = generator.generate()
+    for _, a in generated.iterrows():
+        print("Q", a["questions"])
+        if "answers" in a:
+            print("A", a["answers"])
+        if "context" in a:
+            print("C", a["context"])
+        print()
+
+
+def main():
+    data = DataCollectionProvider.from_chunks(chunks=["I am a banana", "My spoon is too big"])
+    generator = QADatasetGenerator(
+        data_collection=data,
+        provider="openai",
+        model="gpt-4o-mini",
+        num_questions=5,
+        options=Options.from_any_options(None)
+    )
+
+    generated = generator.generate()
+    for _, a in generated.iterrows():
+        print("Q", a["questions"])
+        if "answers" in a:
+            print("A", a["answers"])
+        if "context" in a:
+            print("C", a["context"])
+        print()
+
+    generator = QADatasetFromSeedGenerator(
+        seed_question="What is 'kek'?",
+        num_questions=5,
+        provider="openai",
+        model="gpt-4o-mini",
+        options=Options.from_any_options(None)
+    )
+
+    generated = generator.generate()
+    for _, a in generated.iterrows():
+        print("Q", a["questions"])
+        if "answers" in a:
+            print("A", a["answers"])
+        if "context" in a:
+            print("C", a["context"])
+        print()
+
+
+if __name__ == '__main__':
+    main()
+    # generate_from_file()
diff --git a/requirements.min.txt b/requirements.min.txt
@@ -31,3 +31,4 @@ openai==1.16.2
 evaluate==0.4.1
 transformers[torch]==4.39.3
 sentence-transformers==2.7.0
+chromadb==0.4.0
diff --git a/setup.cfg b/setup.cfg
@@ -106,6 +106,15 @@ ignore_missing_imports = True
 [mypy-litellm.*]
 ignore_missing_imports = True
 
+[mypy-chromadb.*]
+ignore_missing_imports = True
+
+[mypy-llama_index.*]
+ignore_missing_imports = True
+
+[mypy-pypdf.*]
+ignore_missing_imports = True
+
 [tool:pytest]
 testpaths=tests
 python_classes=*Test

diff --git a/setup.py b/setup.py
@@ -92,7 +92,7 @@
             "types-python-dateutil==2.8.19",
             "types-ujson>=5.4.0",
             "pillow==10.3.0",
-            "httpx==0.24.1",
+            "httpx==0.27.0",
             "ruff==0.3.7",
             "pre-commit==3.5.0",
             "pytest-asyncio==0.23.7",
@@ -102,6 +102,7 @@
             "evaluate>=0.4.1",
             "transformers[torch]>=4.39.3",
             "sentence-transformers>=2.7.0",
+            "chromadb>=0.4.0",
         ],
         "spark": ["pyspark>=3.4.0"],
         "fsspec": [

diff --git a/src/evidently/experimental/dataset_generators/__init__.py b/src/evidently/experimental/dataset_generators/__init__.py
@@ -0,0 +1,3 @@
+from . import _registry
+
+__all__ = ["_registry"]
diff --git a/src/evidently/experimental/dataset_generators/_registry.py b/src/evidently/experimental/dataset_generators/_registry.py
@@ -0,0 +1,67 @@
+from evidently.experimental.dataset_generators.base import BaseDatasetGenerator
+from evidently.experimental.dataset_generators.llm.index import DataCollectionProvider
+from evidently.experimental.dataset_generators.llm.splitter import Splitter
+from evidently.pydantic_utils import register_type_alias
+from evidently.utils.llm.prompts import PromptTemplate
+
+register_type_alias(
+    BaseDatasetGenerator,
+    "evidently.experimental.dataset_generators.llm.questions.QADatasetFromSeedGenerator",
+    "evidently:dataset_generator:QADatasetFromSeedGenerator",
+)
+register_type_alias(
+    BaseDatasetGenerator,
+    "evidently.experimental.dataset_generators.llm.questions.QADatasetGenerator",
+    "evidently:dataset_generator:QADatasetGenerator",
+)
+register_type_alias(
+    DataCollectionProvider,
+    "evidently.experimental.dataset_generators.llm.index.ChunksDataCollectionProvider",
+    "evidently:data_collecton_provider:ChunksDataCollectionProvider",
+)
+register_type_alias(
+    DataCollectionProvider,
+    "evidently.experimental.dataset_generators.llm.index.FileDataCollectionProvider",
+    "evidently:data_collecton_provider:FileDataCollectionProvider",
+)
+
+register_type_alias(
+    PromptTemplate,
+    "evidently.experimental.dataset_generators.llm.prompts.BaselineAnswerPromptTemplate",
+    "evidently:prompt_template:BaselineAnswerPromptTemplate",
+)
+register_type_alias(
+    PromptTemplate,
+    "evidently.experimental.dataset_generators.llm.prompts.NaiveQuestionsFromContextPromptTemplate",
+    "evidently:prompt_template:NaiveQuestionsFromContextPromptTemplate",
+)
+register_type_alias(
+    PromptTemplate,
+    "evidently.experimental.dataset_generators.llm.prompts.QuestionsFromContextPromptTemplate",
+    "evidently:prompt_template:QuestionsFromContextPromptTemplate",
+)
+register_type_alias(
+    PromptTemplate,
+    "evidently.experimental.dataset_generators.llm.prompts.QuestionsFromSeedPromptTemplate",
+    "evidently:prompt_template:QuestionsFromSeedPromptTemplate",
+)
+register_type_alias(
+    PromptTemplate,
+    "evidently.experimental.dataset_generators.llm.prompts.ReformulateQuestionPromptTemplate",
+    "evidently:prompt_template:ReformulateQuestionPromptTemplate",
+)
+register_type_alias(
+    PromptTemplate,
+    "evidently.experimental.dataset_generators.llm.prompts.SimpleQuestionPromptTemplate",
+    "evidently:prompt_template:SimpleQuestionPromptTemplate",
+)
+register_type_alias(
+    Splitter,
+    "evidently.experimental.dataset_generators.llm.splitter.LlamaIndexSplitter",
+    "evidently:splitter:LlamaIndexSplitter",
+)
+register_type_alias(
+    Splitter,
+    "evidently.experimental.dataset_generators.llm.splitter.SimpleSplitter",
+    "evidently:splitter:SimpleSplitter",
+)
diff --git a/src/evidently/experimental/dataset_generators/base.py b/src/evidently/experimental/dataset_generators/base.py
@@ -0,0 +1,21 @@
+from abc import ABC
+from abc import abstractmethod
+
+import pandas as pd
+from typing_extensions import TypeAlias
+
+from evidently.options.base import Options
+from evidently.pydantic_utils import EvidentlyBaseModel
+
+DatasetGeneratorResult: TypeAlias = pd.DataFrame
+
+
+class BaseDatasetGenerator(EvidentlyBaseModel, ABC):
+    class Config:
+        is_base_type = True
+
+    options: Options
+
+    @abstractmethod
+    def generate(self) -> DatasetGeneratorResult:
+        raise NotImplementedError
diff --git a/src/evidently/experimental/dataset_generators/llm/__init__.py b/src/evidently/experimental/dataset_generators/llm/__init__.py
diff --git a/src/evidently/experimental/dataset_generators/llm/base.py b/src/evidently/experimental/dataset_generators/llm/base.py
@@ -0,0 +1,22 @@
+from typing import Optional
+
+from evidently._pydantic_compat import PrivateAttr
+from evidently.experimental.dataset_generators.base import BaseDatasetGenerator
+from evidently.options.base import Options
+from evidently.utils.llm.wrapper import LLMWrapper
+from evidently.utils.llm.wrapper import get_llm_wrapper
+
+
+class BaseLLMDatasetGenerator(BaseDatasetGenerator):
+    provider: str
+    model: str
+    _llm_wrapper: Optional[LLMWrapper] = PrivateAttr(None)
+
+    def get_llm_wrapper(self, options: Options) -> LLMWrapper:
+        if self._llm_wrapper is None:
+            self._llm_wrapper = get_llm_wrapper(self.provider, self.model, options)
+        return self._llm_wrapper
+
+    @property
+    def wrapper(self):
+        return self.get_llm_wrapper(self.options)
Original file line number	Diff line number	Diff line change
		@@ -0,0 +1,3 @@
		from . import _registry

		__all__ = ["_registry"]