diff --git a/.env.example b/.env.example index 1a6534eb..93c6616f 100644 --- a/.env.example +++ b/.env.example @@ -10,3 +10,6 @@ # Dev Server # INNGEST_BASE_URL=http://localhost:8288 + +# Testing models +# GEMINI_API_KEY=00000000000000000000000000000000000000000000000000 diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index fddfafba..b7343c51 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -37,10 +37,12 @@ Run things individually: make format-check make lint make type-check +make type-check-pyright make utest # Changes code make format +make lint-fix # Unit tests make utest diff --git a/Makefile b/Makefile index 0a1d1952..bd0a4c13 100644 --- a/Makefile +++ b/Makefile @@ -11,7 +11,7 @@ itest: @cd pkg/inngest && make itest @cd pkg/inngest_encryption && make itest -pre-commit: format-check lint type-check utest +pre-commit: format-check lint type-check type-check-pyright utest lint: @cd examples && make lint @@ -20,6 +20,13 @@ lint: @cd pkg/test_core && make lint @cd tests && make lint +lint-fix: + @cd examples && make lint-fix + @cd pkg/inngest && make lint-fix + @cd pkg/inngest_encryption && make lint-fix + @cd pkg/test_core && make lint-fix + @cd tests && make lint-fix + type-check: @cd examples && make type-check @cd pkg/inngest && make type-check diff --git a/examples/Makefile b/examples/Makefile index ef53f2fd..f2edcb92 100644 --- a/examples/Makefile +++ b/examples/Makefile @@ -4,6 +4,10 @@ export MYPYPATH=../pkg/inngest:../pkg/inngest_encryption:../pkg/test_core lint: @uv run ruff check . +.PHONY: lint-fix +lint-fix: + @uv run ruff check . --fix + .PHONY: type-check type-check: @uv run mypy --config-file=../mypy.ini ./connect diff --git a/pkg/inngest/Makefile b/pkg/inngest/Makefile index 0022287b..d58a716a 100644 --- a/pkg/inngest/Makefile +++ b/pkg/inngest/Makefile @@ -11,6 +11,10 @@ itest: lint: @uv run ruff check . +.PHONY: lint-fix +lint-fix: + @uv run ruff check . --fix + .PHONY: proto proto: @uv run protoc --proto_path=./inngest/experimental/connect/ --python_out=./inngest/experimental/connect/ ./inngest/experimental/connect/connect.proto --pyi_out=./inngest/experimental/connect/ diff --git a/pkg/inngest/inngest/experimental/ai/__init__.py b/pkg/inngest/inngest/experimental/ai/__init__.py index ccf1dc32..9bbe8899 100644 --- a/pkg/inngest/inngest/experimental/ai/__init__.py +++ b/pkg/inngest/inngest/experimental/ai/__init__.py @@ -6,7 +6,14 @@ code. """ -from . import anthropic, openai +from . import anthropic, deepseek, gemini, grok, openai from .base import BaseAdapter -__all__ = ["BaseAdapter", "anthropic", "openai"] +__all__ = [ + "BaseAdapter", + "anthropic", + "deepseek", + "gemini", + "grok", + "openai", +] diff --git a/pkg/inngest/inngest/experimental/ai/gemini.py b/pkg/inngest/inngest/experimental/ai/gemini.py index 8fc8813d..a9399197 100644 --- a/pkg/inngest/inngest/experimental/ai/gemini.py +++ b/pkg/inngest/inngest/experimental/ai/gemini.py @@ -1,72 +1,289 @@ from __future__ import annotations +import logging +from typing import Any, Optional + from .base import BaseAdapter +# Set up logging +logger = logging.getLogger(__name__) -class Adapter(BaseAdapter): + +class ThinkingConfig: """ - Gemini adapter + Configuration for the 'thinking' feature in Gemini models. + + This allows the model to output its reasoning process (thoughts) before + providing the final answer. """ def __init__( self, *, - auth_key: str, - base_url: str | None = None, - headers: dict[str, str] | None = None, - model: str, + thinking_budget: Optional[int] = None, + include_thoughts: Optional[bool] = None, ) -> None: """ Args: - ---- - auth_key: Gemini API key. - base_url: Gemini API URL. - headers: Additional headers to send with the request. - model: Gemini model to use. + thinking_budget: The token budget allocated for thinking. + include_thoughts: Whether to include the thinking process in the output. """ + self.thinking_budget = thinking_budget + self.include_thoughts = include_thoughts + + def to_dict(self) -> dict[str, Any]: + """Convert to dictionary for API request.""" + result: dict[str, Any] = {} + if self.thinking_budget is not None: + result["thinkingBudget"] = self.thinking_budget + if self.include_thoughts is not None: + result["includeThoughts"] = self.include_thoughts + return result + + +class GenerationConfig: + r""" + Configuration options for model generation and outputs. + + Use this class to control how Gemini generates responses, from basic parameters + like temperature and token limits to advanced features like thinking, structured output, + and multimodal responses. + + **Example Basic Usage:** + ```python + config = GenerationConfig( + temperature=0.7, + max_output_tokens=1000, + stop_sequences=["\n\n"] + ) + ``` + + **Example Structured JSON Output:** + ```python + config = GenerationConfig( + response_mime_type="application/json", + response_schema={ + "type": "object", + "properties": { + "name": {"type": "string"}, + "age": {"type": "number"} + } + } + ) + ``` + **Example Thinking Mode:** + ```python + config = GenerationConfig( + thinking_config=ThinkingConfig( + thinking_budget=2048, # Higher budget for complex tasks + include_thoughts=True # Get reasoning insights + ) + ) + ``` + """ + + def __init__( + self, + *, + temperature: Optional[float] = None, + top_p: Optional[float] = None, + top_k: Optional[int] = None, + max_output_tokens: Optional[int] = None, + stop_sequences: Optional[list[str]] = None, + presence_penalty: Optional[float] = None, + frequency_penalty: Optional[float] = None, + response_mime_type: Optional[str] = None, + response_schema: Optional[dict[str, Any]] = None, + response_json_schema: Optional[Any] = None, + response_modalities: Optional[list[str]] = None, + candidate_count: Optional[int] = None, + seed: Optional[int] = None, + logprobs: Optional[int] = None, + enable_enhanced_civic_answers: Optional[bool] = None, + speech_config: Optional[dict[str, Any]] = None, + thinking_config: Optional[ThinkingConfig] = None, + media_resolution: Optional[str] = None, + ) -> None: + """Initializes the GenerationConfig.""" + self.temperature = temperature + self.top_p = top_p + self.top_k = top_k + self.max_output_tokens = max_output_tokens + self.stop_sequences = stop_sequences + self.presence_penalty = presence_penalty + self.frequency_penalty = frequency_penalty + self.response_mime_type = response_mime_type + self.response_schema = response_schema + self.response_json_schema = response_json_schema + self.response_modalities = response_modalities + self.candidate_count = candidate_count + self.seed = seed + self.logprobs = logprobs + self.enable_enhanced_civic_answers = enable_enhanced_civic_answers + self.speech_config = speech_config + self.thinking_config = thinking_config + self.media_resolution = media_resolution + + def to_dict(self) -> dict[str, Any]: + """Convert to dictionary for API request.""" + result: dict[str, Any] = {} + if self.temperature is not None: + result["temperature"] = self.temperature + if self.top_p is not None: + result["topP"] = self.top_p + if self.top_k is not None: + result["topK"] = self.top_k + if self.max_output_tokens is not None: + result["maxOutputTokens"] = self.max_output_tokens + if self.stop_sequences is not None: + result["stopSequences"] = self.stop_sequences + if self.presence_penalty is not None: + result["presencePenalty"] = self.presence_penalty + if self.frequency_penalty is not None: + result["frequencyPenalty"] = self.frequency_penalty + if self.response_mime_type is not None: + result["responseMimeType"] = self.response_mime_type + if self.response_schema is not None: + result["responseSchema"] = self.response_schema + if self.response_json_schema is not None: + result["response_json_schema"] = self.response_json_schema + if self.response_modalities is not None: + result["responseModalities"] = self.response_modalities + if self.candidate_count is not None: + result["candidateCount"] = self.candidate_count + if self.seed is not None: + result["seed"] = self.seed + if self.logprobs is not None: + result["logprobs"] = self.logprobs + if self.enable_enhanced_civic_answers is not None: + result["enableEnhancedCivicAnswers"] = ( + self.enable_enhanced_civic_answers + ) + if self.speech_config is not None: + result["speechConfig"] = self.speech_config + if self.thinking_config is not None: + result["thinkingConfig"] = self.thinking_config.to_dict() + if self.media_resolution is not None: + result["mediaResolution"] = self.media_resolution + return result + + +class Adapter(BaseAdapter): + """An adapter for the Gemini API.""" + + def __init__( + self, + *, + auth_key: str, + model: str, + base_url: Optional[str] = None, + headers: Optional[dict[str, str]] = None, + generation_config: Optional[GenerationConfig] = None, + tools: Optional[list[dict[str, Any]]] = None, + tool_config: Optional[dict[str, Any]] = None, + safety_settings: Optional[list[dict[str, Any]]] = None, + system_instruction: Optional[dict[str, Any]] = None, + cached_content: Optional[str] = None, + ) -> None: + """Initializes the Adapter.""" self._auth_key = auth_key - self._headers = headers or {} self._model = model - self._url = ( - base_url or "https://generativelanguage.googleapis.com/v1beta/" + self._base_url = ( + base_url or "https://generativelanguage.googleapis.com/v1beta" + ) + self._headers = headers or {} + self._generation_config = generation_config + self._tools = tools + self._tool_config = tool_config + self._safety_settings = safety_settings + self._system_instruction = system_instruction + self._cached_content = cached_content + + # Debug logging + masked_key = ( + f"{auth_key[:10]}...{auth_key[-4:]}" + if len(auth_key) > 14 + else "EMPTY_OR_SHORT_KEY" ) + logger.info(f"Gemini adapter initialized with model: {model}") + logger.info(f"Gemini API key (masked): {masked_key}") + logger.info(f"Gemini base URL: {self._base_url}") + + @property + def provider(self) -> str: + """Returns the provider name.""" + return "gemini" def auth_key(self) -> str: """ Return the authentication key for the adapter. """ - return self._auth_key def format(self) -> str: """ Return the format for the adapter. """ - return "gemini" def headers(self) -> dict[str, str]: """ Return the headers for the adapter. """ - return self._headers def on_call(self, body: dict[str, object]) -> None: """ - Modify the request body. + Modify the request body to include all Gemini-specific parameters. """ + # Convert OpenAI-style 'messages' to Gemini's 'contents' format if necessary + if "messages" in body and "contents" not in body: + messages = body.pop("messages") + if isinstance(messages, list): + body["contents"] = self._convert_messages_to_contents(messages) + + # Add all generation config parameters + if self._generation_config: + body["generationConfig"] = self._generation_config.to_dict() - if not body.get("model"): - body["model"] = self._model + # Add other Gemini-specific parameters + if self._tools: + body["tools"] = self._tools + if self._tool_config: + body["toolConfig"] = self._tool_config + if self._safety_settings: + body["safetySettings"] = self._safety_settings + if self._system_instruction: + body["systemInstruction"] = self._system_instruction + if self._cached_content: + body["cachedContent"] = self._cached_content def url_infer(self) -> str: + """Returns the full URL for the API request.""" + # For Gemini, the API key is passed as a query parameter + url = f"{self._base_url}/models/{self._model}:generateContent?key={self._auth_key}" + logger.info( + f"Gemini URL for inference: {url[: url.find('key=') + 4]}{self._auth_key[:10]}...{self._auth_key[-4:]}" + ) + return url + + def _convert_messages_to_contents( + self, messages: list[dict[str, Any]] + ) -> list[dict[str, Any]]: """ - Return the URL for generating text with the model included in the path. + Convert a list of OpenAI-style messages to Gemini's 'contents' format. """ + contents = [] + for message in messages: + role = message.get("role") + content = message.get("content") - return ( - self._url.rstrip("/") - + f"/models/{self._model}:generateContent?key={self._auth_key}" - ) + # Map 'assistant' role to 'model' for Gemini + if role == "assistant": + role = "model" + + if role in ["user", "model"]: + contents.append({"role": role, "parts": [{"text": content}]}) + + return contents diff --git a/pkg/inngest/pyproject.toml b/pkg/inngest/pyproject.toml index 4c4a4a00..a8a7efdf 100644 --- a/pkg/inngest/pyproject.toml +++ b/pkg/inngest/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "inngest" -version = "0.5.1" +version = "0.5.2" authors = [{ name = "Inngest Inc.", email = "hello@inngest.com" }] description = "Python SDK for Inngest" readme = "README.md" diff --git a/pkg/inngest_encryption/Makefile b/pkg/inngest_encryption/Makefile index 3fa61122..fd4eea4f 100644 --- a/pkg/inngest_encryption/Makefile +++ b/pkg/inngest_encryption/Makefile @@ -13,6 +13,10 @@ itest: lint: @uv run ruff check . +.PHONY: lint-fix +lint-fix: + @uv run ruff check . --fix + release: @grep "version = \"$${VERSION}\"" pyproject.toml && git tag inngest_encryption@$${VERSION} && git push origin inngest_encryption@$${VERSION} || echo "pyproject.toml version does not match" diff --git a/pkg/test_core/Makefile b/pkg/test_core/Makefile index 69a0cbf1..57e44328 100644 --- a/pkg/test_core/Makefile +++ b/pkg/test_core/Makefile @@ -4,6 +4,10 @@ export MYPYPATH=../inngest lint: @uv run ruff check . +.PHONY: lint-fix +lint-fix: + @uv run ruff check . --fix + .PHONY: type-check type-check: @uv run mypy --config-file=../../mypy.ini . diff --git a/tests/Makefile b/tests/Makefile index 00dbabdf..c9104777 100644 --- a/tests/Makefile +++ b/tests/Makefile @@ -4,6 +4,10 @@ export MYPYPATH=../pkg/inngest:../pkg/inngest_encryption:../pkg/test_core lint: @uv run ruff check . +.PHONY: lint-fix +lint-fix: + @uv run ruff check . --fix + .PHONY: type-check type-check: @uv run mypy --config-file=../mypy.ini . diff --git a/tests/smoke_tests/model_adapters/Makefile b/tests/smoke/models/Makefile similarity index 100% rename from tests/smoke_tests/model_adapters/Makefile rename to tests/smoke/models/Makefile diff --git a/tests/smoke/models/README.md b/tests/smoke/models/README.md new file mode 100644 index 00000000..e4173133 --- /dev/null +++ b/tests/smoke/models/README.md @@ -0,0 +1,218 @@ +# AI Model Adapters Smoke Test + +This smoke test validates that all AI model adapters work correctly with their respective APIs. It runs comprehensive tests across multiple AI providers in parallel for fast execution. + +## What it tests + +This test suite includes **one main orchestrator function** that runs all model adapter tests in parallel: + +### `test_all_adapters` (triggered by `test-all-adapters` event) + +This comprehensive test runs **6 model adapter tests simultaneously**: + +1. **OpenAI** - Basic text generation (o4-mini-2025-04-16) +2. **Anthropic** - Basic text generation (claude-3-5-sonnet-latest) +3. **Gemini Basic** - Basic text generation (gemini-2.0-flash-exp) +4. **Gemini Enhanced** - 7 comprehensive feature tests (gemini-2.0-flash-thinking-exp) +5. **Grok** - Basic text generation (grok-3-latest) +6. **DeepSeek** - Basic text generation (deepseek-chat) + +## Setup + +1. **Environment Variables**: Copy the example environment variables into a `.env` file located in the root of the inngest-py project and fill in your API keys. Your `.env` file should look like this: + + ``` + INNGEST_BASE_URL=http://localhost:8288 + OPENAI_API_KEY=your_openai_api_key_here + ANTHROPIC_API_KEY=your_anthropic_api_key_here + GEMINI_API_KEY=your_gemini_api_key_here + GROK_API_KEY=your_grok_api_key_here + DEEPSEEK_API_KEY=your_deepseek_api_key_here + ``` + +2. **Virtual Environment**: Make sure you have activated your virtual environment from the project root: + + ```bash + source .venv/bin/activate + ``` + +3. **Install Dependencies**: Make sure all dependencies are installed: + ```bash + make install + ``` + +## Running the test + +Navigate to the smoke test directory and run: + +```bash +cd tests/smoke/models +make dev +``` + +This will: + +- Start a FastAPI server on port 8000 +- Load your environment variables from the project root `.env` file +- Expose the orchestrator function + +## Triggering the tests + +Once the server is running, trigger the comprehensive test by sending a `test-all-adapters` event via the Inngest dev server at `http://localhost:8288`. + +## What to expect in the Inngest Dev Console + +### ✅ **Successful Test Run** + +You should see **one function execution** with the following structure: + +``` +Function: all-model-adapters-test +Event: test-all-adapters +Status: ✅ Completed +Duration: ~5-10 seconds (parallel execution) +``` + +### **Expected Response Structure** + +The function returns a comprehensive results object with 6 top-level keys: + +```json +{ + "openai": { "success": true, "response": "Hello! I'm OpenAI's GPT..." }, + "anthropic": { "success": true, "response": "Hello! I'm Claude..." }, + "gemini": { "success": true, "response": "Hello! I'm Gemini..." }, + "gemini_enhanced": { + "pure_thinking_test": { + "success": true, + "response": "🧠 Reasoning: ... 💡 Answer: ..." + }, + "mixed_thinking_test": { "success": true, "response": "..." }, + "workflow_test": { "success": true, "response": "..." }, + "structured_test": { + "success": true, + "response": "{\"name\":\"...\",\"age\":25,...}" + }, + "stop_sequences_test": { + "success": true, + "response": "1 2 3 4 5", + "contains_stop": false + }, + "conversion_test": { "success": true, "response": "8" }, + "error_handling_test": { + "success": true, + "error_caught": "API key not valid..." + } + }, + "grok": { "success": true, "response": "Hello! I'm Grok..." }, + "deepseek": { "success": true, "response": "Hello! I'm DeepSeek..." } +} +``` + +## Test Case Details + +### **Basic Model Tests (OpenAI, Anthropic, Gemini Basic, Grok, DeepSeek)** + +**What they test:** + +- ✅ Successful API connection +- ✅ Request format handling +- ✅ Response parsing +- ✅ Basic text generation + +**Expected success criteria:** + +- `"success": true` +- `"response"` contains meaningful text about the AI model +- `"structure_validation"` shows proper response structure +- `"usage_validation"` shows token count metadata + +### **Enhanced Gemini Test Suite** + +#### **1. Pure Thinking Test** + +- **What it tests**: Gemini's step-by-step reasoning with `thinkingConfig` +- **Expected success**: Response contains both reasoning (🧠) and answer (💡) sections +- **Question**: "Think through this step by step: If I have 15 apples and give away 7, then buy 12 more, how many do I have?" + +#### **2. Mixed Thinking Test** + +- **What it tests**: Both internal thoughts and final answers +- **Expected success**: Shows thinking process + clear final answer +- **Question**: "Calculate 15 - 7 + 12. Think about it first, then give me the final answer clearly." + +#### **3. Workflow Test** + +- **What it tests**: Complete thinking workflow with sufficient token budget +- **Expected success**: Contains "20" or "twenty" in response +- **Question**: "What's 8 + 12? Think through it step by step, then give me just the number." + +#### **4. Structured Test** + +- **What it tests**: JSON schema-based responses +- **Expected success**: Valid JSON with `name`, `age`, `hobbies` fields +- **Question**: "Generate a fictional person profile with name, age, and hobbies." + +#### **5. Stop Sequences Test** + +- **What it tests**: Proper handling of stop sequences +- **Expected success**: Contains "5" but not "6" or "STOP" +- **Question**: "Count from 1 to 10, but write STOP after 5." + +#### **6. Conversion Test** + +- **What it tests**: OpenAI-style message format conversion +- **Expected success**: Properly handles conversation history +- **Input**: Multi-turn conversation ending with "What's 5 + 3?" + +#### **7. Error Handling Test** + +- **What it tests**: Invalid API key handling +- **Expected success**: `"success": true` because error was caught properly +- **Note**: This test intentionally uses invalid credentials + +## Expected Behavior Summary + +### ✅ **All Tests Pass** + +- **Total duration**: ~5-10 seconds (parallel execution) +- **6 model adapters tested simultaneously** +- **All basic tests return `"success": true`** +- **Enhanced Gemini shows 7 sub-tests all passing** +- **Error handling test shows `"success": true` with caught error** + +### 🔍 **Key Success Indicators** + +1. **Parallel Execution**: All tests complete in ~5-10 seconds (not 30+ seconds) +2. **API Connectivity**: All providers return valid responses +3. **Response Parsing**: All responses properly extracted and formatted +4. **Gemini Features**: Thinking, structured output, and stop sequences work +5. **Error Handling**: Invalid credentials properly caught and handled +6. **Token Validation**: Usage metadata present and valid for all providers + +### ❌ **Common Issues** + +- **Missing API keys**: Tests return `"success": false` with authentication errors +- **Invalid API keys**: Similar to above, but specific to one provider +- **Rate limits**: Temporary failures, retry after waiting +- **Model availability**: Some models may not be available in all regions + +## Troubleshooting + +- **Missing or Invalid API keys**: Make sure all required API keys are set in your `.env` file and are valid +- **Rate Limits**: Some providers may have rate limits; wait a moment and try again +- **API Credits**: Most providers require that you purchase credits. After purchasing, you may need to wait some time for the credits to register on their system. +- **Thinking Models**: Enhanced thinking features require Gemini 2.0 series models with thinking capabilities +- **Structured Output**: JSON schema responses may require specific prompting for older models + +## New Features Demonstrated + +The enhanced Gemini adapter now supports: + +✅ **Thinking Features** - Enable step-by-step reasoning with `ThinkingConfig` +✅ **Structured Output** - Get JSON responses with schema validation +✅ **Advanced Generation Controls** - Temperature, top-p, token limits, stop sequences +✅ **System Instructions** - Custom behavior and personality configuration +✅ **Message Format Compatibility** - Seamless OpenAI-to-Gemini conversion +✅ **Comprehensive Error Handling** - Proper API error detection and reporting +✅ **Parallel Execution** - Fast test execution using Inngest's parallel capabilities diff --git a/tests/smoke/models/app.py b/tests/smoke/models/app.py new file mode 100644 index 00000000..d6b11626 --- /dev/null +++ b/tests/smoke/models/app.py @@ -0,0 +1,206 @@ +from typing import Any + +import fastapi +import inngest +import inngest.fast_api +from inngest.experimental.ai.base import BaseAdapter + +# Import all the individual model test helpers +from models.test_anthropic import ( + handle_test_anthropic_response, + prepare_test_anthropic, +) +from models.test_deepseek import ( + handle_test_deepseek_response, + prepare_test_deepseek, +) +from models.test_gemini import ( + handle_gemini_basic_test, + handle_gemini_conversion_response, + handle_gemini_error_handling_response, + handle_gemini_stop_sequences_response, + handle_gemini_structured_response, + handle_gemini_thinking_response, + prepare_gemini_basic_test, + prepare_gemini_conversion_test, + prepare_gemini_error_handling_test, + prepare_gemini_mixed_thinking_test, + prepare_gemini_pure_thinking_test, + prepare_gemini_stop_sequences_test, + prepare_gemini_structured_test, + prepare_gemini_workflow_test, +) +from models.test_grok import handle_test_grok_response, prepare_test_grok +from models.test_openai import handle_test_openai_response, prepare_test_openai + +inngest_client = inngest.Inngest(app_id="smoke-test-model-adapters-app") + + +@inngest_client.create_function( + fn_id="all-model-adapters-test", + trigger=inngest.TriggerEvent(event="test-all-adapters"), + retries=0, +) +async def test_all_adapters(ctx: inngest.Context) -> dict[str, Any]: + """ + Orchestrates all model adapter tests sequentially. + """ + results: dict[str, Any] = {} + adapter: BaseAdapter + + # OpenAI + try: + adapter, body = prepare_test_openai() + response = await ctx.step.ai.infer( + "test-openai", adapter=adapter, body=body + ) + results["openai"] = handle_test_openai_response(response) + except Exception as e: + results["openai"] = {"success": False, "error": str(e)} + + # Anthropic + try: + adapter, body = prepare_test_anthropic() + response = await ctx.step.ai.infer( + "test-anthropic", adapter=adapter, body=body + ) + results["anthropic"] = handle_test_anthropic_response(response) + except Exception as e: + results["anthropic"] = {"success": False, "error": str(e)} + + # Grok + try: + adapter, body = prepare_test_grok() + response = await ctx.step.ai.infer( + "test-grok", adapter=adapter, body=body + ) + results["grok"] = handle_test_grok_response(response) + except Exception as e: + results["grok"] = {"success": False, "error": str(e)} + + # DeepSeek + try: + adapter, body = prepare_test_deepseek() + response = await ctx.step.ai.infer( + "test-deepseek", adapter=adapter, body=body + ) + results["deepseek"] = handle_test_deepseek_response(response) + except Exception as e: + results["deepseek"] = {"success": False, "error": str(e)} + + # Gemini Basic + try: + adapter, body = prepare_gemini_basic_test() + response = await ctx.step.ai.infer( + "test-gemini-basic", adapter=adapter, body=body + ) + results["gemini_basic"] = handle_gemini_basic_test(response) + except Exception as e: + results["gemini_basic"] = {"success": False, "error": str(e)} + + # Gemini Enhanced + results["gemini_enhanced"] = {} + try: + adapter, body = prepare_gemini_pure_thinking_test() + response = await ctx.step.ai.infer( + "test-gemini-pure-thinking", adapter=adapter, body=body + ) + results["gemini_enhanced"]["pure_thinking"] = ( + handle_gemini_thinking_response(response) + ) + except Exception as e: + results["gemini_enhanced"]["pure_thinking"] = { + "success": False, + "error": str(e), + } + + try: + adapter, body = prepare_gemini_mixed_thinking_test() + response = await ctx.step.ai.infer( + "test-gemini-mixed-thinking", adapter=adapter, body=body + ) + results["gemini_enhanced"]["mixed_thinking"] = ( + handle_gemini_thinking_response(response) + ) + except Exception as e: + results["gemini_enhanced"]["mixed_thinking"] = { + "success": False, + "error": str(e), + } + + try: + adapter, body = prepare_gemini_workflow_test() + response = await ctx.step.ai.infer( + "test-gemini-workflow", adapter=adapter, body=body + ) + results["gemini_enhanced"]["workflow"] = ( + handle_gemini_thinking_response(response) + ) + except Exception as e: + results["gemini_enhanced"]["workflow"] = { + "success": False, + "error": str(e), + } + + try: + adapter, body = prepare_gemini_structured_test() + response = await ctx.step.ai.infer( + "test-gemini-structured", adapter=adapter, body=body + ) + results["gemini_enhanced"]["structured"] = ( + handle_gemini_structured_response(response) + ) + except Exception as e: + results["gemini_enhanced"]["structured"] = { + "success": False, + "error": str(e), + } + + try: + adapter, body = prepare_gemini_stop_sequences_test() + response = await ctx.step.ai.infer( + "test-gemini-stop-sequences", adapter=adapter, body=body + ) + results["gemini_enhanced"]["stop_sequences"] = ( + handle_gemini_stop_sequences_response(response) + ) + except Exception as e: + results["gemini_enhanced"]["stop_sequences"] = { + "success": False, + "error": str(e), + } + + try: + adapter, body = prepare_gemini_conversion_test() + response = await ctx.step.ai.infer( + "test-gemini-conversion", adapter=adapter, body=body + ) + results["gemini_enhanced"]["conversion"] = ( + handle_gemini_conversion_response(response) + ) + except Exception as e: + results["gemini_enhanced"]["conversion"] = { + "success": False, + "error": str(e), + } + + # Gemini Error Handling (run last) + try: + adapter, body = prepare_gemini_error_handling_test() + response = await ctx.step.ai.infer( + "test-gemini-error-handling", adapter=adapter, body=body + ) + results["gemini_error_handling"] = ( + handle_gemini_error_handling_response(response) + ) + except Exception as e: + results["gemini_error_handling"] = { + "success": True, + "error_caught": str(e), + } + + return results + + +app = fastapi.FastAPI() +inngest.fast_api.serve(app, inngest_client, [test_all_adapters]) diff --git a/tests/smoke_tests/model_adapters/env.example b/tests/smoke/models/env.example similarity index 100% rename from tests/smoke_tests/model_adapters/env.example rename to tests/smoke/models/env.example diff --git a/tests/smoke/models/models/__init__.py b/tests/smoke/models/models/__init__.py new file mode 100644 index 00000000..e18449d7 --- /dev/null +++ b/tests/smoke/models/models/__init__.py @@ -0,0 +1 @@ +# Model test modules diff --git a/tests/smoke/models/models/test_anthropic.py b/tests/smoke/models/models/test_anthropic.py new file mode 100644 index 00000000..ba9c9d6d --- /dev/null +++ b/tests/smoke/models/models/test_anthropic.py @@ -0,0 +1,30 @@ +import os +from typing import Any + +from inngest.experimental.ai.anthropic import Adapter as AnthropicAdapter +from utils import extract_anthropic_response + +# Create Anthropic adapter +anthropic_adapter = AnthropicAdapter( + auth_key=os.getenv("ANTHROPIC_API_KEY") or "", + model="claude-3-5-sonnet-latest", +) + + +def prepare_test_anthropic() -> tuple[AnthropicAdapter, dict[str, Any]]: + """Prepare the request for the Anthropic adapter test.""" + question = "What is the capital of Texas?" + body = { + "messages": [{"role": "user", "content": question}], + "max_tokens": 1024, + } + return (anthropic_adapter, body) + + +def handle_test_anthropic_response(response: dict[str, Any]) -> dict[str, Any]: + """Handle the response from the Anthropic adapter test.""" + return { + "success": True, + "response": extract_anthropic_response(response), + "raw_response": str(response), + } diff --git a/tests/smoke/models/models/test_deepseek.py b/tests/smoke/models/models/test_deepseek.py new file mode 100644 index 00000000..37663a07 --- /dev/null +++ b/tests/smoke/models/models/test_deepseek.py @@ -0,0 +1,27 @@ +import os +from typing import Any + +from inngest.experimental.ai.deepseek import Adapter as DeepSeekAdapter +from utils import extract_openai_response + +# Create DeepSeek adapter +deepseek_adapter = DeepSeekAdapter( + auth_key=os.getenv("DEEPSEEK_API_KEY") or "", + model="deepseek-chat", +) + + +def prepare_test_deepseek() -> tuple[DeepSeekAdapter, dict[str, Any]]: + """Prepare the request for the DeepSeek adapter test.""" + question = "What is the capital of Illinois?" + body = {"messages": [{"role": "user", "content": question}]} + return (deepseek_adapter, body) + + +def handle_test_deepseek_response(response: dict[str, Any]) -> dict[str, Any]: + """Handle the response from the DeepSeek adapter test.""" + return { + "success": True, + "response": extract_openai_response(response), + "raw_response": str(response), + } diff --git a/tests/smoke/models/models/test_gemini.py b/tests/smoke/models/models/test_gemini.py new file mode 100644 index 00000000..714313be --- /dev/null +++ b/tests/smoke/models/models/test_gemini.py @@ -0,0 +1,229 @@ +import os +from typing import Any + +from inngest.experimental.ai.gemini import ( + Adapter as GeminiAdapter, +) +from inngest.experimental.ai.gemini import ( + GenerationConfig, + ThinkingConfig, +) +from utils import extract_gemini_response, extract_gemini_thinking_response + +api_key = os.getenv("GEMINI_API_KEY") or "" + +# Create Gemini adapters +gemini_adapter = GeminiAdapter( + auth_key=api_key, + model="gemini-2.0-flash-exp", +) + +gemini_enhanced_adapter = GeminiAdapter( + auth_key=api_key, + model="gemini-2.0-flash-thinking-exp", + generation_config=GenerationConfig( + temperature=0.7, + max_output_tokens=2048, + thinking_config=ThinkingConfig( + thinking_budget=1024, include_thoughts=True + ), + ), +) + +gemini_structured_adapter = GeminiAdapter( + auth_key=api_key, + model="gemini-2.0-flash-exp", + generation_config=GenerationConfig( + temperature=0.3, + response_mime_type="application/json", + response_schema={ + "type": "object", + "properties": { + "capital": {"type": "string"}, + "state": {"type": "string"}, + "confidence": {"type": "number", "minimum": 0, "maximum": 1}, + "reasoning": {"type": "string"}, + }, + "required": ["capital", "state", "confidence"], + }, + ), +) + + +# Basic Test +def prepare_gemini_basic_test() -> tuple[GeminiAdapter, dict[str, Any]]: + question = "Say hello and explain what you are in one sentence." + body = { + "contents": [{"parts": [{"text": question}]}], + "generationConfig": {"temperature": 0.7, "maxOutputTokens": 100}, + } + return (gemini_adapter, body) + + +def handle_gemini_basic_test(response: dict[str, Any]) -> dict[str, Any]: + """Handle the response from the Gemini adapter test.""" + return { + "success": True, + "response": extract_gemini_response(response), + "raw_response": str(response), + } + + +# Enhanced Tests +def prepare_gemini_pure_thinking_test() -> tuple[GeminiAdapter, dict[str, Any]]: + question = "Think through this step by step: If I have 15 apples and give away 7, then buy 12 more, how many do I have? Show your reasoning process." + body = { + "contents": [{"parts": [{"text": question}]}], + "generationConfig": { + "temperature": 0.3, + "maxOutputTokens": 300, + "thinkingConfig": {"thinkingBudget": 1024, "includeThoughts": True}, + }, + } + return (gemini_enhanced_adapter, body) + + +def prepare_gemini_mixed_thinking_test() -> tuple[ + GeminiAdapter, dict[str, Any] +]: + question = "Calculate 15 - 7 + 12. Think about it first, then give me the final answer clearly." + body = { + "contents": [{"parts": [{"text": question}]}], + "generationConfig": { + "temperature": 0.1, + "maxOutputTokens": 400, + "thinkingConfig": {"thinkingBudget": 512, "includeThoughts": True}, + }, + } + return (gemini_enhanced_adapter, body) + + +def prepare_gemini_workflow_test() -> tuple[GeminiAdapter, dict[str, Any]]: + question = "What's 8 + 12? Think through it step by step, then give me just the number." + body = { + "contents": [{"parts": [{"text": question}]}], + "generationConfig": { + "temperature": 0.1, + "maxOutputTokens": 500, + "thinkingConfig": {"thinkingBudget": 300, "includeThoughts": True}, + }, + } + return (gemini_enhanced_adapter, body) + + +def handle_gemini_thinking_response(response: dict[str, Any]) -> dict[str, Any]: + """Handle the structured response from the Gemini adapter test.""" + return { + "success": True, + "response": extract_gemini_thinking_response(response), + "raw_response": str(response), + } + + +def prepare_gemini_structured_test() -> tuple[GeminiAdapter, dict[str, Any]]: + question = ( + "Generate a fictional person profile with name, age, and hobbies." + ) + body = { + "contents": [{"parts": [{"text": question}]}], + "generationConfig": { + "temperature": 0.1, + "maxOutputTokens": 200, + "responseMimeType": "application/json", + "responseSchema": { + "type": "object", + "properties": { + "name": {"type": "string"}, + "age": {"type": "number"}, + "hobbies": {"type": "array", "items": {"type": "string"}}, + }, + "required": ["name", "age", "hobbies"], + }, + }, + } + return (gemini_structured_adapter, body) + + +def handle_gemini_structured_response( + response: dict[str, Any], +) -> dict[str, Any]: + """Handle the structured response from the Gemini adapter test.""" + return { + "success": True, + "response": extract_gemini_response(response), + "raw_response": str(response), + } + + +def prepare_gemini_stop_sequences_test() -> tuple[ + GeminiAdapter, dict[str, Any] +]: + question = "Count from 1 to 10, but write STOP after 5." + body = { + "contents": [{"parts": [{"text": question}]}], + "generationConfig": { + "temperature": 0.5, + "maxOutputTokens": 500, + "stopSequences": ["STOP"], + }, + } + return (gemini_adapter, body) + + +def handle_gemini_stop_sequences_response( + response: dict[str, Any], +) -> dict[str, Any]: + """Handle the structured response from the Gemini adapter test.""" + return { + "success": True, + "response": extract_gemini_response(response), + "raw_response": str(response), + } + + +def prepare_gemini_conversion_test() -> tuple[GeminiAdapter, dict[str, Any]]: + adapter = GeminiAdapter(auth_key=api_key, model="gemini-2.0-flash-exp") + body = { + "messages": [ + {"role": "user", "content": "Hello, how are you?"}, + {"role": "assistant", "content": "I'm doing well, thank you!"}, + {"role": "user", "content": "What's 5 + 3?"}, + ] + } + return (adapter, body) + + +def handle_gemini_conversion_response( + response: dict[str, Any], +) -> dict[str, Any]: + """Handle the structured response from the Gemini adapter test.""" + return { + "success": True, + "response": extract_gemini_response(response), + "raw_response": str(response), + } + + +# Error Handling Test +def prepare_gemini_error_handling_test() -> tuple[ + GeminiAdapter, dict[str, Any] +]: + adapter = GeminiAdapter( + auth_key="invalid-key-for-testing", model="gemini-2.0-flash-exp" + ) + body = { + "contents": [{"parts": [{"text": "Hello"}]}], + "generationConfig": {"maxOutputTokens": 10}, + } + return (adapter, body) + + +def handle_gemini_error_handling_response( + response: dict[str, Any], +) -> dict[str, Any]: + """Handle the structured response from the Gemini adapter test.""" + return { + "success": False, + "error": "Expected error not thrown", + "unexpected_response": str(response), + } diff --git a/tests/smoke/models/models/test_grok.py b/tests/smoke/models/models/test_grok.py new file mode 100644 index 00000000..8a85b4f5 --- /dev/null +++ b/tests/smoke/models/models/test_grok.py @@ -0,0 +1,27 @@ +import os +from typing import Any + +from inngest.experimental.ai.grok import Adapter as GrokAdapter +from utils import extract_openai_response + +# Create Grok adapter +grok_adapter = GrokAdapter( + auth_key=os.getenv("GROK_API_KEY") or "", + model="grok-3-latest", +) + + +def prepare_test_grok() -> tuple[GrokAdapter, dict[str, Any]]: + """Prepare the request for the Grok adapter test.""" + question = "What is the capital of Florida?" + body = {"messages": [{"role": "user", "content": question}]} + return (grok_adapter, body) + + +def handle_test_grok_response(response: dict[str, Any]) -> dict[str, Any]: + """Handle the response from the Grok adapter test.""" + return { + "success": True, + "response": extract_openai_response(response), + "raw_response": str(response), + } diff --git a/tests/smoke/models/models/test_openai.py b/tests/smoke/models/models/test_openai.py new file mode 100644 index 00000000..c7c68b69 --- /dev/null +++ b/tests/smoke/models/models/test_openai.py @@ -0,0 +1,27 @@ +import os +from typing import Any + +from inngest.experimental.ai.openai import Adapter as OpenAIAdapter +from utils import extract_openai_response + +# Create OpenAI adapter +openai_adapter = OpenAIAdapter( + auth_key=os.getenv("OPENAI_API_KEY") or "", + model="o4-mini-2025-04-16", +) + + +def prepare_test_openai() -> tuple[OpenAIAdapter, dict[str, Any]]: + """Prepare the request for the OpenAI adapter test.""" + question = "What is the capital of California?" + body = {"messages": [{"role": "user", "content": question}]} + return (openai_adapter, body) + + +def handle_test_openai_response(response: dict[str, Any]) -> dict[str, Any]: + """Handle the response from the OpenAI adapter test.""" + return { + "success": True, + "response": extract_openai_response(response), + "raw_response": str(response), + } diff --git a/tests/smoke_tests/model_adapters/scripts/start.sh b/tests/smoke/models/scripts/start.sh similarity index 100% rename from tests/smoke_tests/model_adapters/scripts/start.sh rename to tests/smoke/models/scripts/start.sh diff --git a/tests/smoke/models/utils.py b/tests/smoke/models/utils.py new file mode 100644 index 00000000..8274a6e2 --- /dev/null +++ b/tests/smoke/models/utils.py @@ -0,0 +1,91 @@ +from typing import Any + +from inngest._internal import types + + +def extract_openai_response(response: dict[str, Any]) -> str: + """Extract text from OpenAI/DeepSeek/Grok format response.""" + choices = response.get("choices", []) + if not choices or not types.is_list(choices): + return str(response) + + choice = choices[0] + if not types.is_dict(choice): + return str(choice) + + message = choice.get("message", {}) + if types.is_dict(message): + return str(message.get("content", "")) + + return str(choice) + + +def extract_anthropic_response(response: dict[str, Any]) -> str: + """Extract text from Anthropic format response.""" + content = response.get("content", []) + if not content or not types.is_list(content): + return str(response) + + if len(content) > 0 and types.is_dict(content[0]): + return str(content[0].get("text", "")) + + return str(content) + + +def extract_gemini_response(response: dict[str, Any]) -> str: + """Extract text from Gemini format response.""" + candidates = response.get("candidates", []) + if not candidates or not types.is_list(candidates) or len(candidates) == 0: + return str(response) + + candidate = candidates[0] + if not types.is_dict(candidate): + return str(candidate) + + content = candidate.get("content", {}) + if not types.is_dict(content): + return str(candidate) + + parts = content.get("parts", []) + if types.is_list(parts) and len(parts) > 0 and types.is_dict(parts[0]): + return str(parts[0].get("text", "")) + + return str(candidate) + + +def extract_gemini_thinking_response(response: dict[str, Any]) -> str: + """Extract text from Gemini format response, separating thoughts from final answer.""" + candidates = response.get("candidates", []) + if not candidates or not types.is_list(candidates) or len(candidates) == 0: + return str(response) + + candidate = candidates[0] + if not types.is_dict(candidate): + return str(candidate) + + content = candidate.get("content", {}) + if not types.is_dict(content): + return str(candidate) + + parts = content.get("parts", []) + if not types.is_list(parts): + return str(candidate) + + thoughts: list[str] = [] + final_answers: list[str] = [] + + for part in parts: + if types.is_dict(part) and "text" in part: + text = str(part.get("text", "")) + if part.get("thought", False): + thoughts.append(f"🧠 Reasoning: {text}") + else: + final_answers.append(f"💡 Answer: {text}") + + result_parts: list[str] = [] + if thoughts: + result_parts.append("\n".join(thoughts)) + if final_answers: + result_parts.append("\n".join(final_answers)) + + return "\n\n".join(result_parts) if result_parts else str(candidate) diff --git a/tests/smoke_tests/model_adapters/README.md b/tests/smoke_tests/model_adapters/README.md deleted file mode 100644 index 45e857ec..00000000 --- a/tests/smoke_tests/model_adapters/README.md +++ /dev/null @@ -1,76 +0,0 @@ -# AI Model Adapters Smoke Test - -This smoke test validates that all AI model adapters work correctly with their respective APIs. - -## What it tests - -This test calls multiple AI providers to answer a simple question. The purpose of this is to ensure that we: - -- Make successful API calls -- Handle provider-specific request formats -- Parse responses correctly - -### Models tested: - -- **OpenAI** (o4 Mini) -- **Anthropic** (Claude 3 Sonnet) -- **Google Gemini** (Gemini 2.5 Pro) -- **xAI Grok** (Grok 3) -- **DeepSeek** (DeepSeek Chat) - -## Setup - -1. **Environment Variables**: Copy the example environment variables into a `.env` file located in the root of the inngest-py project and fill in your API keys. Your `.env` file should look like this: - - ``` - INNGEST_BASE_URL=http://localhost:8288 - OPENAI_API_KEY=your_openai_api_key_here - ANTHROPIC_API_KEY=your_anthropic_api_key_here - GEMINI_API_KEY=your_gemini_api_key_here - GROK_API_KEY=your_grok_api_key_here - DEEPSEEK_API_KEY=your_deepseek_api_key_here - ``` - -2. **Virtual Environment**: Make sure you have activated your virtual environment: - - ```bash - source .venv/bin/activate - ``` - -3. **Install Dependencies**: Make sure all dependencies are installed: - ```bash - make install - ``` - -## Running the test - -Navigate to the smoke test directory and run: - -```bash -cd tests/smoke_tests/model_adapters -make dev -``` - -This will: - -- Start a FastAPI server on port 8000 -- Load your environment variables from the project root `.env` file -- Expose the Inngest function - -## Triggering the test - -Once the server is running, you can trigger the smoke test by sending an event via the Inngest dev server - -## Expected behavior - -The test should: - -- Successfully call all 5 AI providers -- Return responses from each provider -- Handle any API errors gracefully (displaying error messages instead of crashing) - -## Troubleshooting - -- **Missing or Invalid API keys**: Make sure all required API keys are set in your `.env` file and are valid -- **Rate Limits**: Some providers may have rate limits; wait a moment and try again -- **API Credits**: Most providers require that you purchase credits. After purchasing, you may need to wait some time for the credits to register on their system. diff --git a/tests/smoke_tests/model_adapters/app.py b/tests/smoke_tests/model_adapters/app.py deleted file mode 100644 index c832cc01..00000000 --- a/tests/smoke_tests/model_adapters/app.py +++ /dev/null @@ -1,184 +0,0 @@ -import os -from typing import Any, Callable, TypedDict - -import fastapi -import inngest -import inngest.fast_api -from inngest._internal import types -from inngest.experimental.ai.anthropic import Adapter as AnthropicAdapter -from inngest.experimental.ai.base import BaseAdapter -from inngest.experimental.ai.deepseek import Adapter as DeepSeekAdapter -from inngest.experimental.ai.gemini import Adapter as GeminiAdapter -from inngest.experimental.ai.grok import Adapter as GrokAdapter -from inngest.experimental.ai.openai import Adapter as OpenAIAdapter - - -class ProviderConfig(TypedDict): - adapter: BaseAdapter - parser: Callable[[dict[str, Any]], str] - - -inngest_client = inngest.Inngest(app_id="smoke-test-model-adapters-app") - -# Create AI adapters -openai_adapter = OpenAIAdapter( - auth_key=os.getenv("OPENAI_API_KEY") or "", - model="o4-mini-2025-04-16", -) - -anthropic_adapter = AnthropicAdapter( - auth_key=os.getenv("ANTHROPIC_API_KEY") or "", - model="claude-3-5-sonnet-latest", -) - -gemini_adapter = GeminiAdapter( - auth_key=os.getenv("GEMINI_API_KEY") or "", - model="gemini-2.5-pro", -) - -grok_adapter = GrokAdapter( - auth_key=os.getenv("GROK_API_KEY") or "", - model="grok-3-latest", -) - -deepseek_adapter = DeepSeekAdapter( - auth_key=os.getenv("DEEPSEEK_API_KEY") or "", - model="deepseek-chat", -) - - -def extract_openai_response(response: dict[str, Any]) -> str: - """Extract text from OpenAI/DeepSeek/Grok format response.""" - choices = response.get("choices", []) - if not choices or not types.is_list(choices): - return str(response) - - choice = choices[0] - if not types.is_dict(choice): - return str(choice) - - message = choice.get("message", {}) - if types.is_dict(message): - return str(message.get("content", "")) - - return str(choice) - - -def extract_anthropic_response(response: dict[str, Any]) -> str: - """Extract text from Anthropic format response.""" - content = response.get("content", []) - if not content or not types.is_list(content): - return str(response) - - if len(content) > 0 and types.is_dict(content[0]): - return str(content[0].get("text", "")) - - return str(content) - - -def extract_gemini_response(response: dict[str, Any]) -> str: - """Extract text from Gemini format response.""" - candidates = response.get("candidates", []) - if not candidates or not types.is_list(candidates) or len(candidates) == 0: - return str(response) - - candidate = candidates[0] - if not types.is_dict(candidate): - return str(candidate) - - content = candidate.get("content", {}) - if not types.is_dict(content): - return str(candidate) - - parts = content.get("parts", []) - if types.is_list(parts) and len(parts) > 0 and types.is_dict(parts[0]): - return str(parts[0].get("text", "")) - - return str(candidate) - - -@inngest_client.create_function( - fn_id="model-adapter-test", - trigger=inngest.TriggerEvent(event="test-adapters"), -) -async def test_adapters(ctx: inngest.Context) -> dict[str, str]: - # Map each provider to its adapter and parser - provider_config: dict[str, ProviderConfig] = { - "openai": { - "adapter": openai_adapter, - "parser": extract_openai_response, - }, - "anthropic": { - "adapter": anthropic_adapter, - "parser": extract_anthropic_response, - }, - "gemini": { - "adapter": gemini_adapter, - "parser": extract_gemini_response, - }, - "grok": { - "adapter": grok_adapter, - "parser": extract_openai_response, # Uses OpenAI format - }, - "deepseek": { - "adapter": deepseek_adapter, - "parser": extract_openai_response, # Uses OpenAI format - }, - } - - # Different state capital questions for each provider - questions = { - "openai": "What is the capital of California?", - "anthropic": "What is the capital of Texas?", - "gemini": "What is the capital of New York?", - "grok": "What is the capital of Florida?", - "deepseek": "What is the capital of Illinois?", - } - - responses: dict[str, str] = {} - - for provider_name, config in provider_config.items(): - try: - question = questions[provider_name] - adapter = config["adapter"] - parser = config["parser"] - - # Prepare the request body based on provider - if provider_name == "gemini": - # Gemini uses a different format - body: dict[str, Any] = { - "contents": [{"parts": [{"text": question}]}] - } - else: - # Standard OpenAI-style format for other providers - body = {"messages": [{"role": "user", "content": question}]} - - # Add max_tokens for Anthropic (required parameter) - if provider_name == "anthropic": - body["max_tokens"] = 1024 - - print(f"Calling {provider_name} with question: {question}") - - ai_response = await ctx.step.ai.infer( - step_id=f"ai-call-{provider_name}", 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