From 3db5216860a1f06d7a99bc1807876f6f7be882a4 Mon Sep 17 00:00:00 2001 From: Jennifer Mickel Date: Fri, 3 Apr 2026 17:20:51 -0400 Subject: [PATCH 1/5] added pydantic documentation --- config/_default/menus/main.en.yaml | 5 + .../evaluations/deepeval_evaluations.md | 4 + .../evaluations/pydantic_evaluations.md | 136 ++++++++++++++++++ .../guide/evaluation_developer_guide.md | 3 +- .../pydantic-experiment-result.png | Bin 0 -> 169726 bytes 5 files changed, 147 insertions(+), 1 deletion(-) create mode 100644 content/en/llm_observability/evaluations/pydantic_evaluations.md create mode 100644 static/images/llm_observability/pydantic-experiment-result.png diff --git a/config/_default/menus/main.en.yaml b/config/_default/menus/main.en.yaml index 05d75fb4375..358094235c5 100644 --- a/config/_default/menus/main.en.yaml +++ b/config/_default/menus/main.en.yaml @@ -5277,6 +5277,11 @@ menu: parent: llm_obs_external_evaluations identifier: llm_obs_deepeval_evaluations weight: 40301 + - name: Pydantic Evaluations + url: llm_observability/evaluations/pydantic_evaluations + parent: llm_obs_external_evaluations + identifier: llm_obs_pydantic_evaluations + weight: 40302 - name: Annotation Queues url: llm_observability/evaluations/annotation_queues parent: llm_obs_evaluations diff --git a/content/en/llm_observability/evaluations/deepeval_evaluations.md b/content/en/llm_observability/evaluations/deepeval_evaluations.md index 62358d3577a..af2bc25a7cc 100644 --- a/content/en/llm_observability/evaluations/deepeval_evaluations.md +++ b/content/en/llm_observability/evaluations/deepeval_evaluations.md @@ -1,6 +1,10 @@ --- title: DeepEval Evaluations description: Use DeepEval evaluations with LLM Observability Experiments. +further_reading: +- link: "/llm_observability/evaluations/external_evaluations" + tag: "Documentation" + text: "Submit Evaluations" --- ## Overview diff --git a/content/en/llm_observability/evaluations/pydantic_evaluations.md b/content/en/llm_observability/evaluations/pydantic_evaluations.md new file mode 100644 index 00000000000..b79a87e7fe1 --- /dev/null +++ b/content/en/llm_observability/evaluations/pydantic_evaluations.md @@ -0,0 +1,136 @@ +--- +title: Pydantic Evaluations +description: Use Pydantic evaluations with LLM Observability Experiments. +further_reading: +- link: "/llm_observability/evaluations/external_evaluations" + tag: "Documentation" + text: "Submit Evaluations" +--- + +## Overview + +Pydantic is an open source framework that provides ready-to-use evaluations and allows for customizable LLM evaluations. For more information, see [Pydantic's documentation][3]. + +You can use LLM Observability to run Pydantic evaluations and scalar Pydantic report evaluations in [Experiments][1]. Pydantic evaluation results appear as evaluator results tied to each instance in an [LLM Observability dataset][5]. Pydantic report evaluations appear as a scalar result tied to an LLM Observability dataset. + +## Setup + +1. Set up an [LLM Observability Experiment][2] and an [LLM Observability Dataset][4]. +2. Provide a Pydantic evaluator to the `evaluators` parameter in an LLMObs `Experiment` as demonstrated in the following code sample. (Optional) Provide a Pydantic report evaluator to the `summary_evaluators` parameter in an LLMObs `Experiment`. **Note**: Only Pydantic report evaluators that return a `ScalarResult` are supported. + a. For a working example, see [Datadog's Pydantic demo in GitHub][6]. + +```python + +from pydantic_evals.evaluators import ( + EqualsExpected, + EvaluationReason, + Evaluator, + EvaluatorContext, + EvaluatorOutput, + ReportEvaluator, + ReportEvaluatorContext, +) +from pydantic_evals.reporting.analyses import ScalarResult + +from ddtrace.llmobs import LLMObs + + +LLMObs.enable( + api_key="", # defaults to DD_API_KEY environment variable + app_key="", # defaults to DD_APP_KEY environment variable + site="datadoghq.com", # defaults to DD_SITE environment variable + project_name="" # defaults to DD_LLMOBS_PROJECT_NAME environment variable, or "default-project" if the environment variable is not set +) + + +# this can be any Pydantic evaluator +@dataclass +class ComprehensiveCheck(Evaluator): + def evaluate(self, ctx: EvaluatorContext) -> EvaluatorOutput: + format_valid = self._check_format(ctx.output) + + to_return = { + 'valid_format': EvaluationReason( + value=format_valid, + reason='Valid JSON format' if format_valid else 'Invalid JSON format', + ), + 'quality_score': self._score_quality(ctx.output), + 'category': self._classify(ctx.output), + } + return to_return + + def _check_format(self, output: str) -> bool: + return output.startswith('{') and output.endswith('}') + + def _score_quality(self, output: str) -> float: + return len(output) / 100.0 + + def _classify(self, output: str) -> str: + return 'short' if len(output) < 50 else 'long' + +# This can be any Pydantic ReportEvaluator that returns ScalarResult +class TotalCasesEvaluator(ReportEvaluator): + def evaluate(self, ctx: ReportEvaluatorContext) -> ScalarResult: + return ScalarResult( + title='Total', + value=len(ctx.report.cases), + unit='cases', + ) + +dataset = LLMObs.create_dataset( + dataset_name="capitals-of-the-world", + project_name="capitals-project", # optional, defaults to project_name used in LLMObs.enable + description="Questions about world capitals", + records=[ + { + "input_data": { + "question": "What is the capital of China?" + }, # required, JSON or string + "expected_output": "Beijing", # optional, JSON or string + "metadata": {"difficulty": "easy"}, # optional, JSON + }, + { + "input_data": { + "question": "Which city serves as the capital of South Africa?" + }, + "expected_output": "Pretoria", + "metadata": {"difficulty": "medium"}, + }, + ], +) + +def task(input_data: Dict[str, Any], config: Optional[Dict[str, Any]] = None, metadata: Optional[Dict[str, Any]] = None) -> str: + question = input_data['question'] + # Your LLM or processing logic here + return "Beijing" if "China" in question else "Unknown" + +experiment = LLMObs.experiment( + name="", + task=my_task, + dataset=dataset, + evaluators=[EqualsExpected(), ComprehensiveCheck()], + summary_evaluators=[TotalCasesEvaluator()], + description="", +) + + +results = experiment.run(jobs=4, raise_errors=True) + +print(f"View experiment: {experiment.url}") +``` + +### Usage +After you run an experiment with a Pydantic evaluation, you can view the Pydantic evaluation results per instance in the corresponding experiment run in Datadog. In the experiment below, two Pydantic evaluations (a custom Pydantic evaluator with the name "ComprehensiveCheck" and a built-in evaluator with the name "EqualsExpected") and one Pydantic report evaluator (a custom Pydantic report evaluator with the name "TotalCasesEvaluator") were run: + +{{< img src="llm_observability/pydantic-experiment-result.png" alt="An LLM Observability experiment with a Pydantic evaluator." style="width:100%;" >}} + +## Further reading + +{{< partial name="whats-next/whats-next.html" >}} + +[1]: /llm_observability/experiments +[2]: /llm_observability/experiments/setup#create-an-experiment +[3]: https://ai.pydantic.dev/evals/ +[4]: /llm_observability/experiments/setup#create-a-dataset +[5]: /llm_observability/experiments/datasets +[6]: https://github.com/DataDog/llm-observability/blob/main/experiments/eval-integrations/2-pydantic-demo.py \ No newline at end of file diff --git a/content/en/llm_observability/guide/evaluation_developer_guide.md b/content/en/llm_observability/guide/evaluation_developer_guide.md index 7bbeec6bb60..431fece786c 100644 --- a/content/en/llm_observability/guide/evaluation_developer_guide.md +++ b/content/en/llm_observability/guide/evaluation_developer_guide.md @@ -49,7 +49,7 @@ The typical flow: ## Building evaluators -There are two ways to define an evaluator using LLM Observability: class-based and function-based. In addition to these evaluators, LLM Observability has integrations with open source evaluation frameworks, such as [DeepEval][6], that can be used in LLM Observability Experiments. +There are two ways to define an evaluator using LLM Observability: class-based and function-based. In addition to these evaluators, LLM Observability has integrations with open source evaluation frameworks, such as [DeepEval][6] and [Pydantic][], that can be used in LLM Observability Experiments. | | Class-based | Function-based | |---|---|---| @@ -702,3 +702,4 @@ When submitting evaluations for [OpenTelemetry-instrumented spans][3], include t [5]: /llm_observability/evaluations/custom_llm_as_a_judge_evaluations [6]: /llm_observability/evaluations/deepeval_evaluations/ [7]: /llm_observability/evaluations/custom_llm_as_a_judge_evaluations#configure-the-prompt +[8]: /llm_observability/evaluations/pydantic_evaluations \ No newline at end of file diff --git a/static/images/llm_observability/pydantic-experiment-result.png b/static/images/llm_observability/pydantic-experiment-result.png new file mode 100644 index 0000000000000000000000000000000000000000..acd2e9786bdeb3425b00e1c889862488106be83c GIT binary patch literal 169726 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z)h|pz_6{M<3}R-OM~lEWUzO$oh`^G}K2UXUgw_=_7HS($Tpg=u%ip82GMgm<)$-FO m?5E~soFTtW@sM`)nEsij5%0)dcJ4F4pO%{by;2psr~e1J40X2v literal 0 HcmV?d00001 From 66629433413804dedc794c1f1cdb3da4c24dc3ee Mon Sep 17 00:00:00 2001 From: cecilia saixue wat-kim Date: Mon, 6 Apr 2026 12:08:56 -0700 Subject: [PATCH 2/5] Update pydantic_evaluations.md --- .../llm_observability/evaluations/pydantic_evaluations.md | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/content/en/llm_observability/evaluations/pydantic_evaluations.md b/content/en/llm_observability/evaluations/pydantic_evaluations.md index b79a87e7fe1..7660158fc42 100644 --- a/content/en/llm_observability/evaluations/pydantic_evaluations.md +++ b/content/en/llm_observability/evaluations/pydantic_evaluations.md @@ -17,7 +17,6 @@ You can use LLM Observability to run Pydantic evaluations and scalar Pydantic re 1. Set up an [LLM Observability Experiment][2] and an [LLM Observability Dataset][4]. 2. Provide a Pydantic evaluator to the `evaluators` parameter in an LLMObs `Experiment` as demonstrated in the following code sample. (Optional) Provide a Pydantic report evaluator to the `summary_evaluators` parameter in an LLMObs `Experiment`. **Note**: Only Pydantic report evaluators that return a `ScalarResult` are supported. - a. For a working example, see [Datadog's Pydantic demo in GitHub][6]. ```python @@ -119,8 +118,10 @@ results = experiment.run(jobs=4, raise_errors=True) print(f"View experiment: {experiment.url}") ``` +For a working example, see [Datadog's Pydantic demo in GitHub][6]. + ### Usage -After you run an experiment with a Pydantic evaluation, you can view the Pydantic evaluation results per instance in the corresponding experiment run in Datadog. In the experiment below, two Pydantic evaluations (a custom Pydantic evaluator with the name "ComprehensiveCheck" and a built-in evaluator with the name "EqualsExpected") and one Pydantic report evaluator (a custom Pydantic report evaluator with the name "TotalCasesEvaluator") were run: +After you run an experiment with a Pydantic evaluation, you can view the Pydantic evaluation results per instance in the corresponding experiment run in Datadog. In the following experiment, two Pydantic evaluations (a custom Pydantic evaluator with the name "ComprehensiveCheck" and a built-in evaluator with the name "EqualsExpected") and one Pydantic report evaluator (a custom Pydantic report evaluator with the name "TotalCasesEvaluator") were run: {{< img src="llm_observability/pydantic-experiment-result.png" alt="An LLM Observability experiment with a Pydantic evaluator." style="width:100%;" >}} @@ -133,4 +134,4 @@ After you run an experiment with a Pydantic evaluation, you can view the Pydanti [3]: https://ai.pydantic.dev/evals/ [4]: /llm_observability/experiments/setup#create-a-dataset [5]: /llm_observability/experiments/datasets -[6]: https://github.com/DataDog/llm-observability/blob/main/experiments/eval-integrations/2-pydantic-demo.py \ No newline at end of file +[6]: https://github.com/DataDog/llm-observability/blob/main/experiments/eval-integrations/2-pydantic-demo.py From 5d40a42df463389c292d65fbfd253851eb17439c Mon Sep 17 00:00:00 2001 From: Jennifer Mickel Date: Tue, 7 Apr 2026 09:08:10 -0400 Subject: [PATCH 3/5] added LLMJudge as example --- .../evaluations/pydantic_evaluations.md | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/content/en/llm_observability/evaluations/pydantic_evaluations.md b/content/en/llm_observability/evaluations/pydantic_evaluations.md index b79a87e7fe1..1fbdba4f7c6 100644 --- a/content/en/llm_observability/evaluations/pydantic_evaluations.md +++ b/content/en/llm_observability/evaluations/pydantic_evaluations.md @@ -27,6 +27,7 @@ from pydantic_evals.evaluators import ( Evaluator, EvaluatorContext, EvaluatorOutput, + LLMJudge, ReportEvaluator, ReportEvaluatorContext, ) @@ -104,11 +105,18 @@ def task(input_data: Dict[str, Any], config: Optional[Dict[str, Any]] = None, me # Your LLM or processing logic here return "Beijing" if "China" in question else "Unknown" + +llm_judge = LLMJudge( + rubric='Response provides the same answer as expected, possibly with explanation', + include_input=True, + include_expected_output=True, +) + experiment = LLMObs.experiment( name="", task=my_task, dataset=dataset, - evaluators=[EqualsExpected(), ComprehensiveCheck()], + evaluators=[EqualsExpected(), ComprehensiveCheck(), llm_judge], summary_evaluators=[TotalCasesEvaluator()], description="", ) From d8e25cd11774f90d2cd631aa65a344fba4b54483 Mon Sep 17 00:00:00 2001 From: Jennifer Mickel Date: Tue, 7 Apr 2026 09:13:25 -0400 Subject: [PATCH 4/5] rephrased to make more clear --- .../en/llm_observability/evaluations/pydantic_evaluations.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/llm_observability/evaluations/pydantic_evaluations.md b/content/en/llm_observability/evaluations/pydantic_evaluations.md index 11799b651a2..ba68b19dd50 100644 --- a/content/en/llm_observability/evaluations/pydantic_evaluations.md +++ b/content/en/llm_observability/evaluations/pydantic_evaluations.md @@ -11,7 +11,7 @@ further_reading: Pydantic is an open source framework that provides ready-to-use evaluations and allows for customizable LLM evaluations. For more information, see [Pydantic's documentation][3]. -You can use LLM Observability to run Pydantic evaluations and scalar Pydantic report evaluations in [Experiments][1]. Pydantic evaluation results appear as evaluator results tied to each instance in an [LLM Observability dataset][5]. Pydantic report evaluations appear as a scalar result tied to an LLM Observability dataset. +You can use LLM Observability to run Pydantic evaluations and scalar Pydantic report evaluations in [Experiments][1]. Pydantic evaluation results appear as evaluator results tied to each instance in an [LLM Observability dataset][5]. Pydantic report evaluations run on an entire LLM Observability dataset and report one scalar result for the entire dataset. ## Setup From 5fca4330719a829dcbdc0e8b1e28fdab95422dc9 Mon Sep 17 00:00:00 2001 From: Jennifer Mickel Date: Tue, 7 Apr 2026 09:14:23 -0400 Subject: [PATCH 5/5] improved wording --- .../en/llm_observability/evaluations/pydantic_evaluations.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/llm_observability/evaluations/pydantic_evaluations.md b/content/en/llm_observability/evaluations/pydantic_evaluations.md index ba68b19dd50..e39352dad42 100644 --- a/content/en/llm_observability/evaluations/pydantic_evaluations.md +++ b/content/en/llm_observability/evaluations/pydantic_evaluations.md @@ -11,7 +11,7 @@ further_reading: Pydantic is an open source framework that provides ready-to-use evaluations and allows for customizable LLM evaluations. For more information, see [Pydantic's documentation][3]. -You can use LLM Observability to run Pydantic evaluations and scalar Pydantic report evaluations in [Experiments][1]. Pydantic evaluation results appear as evaluator results tied to each instance in an [LLM Observability dataset][5]. Pydantic report evaluations run on an entire LLM Observability dataset and report one scalar result for the entire dataset. +You can use LLM Observability to run Pydantic evaluations and scalar Pydantic report evaluations in [Experiments][1]. Pydantic evaluation results appear as evaluator results tied to each instance in an [LLM Observability dataset][5]. Pydantic report evaluations run on an entire LLM Observability dataset and report one scalar result for the dataset. ## Setup