From 212e3d1149398db1c1ecc13255a3a57ba8fab95a Mon Sep 17 00:00:00 2001 From: Cosmin Maria Date: Thu, 29 Jan 2026 08:29:33 +0200 Subject: [PATCH] feat: added uipath-langchain-client --- .github/workflows/integration_tests.yml | 2 +- .gitignore | 2 + pyproject.toml | 10 +- samples/bring-your-own-model/main.py | 9 +- samples/chat-uipath-agent/graph.py | 3 +- .../src/email_organizer/main.py | 342 ++- samples/joke-agent/graph.py | 15 +- samples/oauth-external-apps-agent/main.py | 46 +- samples/retrieval-chain/main.py | 19 +- src/uipath_langchain/_utils/__init__.py | 3 - src/uipath_langchain/_utils/_request_mixin.py | 800 ------- src/uipath_langchain/_utils/_settings.py | 87 - src/uipath_langchain/_utils/_sleep_policy.py | 41 - src/uipath_langchain/agent/react/agent.py | 17 +- src/uipath_langchain/agent/react/llm_node.py | 6 +- src/uipath_langchain/chat/__init__.py | 45 +- src/uipath_langchain/chat/bedrock.py | 348 --- .../chat/chat_model_factory.py | 231 -- src/uipath_langchain/chat/handlers/base.py | 12 - .../chat/handlers/bedrock_converse.py | 6 - .../chat/handlers/bedrock_invoke.py | 6 - .../chat/handlers/handler_factory.py | 14 +- .../chat/handlers/openai_completions.py | 6 - .../chat/handlers/openai_responses.py | 6 - .../chat/handlers/vertex_gemini.py | 6 - src/uipath_langchain/chat/models.py | 482 ---- src/uipath_langchain/chat/openai.py | 187 -- src/uipath_langchain/chat/retryers/base.py | 214 -- src/uipath_langchain/chat/retryers/bedrock.py | 74 - src/uipath_langchain/chat/retryers/vertex.py | 70 - src/uipath_langchain/chat/supported_models.py | 54 - src/uipath_langchain/chat/types.py | 39 +- src/uipath_langchain/chat/vertex.py | 389 --- src/uipath_langchain/embeddings/__init__.py | 50 +- src/uipath_langchain/embeddings/embeddings.py | 215 -- testcases/chat-models/src/main.py | 129 +- testcases/company-research-agent/src/graph.py | 3 +- testcases/ticket-classification/src/main.py | 24 +- tests/agent/react/test_create_agent.py | 32 +- tests/agent/react/test_llm_node.py | 6 +- tests/chat/__init__.py | 0 tests/chat/retryers/test_retryers.py | 274 --- tests/chat/test_bedrock.py | 81 - tests/chat/test_openai_url_rewrite.py | 82 - tests/cli/mocks/joke_agent_with_guardrails.py | 5 +- tests/cli/test_agent_with_guardrails.py | 4 +- tests/runtime/test_graph.py | 14 +- uv.lock | 2102 ++++++++++------- 48 files changed, 1813 insertions(+), 4799 deletions(-) delete mode 100644 src/uipath_langchain/_utils/__init__.py delete mode 100644 src/uipath_langchain/_utils/_request_mixin.py delete mode 100644 src/uipath_langchain/_utils/_settings.py delete mode 100644 src/uipath_langchain/_utils/_sleep_policy.py delete mode 100644 src/uipath_langchain/chat/bedrock.py delete mode 100644 src/uipath_langchain/chat/chat_model_factory.py delete mode 100644 src/uipath_langchain/chat/models.py delete mode 100644 src/uipath_langchain/chat/openai.py delete mode 100644 src/uipath_langchain/chat/retryers/base.py delete mode 100644 src/uipath_langchain/chat/retryers/bedrock.py delete mode 100644 src/uipath_langchain/chat/retryers/vertex.py delete mode 100644 src/uipath_langchain/chat/supported_models.py delete mode 100644 src/uipath_langchain/chat/vertex.py delete mode 100644 src/uipath_langchain/embeddings/embeddings.py delete mode 100644 tests/chat/__init__.py delete mode 100644 tests/chat/retryers/test_retryers.py delete mode 100644 tests/chat/test_bedrock.py delete mode 100644 tests/chat/test_openai_url_rewrite.py diff --git a/.github/workflows/integration_tests.yml b/.github/workflows/integration_tests.yml index df1efe83..e484b71a 100644 --- a/.github/workflows/integration_tests.yml +++ b/.github/workflows/integration_tests.yml @@ -55,7 +55,7 @@ jobs: uses: actions/checkout@v4 - name: Install Dependencies - run: uv sync + run: uv sync --all-extras - name: Run testcase env: diff --git a/.gitignore b/.gitignore index 338baef8..fe8a527a 100644 --- a/.gitignore +++ b/.gitignore @@ -173,6 +173,8 @@ cython_debug/ # PyPI configuration file .pypirc +.vscode/ + **/uipath.db **/.uipath diff --git a/pyproject.toml b/pyproject.toml index 5e56d63e..4feaa1cf 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -10,7 +10,6 @@ dependencies = [ "langgraph>=1.0.0, <2.0.0", "langchain-core>=1.2.5, <2.0.0", "langgraph-checkpoint-sqlite>=3.0.3, <4.0.0", - "langchain-openai>=1.0.0, <2.0.0", "langchain>=1.0.0, <2.0.0", "pydantic-settings>=2.6.0", "python-dotenv>=1.0.1", @@ -20,6 +19,7 @@ dependencies = [ "jsonpath-ng>=1.7.0", "mcp==1.24.0", "langchain-mcp-adapters==0.2.1", + "uipath-langchain-client[openai]>=1.0.12", ] classifiers = [ @@ -35,8 +35,10 @@ maintainers = [ ] [project.optional-dependencies] -vertex = ["langchain-google-genai>=2.0.0", "google-generativeai>=0.8.0"] -bedrock = ["langchain-aws>=0.2.35", "boto3-stubs>=1.41.4"] +bedrock = ["uipath-langchain-client[aws]>=1.0.12"] +anthropic = ["uipath-langchain-client[anthropic]>=1.0.12"] +vertex = ["uipath-langchain-client[google,vertexai]>=1.0.12"] +all = ["uipath-langchain-client[all]>=1.0.12"] [project.entry-points."uipath.middlewares"] register = "uipath_langchain.middlewares:register_middleware" @@ -82,8 +84,6 @@ select = ["E", "F", "B", "I"] [tool.ruff.lint.per-file-ignores] "*" = ["E501"] -"src/uipath_langchain/chat/bedrock.py" = ["E402"] -"src/uipath_langchain/chat/vertex.py" = ["E402"] [tool.ruff.format] quote-style = "double" diff --git a/samples/bring-your-own-model/main.py b/samples/bring-your-own-model/main.py index b92d31d0..631d6a8a 100644 --- a/samples/bring-your-own-model/main.py +++ b/samples/bring-your-own-model/main.py @@ -1,8 +1,9 @@ from langchain_core.messages import HumanMessage, SystemMessage -from langgraph.graph import START, StateGraph, END -from uipath_langchain.chat import UiPathChatOpenAI +from langgraph.graph import END, START, StateGraph from pydantic import BaseModel +from uipath_langchain.chat import UiPathChatOpenAI + class GraphState(BaseModel): topic: str @@ -11,11 +12,11 @@ class GraphState(BaseModel): class GraphOutput(BaseModel): report: str + async def generate_report(state: GraphState) -> GraphOutput: system_prompt = "You are a report generator. Please provide a brief report based on the given topic." llm = UiPathChatOpenAI( - byo_connection_id="my-custom-model", - model_name="gpt-4o-2024-11-20" + byo_connection_id="my-custom-model", model_name="gpt-4o-2024-11-20" ) output = await llm.ainvoke( [SystemMessage(system_prompt), HumanMessage(state.topic)] diff --git a/samples/chat-uipath-agent/graph.py b/samples/chat-uipath-agent/graph.py index d0bec324..2ac3f59f 100644 --- a/samples/chat-uipath-agent/graph.py +++ b/samples/chat-uipath-agent/graph.py @@ -1,7 +1,8 @@ from langchain.agents import create_agent -from uipath_langchain.chat import UiPathChatOpenAI from langchain_community.tools import DuckDuckGoSearchResults +from uipath_langchain.chat import UiPathChatOpenAI + search_tool = DuckDuckGoSearchResults() movie_system_prompt = """You are an advanced AI assistant specializing in movie research and analysis. Your primary functions are: diff --git a/samples/email-organizer-agent/src/email_organizer/main.py b/samples/email-organizer-agent/src/email_organizer/main.py index aa0561f1..cc1fe5de 100644 --- a/samples/email-organizer-agent/src/email_organizer/main.py +++ b/samples/email-organizer-agent/src/email_organizer/main.py @@ -1,19 +1,21 @@ import logging import os import re +from difflib import SequenceMatcher +from typing import Dict, List, Optional + +from langgraph.graph import END, START, StateGraph +from langgraph.types import Command, interrupt from pydantic import BaseModel, Field -from typing import List, Dict, Optional -from langgraph.graph import StateGraph, START, END -from langgraph.types import interrupt, Command from uipath.platform import UiPath -from uipath_langchain.chat import UiPathChat from uipath.platform.common import CreateTask + from email_organizer.outlook_client import OutlookClient -from difflib import SequenceMatcher +from uipath_langchain.chat import UiPathChat # Configuration DEFAULT_CONFIDENCE = 0.0 -USER = 'me' +USER = "me" MAX_EMAILS_TO_ANALYZE = 50 MAX_RULES_TO_CREATE = 5 @@ -21,12 +23,14 @@ uipath = UiPath() + class Email(BaseModel): id: str subject: str sender: str preview: str = "" + class Rule(BaseModel): id: str = "" rule_name: str @@ -38,40 +42,50 @@ class Rule(BaseModel): isEnabled: bool = True rule_type: str = "" + class llmRule(BaseModel): rule_name: str = Field(description="The unique identifier for the rule") - conditions: Dict = Field(default={}, description="Conditions must have this form {'predicate': ['value1', 'value2']}") + conditions: Dict = Field( + default={}, + description="Conditions must have this form {'predicate': ['value1', 'value2']}", + ) target_folder: str = Field(description="FolderName") reasoning: str = Field(description="Why this rule is useful") rule_type: str = Field(description="NEW or IMPROVED") + class RuleSuggestions(BaseModel): """Container for multiple rule suggestions from LLM""" + rules: List[llmRule] = Field(description="List of email rule suggestions") + class GraphInput(BaseModel): max_emails: int max_rules: int assignee: Optional[str] = None + class GraphOutput(BaseModel): success: bool rules_created: int message: str + class GraphState(BaseModel): model_config = {"arbitrary_types_allowed": True} emails: List[Email] = [] rules: List[Rule] = [] suggestions: List[Rule] = [] - folders: Dict[str, str] = {} # folder name to ID mapping + folders: Dict[str, str] = {} # folder name to ID mapping access_token: str = "" human_approved: bool = False outlook_client: Optional[OutlookClient] = None max_emails: int = MAX_EMAILS_TO_ANALYZE # From GraphInput - max_rules: int = MAX_RULES_TO_CREATE # From GraphInput - assignee: Optional[str] = None # From GraphInput + max_rules: int = MAX_RULES_TO_CREATE # From GraphInput + assignee: Optional[str] = None # From GraphInput + async def get_access_token(input_config: GraphInput) -> Command: """Get access token for Microsoft Graph API and initialize OutlookClient""" @@ -90,7 +104,7 @@ async def get_access_token(input_config: GraphInput) -> Command: "output": GraphOutput( success=False, rules_created=0, - message="Failed to obtain access token" + message="Failed to obtain access token", ) } ) @@ -101,9 +115,9 @@ async def get_access_token(input_config: GraphInput) -> Command: update={ "access_token": access_token, "outlook_client": outlook_client, - "max_emails": input_config.max_emails, # Pass from input - "max_rules": input_config.max_rules, # Pass from input - "assignee": input_config.assignee # Pass from input + "max_emails": input_config.max_emails, # Pass from input + "max_rules": input_config.max_rules, # Pass from input + "assignee": input_config.assignee, # Pass from input } ) except Exception as e: @@ -113,11 +127,12 @@ async def get_access_token(input_config: GraphInput) -> Command: "output": GraphOutput( success=False, rules_created=0, - message=f"Error retrieving access token: {e}" + message=f"Error retrieving access token: {e}", ) } ) + async def fetch_emails(state: GraphState) -> Command: """Fetch emails from inbox using OutlookClient""" try: @@ -135,8 +150,10 @@ async def fetch_emails(state: GraphState) -> Command: email = Email( id=item.get("id", ""), subject=item.get("subject", "No Subject"), - sender=item.get("from", {}).get("emailAddress", {}).get("address", "Unknown Sender"), - preview=item.get("bodyPreview", "") + sender=item.get("from", {}) + .get("emailAddress", {}) + .get("address", "Unknown Sender"), + preview=item.get("bodyPreview", ""), ) emails.append(email) except Exception as e: @@ -145,22 +162,23 @@ async def fetch_emails(state: GraphState) -> Command: logger.info(f"Fetched {len(emails)} emails from inbox") - return Command( - update={ - "emails": emails - } - ) + return Command(update={"emails": emails}) except Exception as e: logger.error(f"Error fetching emails: {e}") return Command( update={ - "output": GraphOutput(success=False, rules_created=0, message=f"Error fetching emails: {e}") + "output": GraphOutput( + success=False, + rules_created=0, + message=f"Error fetching emails: {e}", + ) } ) + async def fetch_folders(state: GraphState) -> Command: - """Fetch all mail folders """ + """Fetch all mail folders""" try: if not state.outlook_client: raise Exception("OutlookClient not initialized") @@ -171,20 +189,21 @@ async def fetch_folders(state: GraphState) -> Command: logger.info(f"Fetched {len(folders)} folders") logger.info(f"All available folders: {list(folders.keys())}") - return Command( - update={ - "folders": folders - } - ) + return Command(update={"folders": folders}) except Exception as e: logger.error(f"Error fetching folders: {e}") return Command( update={ - "output": GraphOutput(success=False, rules_created=0, message=f"Error fetching folders: {e}") + "output": GraphOutput( + success=False, + rules_created=0, + message=f"Error fetching folders: {e}", + ) } ) + async def fetch_rules(state: GraphState) -> Command: """Extract just moveToFolder actions from existing rules in Outlook""" try: @@ -219,7 +238,7 @@ async def fetch_rules(state: GraphState) -> Command: target_folder=target_folder, sequence=item.get("sequence", 1), isEnabled=item.get("isEnabled", True), - rule_type="EXISTING" + rule_type="EXISTING", ) rules.append(rule) except Exception as e: @@ -228,65 +247,72 @@ async def fetch_rules(state: GraphState) -> Command: logger.info(f"Fetched {len(rules)} existing rules from Outlook") - return Command( - update={ - "rules": rules - } - ) + return Command(update={"rules": rules}) except Exception as e: logger.error(f"Error fetching rules: {e}") return Command( update={ - "output": GraphOutput(success=False, rules_created=0, message=f"Error fetching rules: {e}") + "output": GraphOutput( + success=False, rules_created=0, message=f"Error fetching rules: {e}" + ) } ) + def _infer_conditions_from_rule(llm_rule: llmRule, emails: List[Email]) -> Dict: """Infer rule conditions from rule name, reasoning, and email patterns""" conditions = {} rule_text = f"{llm_rule.rule_name} {llm_rule.reasoning}".lower() - email_pattern = r'\b[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\.[A-Z|a-z]{2,}\b' + email_pattern = r"\b[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\.[A-Z|a-z]{2,}\b" emails_mentioned = re.findall(email_pattern, llm_rule.reasoning, re.IGNORECASE) if emails_mentioned: - conditions['senderContains'] = emails_mentioned + conditions["senderContains"] = emails_mentioned else: # Try to infer from common patterns in rule names - if 'azure' in rule_text: - conditions['senderContains'] = ['azure', 'microsoft.com'] - elif 'teams' in rule_text: - conditions['senderContains'] = ['teams.mail.microsoft'] - elif 'sheerid' in rule_text: - conditions['senderContains'] = ['sheerid.com'] - elif 'upb' in rule_text or 'elearning' in rule_text: - conditions['senderContains'] = ['upb.ro', 'curs.upb.ro'] - elif 'grid' in rule_text or 'university' in rule_text: - conditions['senderContains'] = ['grid.pub.ro'] + if "azure" in rule_text: + conditions["senderContains"] = ["azure", "microsoft.com"] + elif "teams" in rule_text: + conditions["senderContains"] = ["teams.mail.microsoft"] + elif "sheerid" in rule_text: + conditions["senderContains"] = ["sheerid.com"] + elif "upb" in rule_text or "elearning" in rule_text: + conditions["senderContains"] = ["upb.ro", "curs.upb.ro"] + elif "grid" in rule_text or "university" in rule_text: + conditions["senderContains"] = ["grid.pub.ro"] else: # Fallback: analyze actual emails to find patterns target_folder = llm_rule.target_folder.lower() sender_patterns = [] for email in emails: - if any(keyword in email.sender.lower() for keyword in target_folder.split()): - sender_patterns.append(email.sender.split('@')[-1] if '@' in email.sender else email.sender) + if any( + keyword in email.sender.lower() for keyword in target_folder.split() + ): + sender_patterns.append( + email.sender.split("@")[-1] + if "@" in email.sender + else email.sender + ) if sender_patterns: # Take most common domain from collections import Counter + most_common = Counter(sender_patterns).most_common(1) if most_common: - conditions['senderContains'] = [most_common[0][0]] + conditions["senderContains"] = [most_common[0][0]] # If no conditions found, provide a generic fallback if not conditions: - conditions = {'senderContains': [llm_rule.target_folder.lower()]} + conditions = {"senderContains": [llm_rule.target_folder.lower()]} return conditions + async def llm_node(state: GraphState) -> Command: """Generate rule suggestions using LLM analysis of emails""" try: @@ -364,8 +390,7 @@ async def llm_node(state: GraphState) -> Command: Analyze the email patterns and create the most valuable organizational rules. """ - - llm = UiPathChat() + llm = UiPathChat(model="gpt-4o-mini-2024-07-18") structured_llm = llm.with_structured_output(RuleSuggestions) response = await structured_llm.ainvoke(prompt) @@ -373,28 +398,37 @@ async def llm_node(state: GraphState) -> Command: suggestions = [] - if hasattr(response, 'rules'): + if hasattr(response, "rules"): rules_list = response.rules - elif isinstance(response, dict) and 'rules' in response: - rules_list = response['rules'] - rules_list = [llmRule(**rule) if isinstance(rule, dict) else rule for rule in rules_list] + elif isinstance(response, dict) and "rules" in response: + rules_list = response["rules"] + rules_list = [ + llmRule(**rule) if isinstance(rule, dict) else rule + for rule in rules_list + ] elif isinstance(response, dict): rules_list = [llmRule(**response)] elif isinstance(response, list): - rules_list = [llmRule(**rule) if isinstance(rule, dict) else rule for rule in response] + rules_list = [ + llmRule(**rule) if isinstance(rule, dict) else rule for rule in response + ] else: - logger.warning(f"Unexpected response format: {type(response)}, content: {response}") + logger.warning( + f"Unexpected response format: {type(response)}, content: {response}" + ) rules_list = [] for idx, llm_rule in enumerate(rules_list): if isinstance(llm_rule, dict): rule_dict = llm_rule.copy() - if 'conditions' not in rule_dict: - rule_dict['conditions'] = {} + if "conditions" not in rule_dict: + rule_dict["conditions"] = {} try: llm_rule = llmRule(**rule_dict) except Exception as e: - logger.warning(f"Failed to create llmRule from dict {rule_dict}: {e}") + logger.warning( + f"Failed to create llmRule from dict {rule_dict}: {e}" + ) continue conditions = llm_rule.conditions @@ -412,32 +446,37 @@ async def llm_node(state: GraphState) -> Command: ) suggestions.append(rule_suggestion) - logger.info(f"Generated {len(suggestions)} rule suggestions using structured output") - - return Command( - update={ - "suggestions": suggestions - } + logger.info( + f"Generated {len(suggestions)} rule suggestions using structured output" ) + return Command(update={"suggestions": suggestions}) + except Exception as e: logger.error(f"Error generating rule suggestions: {e}") return Command( update={ - "output": GraphOutput(success=False, rules_created=0, message=f"Error generating suggestions: {e}") + "output": GraphOutput( + success=False, + rules_created=0, + message=f"Error generating suggestions: {e}", + ) } ) + async def wait_for_human_approval(state: GraphState) -> Command: """Wait for human approval before proceeding with rule creation""" # Format the suggestions for display - suggestions_text = "\n" + "="*60 + "\n" + suggestions_text = "\n" + "=" * 60 + "\n" suggestions_text += "EMAIL RULE SUGGESTIONS\n" - suggestions_text += "="*60 + "\n" + suggestions_text += "=" * 60 + "\n" for idx, suggestion in enumerate(state.suggestions, 1): - suggestions_text += f"\n{idx}.{suggestion.rule_type} Rule: {suggestion.rule_name}\n" + suggestions_text += ( + f"\n{idx}.{suggestion.rule_type} Rule: {suggestion.rule_name}\n" + ) suggestions_text += f" Target Folder: {suggestion.target_folder}\n" suggestions_text += " Conditions:\n" @@ -449,7 +488,9 @@ async def wait_for_human_approval(state: GraphState) -> Command: # Add explanation based on rule type if suggestion.rule_type == "IMPROVED": - suggestions_text += " This will enhance an existing rule with additional conditions\n" + suggestions_text += ( + " This will enhance an existing rule with additional conditions\n" + ) else: suggestions_text += " This will create a new rule\n" @@ -458,14 +499,15 @@ async def wait_for_human_approval(state: GraphState) -> Command: improved_rules = len([r for r in state.suggestions if r.rule_type == "IMPROVED"]) # Get unique target folders that don't exist yet - suggested_folders = set(r.target_folder for r in state.suggestions if r.rule_type == "NEW") + suggested_folders = set( + r.target_folder for r in state.suggestions if r.rule_type == "NEW" + ) existing_folders = set(state.folders.keys()) new_folders_needed = suggested_folders - existing_folders existing_folders_used = suggested_folders & existing_folders - - suggestions_text += f"\n" + "="*60 + "\n" - suggestions_text += f"SUMMARY:\n" + suggestions_text += "\n" + "=" * 60 + "\n" + suggestions_text += "SUMMARY:\n" suggestions_text += f"• {new_rules} new rules will be created\n" suggestions_text += f"• {improved_rules} existing rules will be improved\n" suggestions_text += f"• Total suggestions: {len(state.suggestions)}\n" @@ -477,12 +519,13 @@ async def wait_for_human_approval(state: GraphState) -> Command: suggestions_text += f" • {folder}\n" if existing_folders_used: - suggestions_text += f"\nEXISTING FOLDERS TO BE USED ({len(existing_folders_used)}):\n" + suggestions_text += ( + f"\nEXISTING FOLDERS TO BE USED ({len(existing_folders_used)}):\n" + ) for folder in sorted(existing_folders_used): suggestions_text += f" • {folder}\n" - - suggestions_text += "="*60 + "\n" + suggestions_text += "=" * 60 + "\n" suggestions_text += "\n Do you want to proceed with creating these rules?\n" suggestions_text += "Select 'true' to create the rules\n" suggestions_text += "Select 'false' to cancel\n" @@ -491,31 +534,32 @@ async def wait_for_human_approval(state: GraphState) -> Command: logger.info("Displaying suggestions to user for approval...") logger.info(suggestions_text) - action_data = interrupt(CreateTask( - app_name="escalation_agent_app", - title="Email Rule Suggestions - Approval Required", - data={ - "AgentOutput": suggestions_text, - "AgentName": "Email Organization Assistant" - }, - app_version=1, - assignee=state.assignee, # Use assignee from input - app_folder_path=os.getenv("FOLDER_PATH_PLACEHOLDER") - )) + action_data = interrupt( + CreateTask( + app_name="escalation_agent_app", + title="Email Rule Suggestions - Approval Required", + data={ + "AgentOutput": suggestions_text, + "AgentName": "Email Organization Assistant", + }, + app_version=1, + assignee=state.assignee, # Use assignee from input + app_folder_path=os.getenv("FOLDER_PATH_PLACEHOLDER"), + ) + ) # uncomment this to use regular cli --resume # action_data = interrupt("\nAgent output:\n" + suggestions_text + "\n\nDo you approve these email rule suggestions? (Yes/No)") logger.info(f"Action data received: {action_data}") # Wait for human approval - human_approved = isinstance(action_data.get("Answer"), bool) and action_data["Answer"] is True - - return Command( - update={ - "human_approved": human_approved - } + human_approved = ( + isinstance(action_data.get("Answer"), bool) and action_data["Answer"] is True ) + return Command(update={"human_approved": human_approved}) + + def conditions_overlap(cond1, cond2): """Check if two condition dicts have overlapping values.""" for key in cond1: @@ -550,32 +594,56 @@ async def create_rules(state: GraphState) -> Command: # Process each rule suggestion for idx, suggestion in enumerate(state.suggestions, 1): - logger.info(f"Processing rule {idx}/{len(state.suggestions)}: {suggestion.rule_name} ({suggestion.rule_type})") + logger.info( + f"Processing rule {idx}/{len(state.suggestions)}: {suggestion.rule_name} ({suggestion.rule_type})" + ) try: if suggestion.rule_type == "IMPROVED": # Try to match by name first - matched_rule = next((r for r in existing_rules if r.rule_name == suggestion.rule_name), None) + matched_rule = next( + ( + r + for r in existing_rules + if r.rule_name == suggestion.rule_name + ), + None, + ) # If not found, match by folder and overlapping conditions if not matched_rule: for r in existing_rules: folder_match = r.target_folder == suggestion.target_folder - cond_match = conditions_overlap(r.conditions, suggestion.conditions) - name_similarity = SequenceMatcher(None, r.rule_name, suggestion.rule_name).ratio() + cond_match = conditions_overlap( + r.conditions, suggestion.conditions + ) + name_similarity = SequenceMatcher( + None, r.rule_name, suggestion.rule_name + ).ratio() if folder_match and cond_match and name_similarity > 0.5: matched_rule = r break if matched_rule: logger.info(f"Updating existing rule: {matched_rule.rule_name}") - folder_id = state.folders.get(suggestion.target_folder, matched_rule.actions.get("moveToFolder", "")) + folder_id = state.folders.get( + suggestion.target_folder, + matched_rule.actions.get("moveToFolder", ""), + ) if not folder_id: - errors.append(f"No folder ID found for improved rule {suggestion.rule_name}") + errors.append( + f"No folder ID found for improved rule {suggestion.rule_name}" + ) continue try: - await state.outlook_client._delete(f"mailFolders/inbox/messageRules/{matched_rule.id}") - logger.info(f"Deleted existing rule: {matched_rule.rule_name}") + await state.outlook_client._delete( + f"mailFolders/inbox/messageRules/{matched_rule.id}" + ) + logger.info( + f"Deleted existing rule: {matched_rule.rule_name}" + ) except Exception as e: - logger.warning(f"Could not delete existing rule {matched_rule.rule_name}: {e}") + logger.warning( + f"Could not delete existing rule {matched_rule.rule_name}: {e}" + ) rule_data = { "displayName": suggestion.rule_name, "sequence": matched_rule.sequence, @@ -583,18 +651,26 @@ async def create_rules(state: GraphState) -> Command: "conditions": suggestion.conditions, "actions": { "moveToFolder": folder_id, - "stopProcessingRules": False - } + "stopProcessingRules": False, + }, } - rule_id = await state.outlook_client.create_message_rule(rule_data) + rule_id = await state.outlook_client.create_message_rule( + rule_data + ) if rule_id: rules_updated += 1 logger.info(f"Updated rule: {suggestion.rule_name}") else: - errors.append(f"Failed to update rule {suggestion.rule_name}") + errors.append( + f"Failed to update rule {suggestion.rule_name}" + ) else: - logger.warning(f"Cannot improve rule '{suggestion.rule_name}' - no similar existing rule found") - errors.append(f"Cannot improve rule '{suggestion.rule_name}' - no similar existing rule found") + logger.warning( + f"Cannot improve rule '{suggestion.rule_name}' - no similar existing rule found" + ) + errors.append( + f"Cannot improve rule '{suggestion.rule_name}' - no similar existing rule found" + ) elif suggestion.rule_type == "NEW": # Handle NEW rule - create folder if needed, then create rule folder_name = suggestion.target_folder @@ -610,7 +686,9 @@ async def create_rules(state: GraphState) -> Command: else: # Create new folder logger.info(f"Creating new folder: {folder_name}") - folder_id = await state.outlook_client.create_folder(folder_name) + folder_id = await state.outlook_client.create_folder( + folder_name + ) if folder_id: created_folders[folder_name] = folder_id @@ -632,11 +710,13 @@ async def create_rules(state: GraphState) -> Command: "conditions": suggestion.conditions, "actions": { "moveToFolder": folder_id, - "stopProcessingRules": False - } + "stopProcessingRules": False, + }, } - logger.info(f"Creating new rule: {suggestion.rule_name} -> {folder_name}") + logger.info( + f"Creating new rule: {suggestion.rule_name} -> {folder_name}" + ) rule_id = await state.outlook_client.create_message_rule(rule_data) if rule_id: @@ -646,11 +726,16 @@ async def create_rules(state: GraphState) -> Command: errors.append(f"Failed to create rule {suggestion.rule_name}") else: - logger.warning(f"Unknown rule type '{suggestion.rule_type}' for rule {suggestion.rule_name}") - errors.append(f"Unknown rule type '{suggestion.rule_type}' for rule {suggestion.rule_name}") + logger.warning( + f"Unknown rule type '{suggestion.rule_type}' for rule {suggestion.rule_name}" + ) + errors.append( + f"Unknown rule type '{suggestion.rule_type}' for rule {suggestion.rule_name}" + ) # Rate limiting to avoid API throttling import asyncio + await asyncio.sleep(0.5) except Exception as e: @@ -659,7 +744,7 @@ async def create_rules(state: GraphState) -> Command: continue # Log final summary - logger.info(f"FINAL SUMMARY:") + logger.info("FINAL SUMMARY:") logger.info(f" • Created {len(created_folders)} new folders") logger.info(f" • Created {rules_created} new rules") logger.info(f" • Updated {rules_updated} existing rules") @@ -677,7 +762,7 @@ async def create_rules(state: GraphState) -> Command: "output": GraphOutput( success=success, rules_created=total_rules, - message=f"Created {len(created_folders)} folders, {rules_created} new rules, updated {rules_updated} existing rules. {len(errors)} errors encountered." + message=f"Created {len(created_folders)} folders, {rules_created} new rules, updated {rules_updated} existing rules. {len(errors)} errors encountered.", ) } ) @@ -689,11 +774,12 @@ async def create_rules(state: GraphState) -> Command: "output": GraphOutput( success=False, rules_created=0, - message=f"Error creating/updating rules: {e}" + message=f"Error creating/updating rules: {e}", ) } ) + def build_graph() -> StateGraph: """Build and compile the email organization graph.""" builder = StateGraph(GraphState, input=GraphInput, output=GraphOutput) @@ -714,18 +800,24 @@ def build_graph() -> StateGraph: builder.add_edge("fetch_folders", "fetch_rules") builder.add_edge("fetch_rules", "llm_analysis") builder.add_edge("llm_analysis", "wait_for_approval") + def should_create_rules(state: GraphState) -> str: return "create_rules" if state.human_approved else "END" + builder.add_conditional_edges( "wait_for_approval", should_create_rules, - {"create_rules": "create_rules", "END": END} + {"create_rules": "create_rules", "END": END}, ) builder.add_edge("create_rules", END) from langgraph.checkpoint.memory import MemorySaver + checkpointer = MemorySaver() - return builder.compile(checkpointer=checkpointer, interrupt_before=["wait_for_approval"]) + return builder.compile( + checkpointer=checkpointer, interrupt_before=["wait_for_approval"] + ) + graph = build_graph() diff --git a/samples/joke-agent/graph.py b/samples/joke-agent/graph.py index 85025cae..a14edeef 100644 --- a/samples/joke-agent/graph.py +++ b/samples/joke-agent/graph.py @@ -3,18 +3,18 @@ from langchain.agents import create_agent from langchain_core.messages import HumanMessage from langchain_core.tools import tool -from langgraph.constants import START, END +from langgraph.constants import END, START from langgraph.graph import StateGraph +from middleware import CustomFilterAction, LoggingMiddleware from pydantic import BaseModel from uipath.core.guardrails import GuardrailScope -from middleware import CustomFilterAction, LoggingMiddleware from uipath_langchain.chat import UiPathChat from uipath_langchain.guardrails import ( BlockAction, - PIIDetectionEntity, GuardrailExecutionStage, LogAction, + PIIDetectionEntity, PIIDetectionEntityType, UiPathDeterministicGuardrailMiddleware, UiPathPIIDetectionMiddleware, @@ -26,11 +26,13 @@ # Define input schema for the agent class Input(BaseModel): """Input schema for the joke agent.""" + topic: str class Output(BaseModel): """Output schema for the joke agent.""" + joke: str @@ -57,6 +59,7 @@ def analyze_joke_syntax(joke: str) -> str: return f"Words number: {word_count}\nLetters: {letter_count}" + # System prompt based on agent1.json SYSTEM_PROMPT = """You are an AI assistant designed to generate family-friendly jokes. Your process is as follows: @@ -140,7 +143,7 @@ def analyze_joke_syntax(joke: str) -> str: ), stage=GuardrailExecutionStage.POST, name="Joke Content Always Filter", - ) + ), ], ) @@ -150,7 +153,9 @@ async def joke_node(state: Input) -> Output: """Convert topic to messages, call agent, and extract joke.""" # Convert topic to messages format messages = [ - HumanMessage(content=f"Generate a family-friendly joke based on the topic: {state.topic}") + HumanMessage( + content=f"Generate a family-friendly joke based on the topic: {state.topic}" + ) ] # Call the agent with messages diff --git a/samples/oauth-external-apps-agent/main.py b/samples/oauth-external-apps-agent/main.py index 97fd32ce..8d9802a5 100644 --- a/samples/oauth-external-apps-agent/main.py +++ b/samples/oauth-external-apps-agent/main.py @@ -1,21 +1,21 @@ import os -import dotenv -import httpx from contextlib import asynccontextmanager -from typing import Optional, Literal +from typing import Literal, Optional -from pydantic import BaseModel -from langgraph.graph import StateGraph, START, END -from langgraph.types import Command +import dotenv +import httpx from langchain.agents import create_agent -from langchain.messages import SystemMessage, HumanMessage - -from uipath_langchain.chat.models import UiPathChat +from langchain.messages import HumanMessage, SystemMessage from langchain_mcp_adapters.tools import load_mcp_tools +from langgraph.graph import END, START, StateGraph +from langgraph.types import Command from mcp import ClientSession from mcp.client.streamable_http import streamablehttp_client +from pydantic import BaseModel from uipath.platform import UiPath +from uipath_langchain.chat import UiPathChat + dotenv.load_dotenv() UIPATH_CLIENT_ID = "EXTERNAL_APP_CLIENT_ID_HERE" @@ -24,17 +24,21 @@ UIPATH_URL = "base_url" UIPATH_MCP_SERVER_URL = os.getenv("UIPATH_MCP_SERVER_URL") + class GraphInput(BaseModel): task: str + class GraphOutput(BaseModel): result: str + class State(BaseModel): task: str access_token: Optional[str] = os.getenv("UIPATH_ACCESS_TOKEN") result: Optional[str] = None + async def fetch_new_access_token(state: State) -> Command: try: UiPath( @@ -48,6 +52,7 @@ async def fetch_new_access_token(state: State) -> Command: except Exception as e: raise Exception(f"Failed to initialize UiPath SDK: {str(e)}") + @asynccontextmanager async def agent_mcp(access_token: str): async with streamablehttp_client( @@ -62,28 +67,37 @@ async def agent_mcp(access_token: str): agent = create_agent(model, tools=tools) yield agent + async def connect_to_mcp(state: State) -> Command: try: async with agent_mcp(state.access_token) as agent: - agent_response = await agent.ainvoke({ - "messages": [ - SystemMessage(content="You are a helpful assistant."), - HumanMessage(content=state.task), - ], - }) + agent_response = await agent.ainvoke( + { + "messages": [ + SystemMessage(content="You are a helpful assistant."), + HumanMessage(content=state.task), + ], + } + ) return Command(update={"result": agent_response["messages"][-1].content}) except ExceptionGroup as e: for error in e.exceptions: - if isinstance(error, httpx.HTTPStatusError) and error.response.status_code == 401: + if ( + isinstance(error, httpx.HTTPStatusError) + and error.response.status_code == 401 + ): return Command(update={"access_token": None}) raise + def route_start(state: State) -> Literal["fetch_new_access_token", "connect_to_mcp"]: return "fetch_new_access_token" if state.access_token is None else "connect_to_mcp" + def route_after_connect(state: State): return "fetch_new_access_token" if state.access_token is None else END + builder = StateGraph(State, input=GraphInput, output=GraphOutput) builder.add_node("fetch_new_access_token", fetch_new_access_token) builder.add_node("connect_to_mcp", connect_to_mcp) diff --git a/samples/retrieval-chain/main.py b/samples/retrieval-chain/main.py index afdf9f41..65669e5f 100644 --- a/samples/retrieval-chain/main.py +++ b/samples/retrieval-chain/main.py @@ -11,14 +11,17 @@ from langchain_core.prompts import ChatPromptTemplate from langchain_core.runnables import RunnablePassthrough from langchain_core.vectorstores import VectorStore -from uipath_langchain.chat.models import UiPathAzureChatOpenAI + +from uipath_langchain.chat import UiPathAzureChatOpenAI from uipath_langchain.vectorstores.context_grounding_vectorstore import ( ContextGroundingVectorStore, ) + @dataclass class MainInput: """Input parameters for the main function.""" + query: str index_name: str k: int @@ -67,17 +70,16 @@ def retrieval_chain(query: str) -> dict[str, Any]: async def main(input_data: MainInput): - """Run a simple example of ContextGroundingVectorStore.""" - vectorstore = ContextGroundingVectorStore( - index_name=input_data.index_name - ) + vectorstore = ContextGroundingVectorStore(index_name=input_data.index_name) # Use query from input query = input_data.query # Perform semantic searches with distance scores - docs_with_scores = await vectorstore.asimilarity_search_with_score(query=query, k=input_data.k) + docs_with_scores = await vectorstore.asimilarity_search_with_score( + query=query, k=input_data.k + ) print("==== Docs with distance scores ====") pprint( [ @@ -88,7 +90,9 @@ async def main(input_data: MainInput): # Perform a similarity search with relevance scores docs_with_relevance_scores = ( - await vectorstore.asimilarity_search_with_relevance_scores(query=query, k=input_data.k) + await vectorstore.asimilarity_search_with_relevance_scores( + query=query, k=input_data.k + ) ) print("==== Docs with relevance scores ====") pprint( @@ -100,6 +104,7 @@ async def main(input_data: MainInput): # Run a retrieval chain model = UiPathAzureChatOpenAI( + model="gpt-4o-mini-2024-07-18", max_retries=3, ) diff --git a/src/uipath_langchain/_utils/__init__.py b/src/uipath_langchain/_utils/__init__.py deleted file mode 100644 index 1902d730..00000000 --- a/src/uipath_langchain/_utils/__init__.py +++ /dev/null @@ -1,3 +0,0 @@ -from ._request_mixin import UiPathRequestMixin - -__all__ = ["UiPathRequestMixin"] diff --git a/src/uipath_langchain/_utils/_request_mixin.py b/src/uipath_langchain/_utils/_request_mixin.py deleted file mode 100644 index 198c95f1..00000000 --- a/src/uipath_langchain/_utils/_request_mixin.py +++ /dev/null @@ -1,800 +0,0 @@ -# mypy: disable-error-code="no-redef,arg-type" -import json -import logging -import os -import time -from typing import Any, AsyncIterator, Dict, Iterator, Mapping - -import httpx -import openai -from langchain_core.embeddings import Embeddings -from langchain_core.language_models.chat_models import _cleanup_llm_representation -from langchain_core.messages import AIMessageChunk -from langchain_core.messages.ai import UsageMetadata -from langchain_core.outputs import ChatGenerationChunk -from pydantic import BaseModel, ConfigDict, Field, SecretStr, ValidationError -from tenacity import ( - AsyncRetrying, - Retrying, - retry_if_exception_type, - stop_after_attempt, - wait_exponential_jitter, -) -from uipath._utils._ssl_context import get_httpx_client_kwargs -from uipath.runtime.errors import ( - UiPathErrorCategory, - UiPathErrorCode, - UiPathRuntimeError, -) - -from uipath_langchain._utils._settings import ( - UiPathClientFactorySettings, - UiPathClientSettings, - get_uipath_token_header, -) -from uipath_langchain._utils._sleep_policy import before_sleep_log -from uipath_langchain.runtime.errors import ( - LangGraphErrorCode, - LangGraphRuntimeError, -) - - -def get_from_uipath_url(): - url = os.getenv("UIPATH_URL") - if url: - return "/".join(url.split("/", 3)[:3]) - return None - - -def _get_access_token(data): - """Get access token from settings, environment variables, or UiPath client factory.""" - token = ( - getattr(data["settings"], "access_token", None) - or os.getenv("UIPATH_ACCESS_TOKEN") - or os.getenv("UIPATH_SERVICE_TOKEN") - ) - - if token: - return token - - try: - settings = UiPathClientFactorySettings( - UIPATH_BASE_URL=data["base_url"], - UIPATH_CLIENT_ID=data["client_id"], - UIPATH_CLIENT_SECRET=data["client_secret"], - ) - return get_uipath_token_header(settings) - except ValidationError: - raise UiPathRuntimeError( - UiPathErrorCode.EXECUTION_ERROR, - title="Authorization required", - detail="Authorization required. Please run uipath auth", - category=UiPathErrorCategory.USER, - ) from None - - -class UiPathRequestMixin(BaseModel): - model_config = ConfigDict(arbitrary_types_allowed=True) - - default_headers: Mapping[str, str] | None = { - "X-UiPath-Streaming-Enabled": "false", - "X-UiPath-JobKey": os.getenv("UIPATH_JOB_KEY", ""), - "X-UiPath-ProcessKey": os.getenv("UIPATH_PROCESS_KEY", ""), - } - model_name: str | None = Field( - default_factory=lambda: os.getenv( - "UIPATH_MODEL_NAME", "gpt-4.1-mini-2025-04-14" - ), - alias="model", - ) - settings: UiPathClientSettings | None = None - client_id: str | None = Field(default_factory=lambda: os.getenv("UIPATH_CLIENT_ID")) - client_secret: str | None = Field( - default_factory=lambda: os.getenv("UIPATH_CLIENT_SECRET") - ) - base_url: str | None = Field( - default_factory=lambda data: getattr(data["settings"], "base_url", None) - or os.getenv("UIPATH_BASE_URL") - or get_from_uipath_url(), - alias="azure_endpoint", - ) - access_token: str | None = Field( - default_factory=lambda data: _get_access_token(data) - ) - - org_id: Any = Field( - default_factory=lambda data: getattr(data["settings"], "org_id", None) - or os.getenv("UIPATH_ORGANIZATION_ID", "") - ) - tenant_id: Any = Field( - default_factory=lambda data: getattr(data["settings"], "tenant_id", None) - or os.getenv("UIPATH_TENANT_ID", "") - ) - requesting_product: Any = Field( - default_factory=lambda data: getattr( - data["settings"], "requesting_product", None - ) - or os.getenv("UIPATH_REQUESTING_PRODUCT", "uipath-python-sdk") - ) - requesting_feature: Any = Field( - default_factory=lambda data: getattr( - data["settings"], "requesting_feature", None - ) - or os.getenv("UIPATH_REQUESTING_FEATURE", "langgraph-agent") - ) - default_request_timeout: Any = Field( - default_factory=lambda data: float( - getattr(data["settings"], "timeout_seconds", None) - or os.getenv("UIPATH_TIMEOUT_SECONDS", "120") - ), - alias="timeout", - ) - - openai_api_version: str | None = Field( - default_factory=lambda: os.getenv("OPENAI_API_VERSION", "2024-08-01-preview"), - alias="api_version", - ) - include_account_id: bool = False - temperature: float | None = 0.0 - max_tokens: int | None = 1000 - frequency_penalty: float | None = None - presence_penalty: float | None = None - agenthub_config: str | None = None - byo_connection_id: str | None = None - - logger: logging.Logger | None = None - max_retries: int | None = 5 - base_delay: float = 5.0 - max_delay: float = 60.0 - - _url: str | None = None - _auth_headers: dict[str, str] | None = None - - # required to instantiate AzureChatOpenAI subclasses - azure_endpoint: str | None = Field( - default="placeholder", description="Bypassed Azure endpoint" - ) - openai_api_key: SecretStr | None = Field( - default=SecretStr("placeholder"), description="Bypassed API key" - ) - # required to instatiate ChatAnthropic subclasses (will be needed when passthrough is implemented for Anthropic models) - stop_sequences: list[str] | None = Field( - default=None, description="Bypassed stop sequence" - ) - - def _request( - self, url: str, request_body: dict[str, Any], headers: dict[str, str] - ) -> dict[str, Any]: - """Run an asynchronous call to the LLM.""" - # if self.logger: - # self.logger.info(f"Completion request: {request_body['messages'][:2]}") - client_kwargs = get_httpx_client_kwargs() - with httpx.Client( - **client_kwargs, # Apply SSL configuration - event_hooks={ - "request": [self._log_request_duration], - "response": [self._log_response_duration], - }, - ) as client: - response = client.post( - url, - headers=headers, - json=request_body, - timeout=self.default_request_timeout, - ) - - # Handle HTTP errors and map them to OpenAI exceptions - try: - content = response.content # Read content to avoid closed stream issues - print(f"Response content: {content.decode('utf-8')}") - response.raise_for_status() - except httpx.HTTPStatusError as err: - if self.logger: - self.logger.error( - "Error querying UiPath: %s (%s)", - err.response.reason_phrase, - err.response.status_code, - extra={ - "ActionName": self.settings.action_name, - "ActionId": self.settings.action_id, - } - if self.settings - else None, - ) - raise self._make_status_error_from_response(err.response) from err - - return response.json() - - def _call( - self, url: str, request_body: dict[str, Any], headers: dict[str, str] - ) -> dict[str, Any]: - """Run a synchronous call with retries to LLM""" - if self.max_retries is None: - return self._request(url, request_body, headers) - - retryer = Retrying( - stop=stop_after_attempt(self.max_retries), - wait=wait_exponential_jitter( - initial=self.base_delay, - max=self.max_delay, - jitter=1.0, - ), - retry=retry_if_exception_type( - (openai.RateLimitError, httpx.TimeoutException) - ), - reraise=True, - before_sleep=before_sleep_log(self.logger, logging.WARNING) - if self.logger is not None - else None, - ) - - try: - return retryer(self._request, url, request_body, headers) - # return self._request(url, request_body, headers) - except openai.APIStatusError as err: - if self.logger: - self.logger.error( - "Failed querying LLM after retries: %s", - err, - extra={ - "ActionName": self.settings.action_name, - "ActionId": self.settings.action_id, - } - if self.settings - else None, - ) - raise err - - async def _arequest( - self, url: str, request_body: dict[str, Any], headers: dict[str, str] - ) -> dict[str, Any]: - # if self.logger: - # self.logger.info(f"Completion request: {request_body['messages'][:2]}") - client_kwargs = get_httpx_client_kwargs() - async with httpx.AsyncClient( - **client_kwargs, # Apply SSL configuration - event_hooks={ - "request": [self._alog_request_duration], - "response": [self._alog_response_duration], - }, - ) as client: - response = await client.post( - url, - headers=headers, - json=request_body, - timeout=self.default_request_timeout, - ) - # Handle HTTP errors and map them to OpenAI exceptions - try: - response.raise_for_status() - except httpx.HTTPStatusError as err: - if self.logger: - self.logger.error( - "Error querying LLM: %s (%s)", - err.response.reason_phrase, - err.response.status_code, - extra={ - "ActionName": self.settings.action_name, - "ActionId": self.settings.action_id, - } - if self.settings - else None, - ) - raise self._make_status_error_from_response(err.response) from err - - return response.json() - - async def _acall( - self, url: str, request_body: dict[str, Any], headers: dict[str, str] - ) -> dict[str, Any]: - """Run an asynchronous call with retries to the LLM.""" - if self.max_retries is None: - return await self._arequest(url, request_body, headers) - - retryer = AsyncRetrying( - stop=stop_after_attempt(self.max_retries), - wait=wait_exponential_jitter( - initial=self.base_delay, - max=self.max_delay, - jitter=1.0, - ), - retry=retry_if_exception_type( - (openai.RateLimitError, httpx.TimeoutException) - ), - reraise=True, - before_sleep=before_sleep_log(self.logger, logging.WARNING) - if self.logger is not None - else None, - ) - - try: - response: Any = await retryer(self._arequest, url, request_body, headers) - if self.logger: - self.logger.info( - f"[uipath_langchain_client] Finished retryer after {retryer.statistics['attempt_number'] - 1} retries", - extra={ - "retry": f"{retryer.statistics['attempt_number'] - 1}", - "ActionName": self.settings.action_name, - "ActionId": self.settings.action_id, - } - if self.settings - else { - "retry": f"{retryer.statistics['attempt_number'] - 1}", - }, - ) - return response - except openai.APIStatusError as err: - if self.logger: - self.logger.error( - "[uipath_langchain_client] Failed querying LLM after retries: %s", - err, - extra={ - "reason": err.message, - "statusCode": err.status_code, - "ActionName": self.settings.action_name, - "ActionId": self.settings.action_id, - } - if self.settings - else { - "reason": err.message, - "statusCode": err.status_code, - }, - ) - raise err - - def _convert_chunk( - self, - chunk: Dict[str, Any], - default_chunk_class: type, - include_tool_calls: bool = False, - ) -> ChatGenerationChunk | None: - """Convert a streaming chunk to a ChatGenerationChunk. - - Args: - chunk: The raw SSE chunk dictionary - default_chunk_class: The default message chunk class to use - include_tool_calls: Whether to parse and include tool call chunks - - Returns: - A ChatGenerationChunk or None if the chunk should be skipped - """ - - token_usage = chunk.get("usage") - choices = chunk.get("choices", []) - - usage_metadata: UsageMetadata | None = None - if token_usage: - usage_metadata = UsageMetadata( - input_tokens=token_usage.get("prompt_tokens", 0), - output_tokens=token_usage.get("completion_tokens", 0), - total_tokens=token_usage.get("total_tokens", 0), - ) - - if len(choices) == 0: - return ChatGenerationChunk( - message=default_chunk_class(content="", usage_metadata=usage_metadata), - generation_info={}, - ) - - choice = choices[0] - delta = choice.get("delta") - if delta is None: - return None - - # Extract content from delta - content = delta.get("content", "") - - # Build the message chunk - message_kwargs = { - "content": content or "", - "usage_metadata": usage_metadata, - } - - # Handle tool calls if requested (for normalized API) - if include_tool_calls: - tool_calls = delta.get("tool_calls", []) - tool_call_chunks = [] - if tool_calls: - for tc in tool_calls: - # Tool call structure: {'function': {'name': '...', 'arguments': '...'}, 'id': '...', 'index': 0} - function = tc.get("function", {}) - tool_call_chunks.append( - { - "id": tc.get("id"), - "name": function.get("name"), - "args": function.get("arguments", ""), - "index": tc.get("index", 0), - } - ) - if tool_call_chunks: - message_kwargs["tool_call_chunks"] = tool_call_chunks - - message_chunk = AIMessageChunk(**message_kwargs) - - generation_info = {} - if finish_reason := choice.get("finish_reason"): - generation_info["finish_reason"] = finish_reason - if model_name := chunk.get("model"): - generation_info["model_name"] = model_name - - return ChatGenerationChunk( - message=message_chunk, - generation_info=generation_info or None, - ) - - def _stream_request( - self, url: str, request_body: Dict[str, Any], headers: Dict[str, str] - ) -> Iterator[Dict[str, Any]]: - """Stream SSE responses from the LLM.""" - client_kwargs = get_httpx_client_kwargs() - with httpx.Client( - **client_kwargs, - event_hooks={ - "request": [self._log_request_duration], - "response": [self._log_response_duration], - }, - ) as client: - with client.stream( - "POST", - url, - headers=headers, - json=request_body, - timeout=self.default_request_timeout, - ) as response: - try: - response.raise_for_status() - except httpx.HTTPStatusError as err: - if self.logger: - self.logger.error( - "Error querying UiPath: %s (%s)", - err.response.reason_phrase, - err.response.status_code, - extra={ - "ActionName": self.settings.action_name, - "ActionId": self.settings.action_id, - } - if self.settings - else None, - ) - # Read the response body for streaming responses - err.response.read() - raise self._make_status_error_from_response(err.response) from err - - for line in response.iter_lines(): - line = line.strip() - if not line: - continue - - if self.logger: - self.logger.debug(f"[SSE] Raw line: {line}") - - if line.startswith("data:"): - data = line[ - 5: - ].strip() # Remove "data:" prefix and strip whitespace - if data == "[DONE]": - break - if not data: # Skip empty data lines - continue - try: - parsed = json.loads(data) - # Skip empty chunks (some APIs send them as keepalive) - # Check for truly empty: empty id AND (no choices or empty choices list) - if (not parsed.get("id") or parsed.get("id") == "") and ( - not parsed.get("choices") - or len(parsed.get("choices", [])) == 0 - ): - if self.logger: - self.logger.debug( - "[SSE] Skipping empty keepalive chunk" - ) - continue - yield parsed - except json.JSONDecodeError as e: - if self.logger: - self.logger.warning( - f"Failed to parse SSE chunk: {data}, error: {e}" - ) - continue - else: - # Handle lines without "data: " prefix (some APIs send raw JSON) - try: - parsed = json.loads(line) - if self.logger: - self.logger.debug(f"[SSE] Parsed raw JSON: {parsed}") - yield parsed - except json.JSONDecodeError: - # Not JSON, skip - pass - - async def _astream_request( - self, url: str, request_body: Dict[str, Any], headers: Dict[str, str] - ) -> AsyncIterator[Dict[str, Any]]: - """Async stream SSE responses from the LLM.""" - client_kwargs = get_httpx_client_kwargs() - async with httpx.AsyncClient( - **client_kwargs, - event_hooks={ - "request": [self._alog_request_duration], - "response": [self._alog_response_duration], - }, - ) as client: - async with client.stream( - "POST", - url, - headers=headers, - json=request_body, - timeout=self.default_request_timeout, - ) as response: - try: - response.raise_for_status() - except httpx.HTTPStatusError as err: - if self.logger: - self.logger.error( - "Error querying LLM: %s (%s)", - err.response.reason_phrase, - err.response.status_code, - extra={ - "ActionName": self.settings.action_name, - "ActionId": self.settings.action_id, - } - if self.settings - else None, - ) - # Read the response body for streaming responses - await err.response.aread() - raise self._make_status_error_from_response(err.response) from err - - async for line in response.aiter_lines(): - line = line.strip() - if not line: - continue - - if self.logger: - self.logger.debug(f"[SSE] Raw line: {line}") - - if line.startswith("data:"): - data = line[ - 5: - ].strip() # Remove "data:" prefix and strip whitespace - if data == "[DONE]": - break - if not data: # Skip empty data lines - continue - try: - parsed = json.loads(data) - # Skip empty chunks (some APIs send them as keepalive) - # Check for truly empty: empty id AND (no choices or empty choices list) - if (not parsed.get("id") or parsed.get("id") == "") and ( - not parsed.get("choices") - or len(parsed.get("choices", [])) == 0 - ): - if self.logger: - self.logger.debug( - "[SSE] Skipping empty keepalive chunk" - ) - continue - yield parsed - except json.JSONDecodeError as e: - if self.logger: - self.logger.warning( - f"Failed to parse SSE chunk: {data}, error: {e}" - ) - continue - else: - # Handle lines without "data: " prefix (some APIs send raw JSON) - try: - parsed = json.loads(line) - if self.logger: - self.logger.debug(f"[SSE] Parsed raw JSON: {parsed}") - yield parsed - except json.JSONDecodeError: - # Not JSON, skip - pass - - def _make_status_error_from_response( - self, - response: httpx.Response, - ) -> openai.APIStatusError: - """Function reproduced from openai._client to handle UiPath errors.""" - if response.is_closed and not response.is_stream_consumed: - # We can't read the response body as it has been closed - # before it was read. This can happen if an event hook - # raises a status error. - body = None - err_msg = f"Error code: {response.status_code}" - else: - err_text = response.text.strip() - body = err_text - - try: - body = json.loads(err_text) - err_msg = f"Error code: {response.status_code} - {body}" - except Exception: - err_msg = err_text or f"Error code: {response.status_code}" - - return self._make_status_error(err_msg, body=body, response=response) - - def _make_status_error( - self, - err_msg: str, - *, - body: object, - response: httpx.Response, - ) -> openai.APIStatusError: - """Function reproduced from openai._client to handle UiPath errors.""" - data = body.get("error", body) if isinstance(body, Mapping) else body - if response.status_code == 400: - return openai.BadRequestError(err_msg, response=response, body=data) - - if response.status_code == 401: - return openai.AuthenticationError(err_msg, response=response, body=data) - - if response.status_code == 403: - # Check if this is a license-specific error - if isinstance(body, dict): - title = body.get("title", "").lower() - if title == "license not available": - raise LangGraphRuntimeError( - code=LangGraphErrorCode.LICENSE_NOT_AVAILABLE, - title=body.get("title", "License Not Available"), - detail=body.get( - "detail", "License not available for this service" - ), - category=UiPathErrorCategory.DEPLOYMENT, - ) - - return openai.PermissionDeniedError(err_msg, response=response, body=data) - - if response.status_code == 404: - return openai.NotFoundError(err_msg, response=response, body=data) - - if response.status_code == 409: - return openai.ConflictError(err_msg, response=response, body=data) - - if response.status_code == 422: - return openai.UnprocessableEntityError( - err_msg, response=response, body=data - ) - - if response.status_code == 429: - return openai.RateLimitError(err_msg, response=response, body=data) - - if response.status_code >= 500: - return openai.InternalServerError(err_msg, response=response, body=data) - return openai.APIStatusError(err_msg, response=response, body=data) - - def _log_request_duration(self, request: httpx.Request): - """Log the start time of the request.""" - if self.logger: - request.extensions["start_time"] = time.monotonic() - - def _log_response_duration(self, response: httpx.Response): - """Log the duration of the request.""" - if self.logger: - start_time = response.request.extensions.get("start_time") - if start_time: - duration = time.monotonic() - start_time - type = "embedding" - if not isinstance(self, Embeddings): - type = "normalized" if self.is_normalized else "completion" - self.logger.info( - f"[uipath_langchain_client] Request to {response.request.url} took {duration:.2f} seconds.", - extra={ - "requestUrl": f"{response.request.url}", - "duration": f"{duration:.2f}", - "type": type, - "ActionName": self.settings.action_name, - "ActionId": self.settings.action_id, - } - if self.settings - else { - "requestUrl": f"{response.request.url}", - "duration": f"{duration:.2f}", - "type": type, - }, - ) - - async def _alog_request_duration(self, request: httpx.Request): - """Log the start time of the request.""" - self._log_request_duration(request) - - async def _alog_response_duration(self, response: httpx.Response): - """Log the duration of the request.""" - self._log_response_duration(response) - - @property - def _llm_type(self) -> str: - """Get the type of language model used by this chat model. Used for logging purposes only.""" - return "uipath" - - @property - def _identifying_params(self) -> dict[str, Any]: - return { - "url": self.url, - "model": self.model_name, - "temperature": self.temperature, - "max_tokens": self.max_tokens, - "frequency_penalty": self.frequency_penalty, - "presence_penalty": self.presence_penalty, - } - - def _prepare_url(self, url: str) -> httpx.URL: - return httpx.URL(self.url) - - def _build_headers(self, options, retries_taken: int = 0) -> httpx.Headers: - return httpx.Headers(self.auth_headers) - - @property - def url(self) -> str: - if not self._url: - env_uipath_url = os.getenv("UIPATH_URL") - - if env_uipath_url: - self._url = f"{env_uipath_url.rstrip('/')}/{self.endpoint}" - else: - self._url = ( - f"{self.base_url}/{self.org_id}/{self.tenant_id}/{self.endpoint}" - ) - return self._url - - @property - def endpoint(self) -> str: - raise NotImplementedError( - "The endpoint property is not implemented for this class." - ) - - @property - def auth_headers(self) -> dict[str, str]: - if not self._auth_headers: - self._auth_headers = { - **self.default_headers, # type: ignore - "Authorization": f"Bearer {self.access_token}", - "X-UiPath-LlmGateway-TimeoutSeconds": str(self.default_request_timeout), - } - if self.agenthub_config: - self._auth_headers["X-UiPath-AgentHub-Config"] = self.agenthub_config - if self.byo_connection_id: - self._auth_headers["X-UiPath-LlmGateway-ByoIsConnectionId"] = ( - self.byo_connection_id - ) - if self.is_normalized and self.model_name: - self._auth_headers["X-UiPath-LlmGateway-NormalizedApi-ModelName"] = ( - self.model_name - ) - if self.include_account_id: - self._auth_headers["x-uipath-internal-accountid"] = self.org_id - self._auth_headers["x-uipath-internal-tenantid"] = self.tenant_id - return self._auth_headers - - def _get_llm_string(self, stop: list[str] | None = None, **kwargs: Any) -> str: - serialized_repr = getattr(self, "_serialized", self.model_dump()) - _cleanup_llm_representation(serialized_repr, 1) - kwargs = serialized_repr.get("kwargs", serialized_repr) - for key in [ - "base_url", - "access_token", - "client_id", - "client_secret", - "org_id", - "tenant_id", - "requesting_product", - "requesting_feature", - "azure_endpoint", - "openai_api_version", - "openai_api_key", - "default_request_timeout", - "max_retries", - "base_delay", - "max_delay", - "logger", - "settings", - ]: - if key in kwargs: - kwargs.pop(key, None) - llm_string = json.dumps(serialized_repr, sort_keys=True) - return llm_string - - @property - def is_normalized(self) -> bool: - return False diff --git a/src/uipath_langchain/_utils/_settings.py b/src/uipath_langchain/_utils/_settings.py deleted file mode 100644 index ac967601..00000000 --- a/src/uipath_langchain/_utils/_settings.py +++ /dev/null @@ -1,87 +0,0 @@ -# mypy: disable-error-code="syntax" -import os -from typing import Any - -import httpx -from pydantic import Field -from pydantic_settings import BaseSettings -from uipath._utils._ssl_context import get_httpx_client_kwargs - - -class UiPathCachedPathsSettings(BaseSettings): - cached_completion_db: str = Field( - default=os.path.join( - os.path.dirname(__file__), "tests", "tests_uipath_cache.db" - ), - alias="CACHED_COMPLETION_DB", - ) - cached_embeddings_dir: str = Field( - default=os.path.join(os.path.dirname(__file__), "tests", "cached_embeddings"), - alias="CACHED_EMBEDDINGS_DIR", - ) - - -uipath_cached_paths_settings = UiPathCachedPathsSettings() -uipath_token_header: str | None = None - - -class UiPathClientFactorySettings(BaseSettings): - base_url: str = Field(default="", alias="UIPATH_BASE_URL") - client_id: str = Field(default="", alias="UIPATH_CLIENT_ID") - client_secret: str = Field(default="", alias="UIPATH_CLIENT_SECRET") - - -class UiPathClientSettings(BaseSettings): - access_token: str = Field(default_factory=lambda: get_uipath_token_header()) - base_url: str = Field(default="", alias="UIPATH_BASE_URL") - org_id: str = Field(default="", alias="UIPATH_ORGANIZATION_ID") - tenant_id: str = Field(default="", alias="UIPATH_TENANT_ID") - requesting_product: str = Field( - default="uipath-python-sdk", alias="UIPATH_REQUESTING_PRODUCT" - ) - requesting_feature: str = Field( - default="langgraph-agent", alias="UIPATH_REQUESTING_FEATURE" - ) - timeout_seconds: str = Field(default="120", alias="UIPATH_TIMEOUT_SECONDS") - action_name: str = Field(default="DefaultActionName", alias="UIPATH_ACTION_NAME") - action_id: str = Field(default="DefaultActionId", alias="UIPATH_ACTION_ID") - - -def get_uipath_token_header( - settings: Any = None, -) -> str: - global uipath_token_header - if not uipath_token_header: - settings = settings or UiPathClientFactorySettings() - url_get_token = f"{settings.base_url}/identity_/connect/token" - token_credentials = dict( - client_id=settings.client_id, - client_secret=settings.client_secret, - grant_type="client_credentials", - ) - with httpx.Client(**get_httpx_client_kwargs()) as client: - res = client.post(url_get_token, data=token_credentials) - res_json = res.json() - uipath_token_header = res_json.get("access_token") - - return uipath_token_header or "" - - -async def get_token_header_async( - settings: Any = None, -) -> str: - global uipath_token_header - if not uipath_token_header: - settings = settings or UiPathClientFactorySettings() - url_get_token = f"{settings.base_url}/identity_/connect/token" - token_credentials = dict( - client_id=settings.client_id, - client_secret=settings.client_secret, - grant_type="client_credentials", - ) - - with httpx.Client(**get_httpx_client_kwargs()) as client: - res_json = client.post(url_get_token, data=token_credentials).json() - uipath_token_header = res_json.get("access_token") - - return uipath_token_header or "" diff --git a/src/uipath_langchain/_utils/_sleep_policy.py b/src/uipath_langchain/_utils/_sleep_policy.py deleted file mode 100644 index c059c796..00000000 --- a/src/uipath_langchain/_utils/_sleep_policy.py +++ /dev/null @@ -1,41 +0,0 @@ -import logging -from typing import Callable - -from tenacity import ( - RetryCallState, - _utils, -) - - -def before_sleep_log( - logger: "logging.Logger", - log_level: int, - exc_info: bool = False, -) -> Callable[["RetryCallState"], None]: - """Before call strategy that logs to some logger the attempt.""" - - def log_it(retry_state: "RetryCallState") -> None: - if retry_state.outcome is None: - raise RuntimeError("log_it() called before outcome was set") - - if retry_state.next_action is None: - raise RuntimeError("log_it() called before next_action was set") - - if retry_state.outcome.failed: - ex = retry_state.outcome.exception() - verb, value = "raised", f"{ex.__class__.__name__}: {ex}" - else: - verb, value = "returned", retry_state.outcome.result() - - if retry_state.fn is None: - fn_name = "" - else: - fn_name = _utils.get_callback_name(retry_state.fn) - - logger.log( - log_level, - f"Retrying #{retry_state.attempt_number} {fn_name} in {retry_state.next_action.sleep} seconds as it {verb} {value}.", - {"retries": f"{retry_state.attempt_number}"}, - ) - - return log_it diff --git a/src/uipath_langchain/agent/react/agent.py b/src/uipath_langchain/agent/react/agent.py index 1bcb6428..4a4c2814 100644 --- a/src/uipath_langchain/agent/react/agent.py +++ b/src/uipath_langchain/agent/react/agent.py @@ -8,7 +8,7 @@ from pydantic import BaseModel from uipath.platform.guardrails import BaseGuardrail -from uipath_langchain.chat.types import UiPathPassthroughChatModel +from uipath_langchain.chat import UiPathBaseLLMClient from ..guardrails.actions import GuardrailAction from .guardrails.guardrails_subgraph import ( @@ -65,16 +65,13 @@ def create_agent( """ from ..tools import create_tool_node - if not isinstance(model, UiPathPassthroughChatModel): - raise TypeError( - f"Model {type(model).__name__} does not implement UiPathPassthroughChatModel. " - "The model must have llm_provider and api_flavor properties." + if isinstance(model, UiPathBaseLLMClient): + agent_settings = AgentSettings( + llm_provider=model.api_config.vendor_type, + api_flavor=model.api_config.api_flavor, ) - - agent_settings = AgentSettings( - llm_provider=model.llm_provider, - api_flavor=model.api_flavor, - ) + else: + agent_settings = None if config is None: config = AgentGraphConfig() diff --git a/src/uipath_langchain/agent/react/llm_node.py b/src/uipath_langchain/agent/react/llm_node.py index 0282f240..5c0aeeb3 100644 --- a/src/uipath_langchain/agent/react/llm_node.py +++ b/src/uipath_langchain/agent/react/llm_node.py @@ -60,7 +60,6 @@ def create_llm_node( """ bindable_tools = list(tools) if tools else [] payload_handler = get_payload_handler(model) - tool_choice_required_value = payload_handler.get_required_tool_choice() async def llm_node(state: StateT): messages: list[AnyMessage] = state.messages @@ -78,16 +77,15 @@ async def llm_node(state: StateT): static_schema_tools = _apply_tool_argument_properties( bindable_tools, state, input_schema ) - base_llm = model.bind_tools(static_schema_tools) if ( not is_conversational and bindable_tools and consecutive_thinking_messages >= thinking_messages_limit ): - llm = base_llm.bind(tool_choice=tool_choice_required_value) + llm = model.bind_tools(static_schema_tools, tool_choice="any") else: - llm = base_llm + llm = model.bind_tools(static_schema_tools) response = await llm.ainvoke(messages) if not isinstance(response, AIMessage): diff --git a/src/uipath_langchain/chat/__init__.py b/src/uipath_langchain/chat/__init__.py index c49ff0f3..c13889cb 100644 --- a/src/uipath_langchain/chat/__init__.py +++ b/src/uipath_langchain/chat/__init__.py @@ -13,34 +13,63 @@ def __getattr__(name): - if name == "UiPathAzureChatOpenAI": - from .models import UiPathAzureChatOpenAI + if name == "UiPathBaseLLMClient": + from uipath_langchain_client.base_client import UiPathBaseLLMClient - return UiPathAzureChatOpenAI + return UiPathBaseLLMClient if name == "UiPathChat": - from .models import UiPathChat + from uipath_langchain_client.clients.normalized import UiPathNormalizedChatModel - return UiPathChat + return UiPathNormalizedChatModel + if name == "UiPathAzureChatOpenAI": + from uipath_langchain_client.clients.openai import UiPathAzureChatOpenAI + + return UiPathAzureChatOpenAI if name == "UiPathChatOpenAI": - from .openai import UiPathChatOpenAI + from uipath_langchain_client.clients.openai import UiPathChatOpenAI return UiPathChatOpenAI if name in ("OpenAIModels", "BedrockModels", "GeminiModels"): from . import supported_models return getattr(supported_models, name) - if name in ("LLMProvider", "APIFlavor", "UiPathPassthroughChatModel"): + if name in ("LLMProvider", "APIFlavor"): from . import types return getattr(types, name) + if name == "UiPathChatBedrock": + from uipath_langchain_client.clients.bedrock import UiPathChatBedrock + + return UiPathChatBedrock + if name == "UiPathChatBedrockConverse": + from uipath_langchain_client.clients.bedrock import UiPathChatBedrockConverse + + return UiPathChatBedrockConverse + if name == "UiPathChatGoogleGenerativeAI": + from uipath_langchain_client.clients.google import UiPathChatGoogleGenerativeAI + + return UiPathChatGoogleGenerativeAI + if name == "UiPathChatAnthropic": + from uipath_langchain_client.clients.anthropic import UiPathChatAnthropic + + return UiPathChatAnthropic + if name == "UiPathChatAnthropicVertex": + from uipath_langchain_client.clients.vertexai import UiPathChatAnthropicVertex + + return UiPathChatAnthropicVertex raise AttributeError(f"module {__name__!r} has no attribute {name!r}") __all__ = [ + "UiPathBaseLLMClient", "UiPathChat", "UiPathAzureChatOpenAI", "UiPathChatOpenAI", - "UiPathPassthroughChatModel", + "UiPathChatBedrock", + "UiPathChatBedrockConverse", + "UiPathChatGoogleGenerativeAI", + "UiPathChatAnthropic", + "UiPathChatAnthropicVertex", "OpenAIModels", "BedrockModels", "GeminiModels", diff --git a/src/uipath_langchain/chat/bedrock.py b/src/uipath_langchain/chat/bedrock.py deleted file mode 100644 index a29631de..00000000 --- a/src/uipath_langchain/chat/bedrock.py +++ /dev/null @@ -1,348 +0,0 @@ -import logging -import os -from collections.abc import Iterator -from typing import Any, Optional - -from langchain_core.callbacks import CallbackManagerForLLMRun -from langchain_core.messages import BaseMessage -from langchain_core.outputs import ChatGenerationChunk, ChatResult -from tenacity import AsyncRetrying, Retrying -from uipath._utils import resource_override -from uipath.utils import EndpointManager - -from .header_capture import HeaderCapture -from .retryers.bedrock import AsyncBedrockRetryer, BedrockRetryer -from .supported_models import BedrockModels -from .types import APIFlavor, LLMProvider - -logger = logging.getLogger(__name__) - - -def _check_bedrock_dependencies() -> None: - """Check if required dependencies for UiPathChatBedrock are installed.""" - import importlib.util - - missing_packages = [] - - if importlib.util.find_spec("langchain_aws") is None: - missing_packages.append("langchain-aws") - - if importlib.util.find_spec("boto3") is None: - missing_packages.append("boto3") - - if missing_packages: - packages_str = ", ".join(missing_packages) - raise ImportError( - f"The following packages are required to use UiPathChatBedrock: {packages_str}\n" - "Please install them using one of the following methods:\n\n" - " # Using pip:\n" - f" pip install uipath-langchain[bedrock]\n\n" - " # Using uv:\n" - f" uv add 'uipath-langchain[bedrock]'\n\n" - ) - - -_check_bedrock_dependencies() - -import boto3 -import botocore.config -from langchain_aws import ( - ChatBedrock, - ChatBedrockConverse, -) - - -class AwsBedrockCompletionsPassthroughClient: - @resource_override( - resource_identifier="byo_connection_id", resource_type="connection" - ) - def __init__( - self, - model: str, - token: str, - api_flavor: str, - agenthub_config: Optional[str] = None, - byo_connection_id: Optional[str] = None, - header_capture: HeaderCapture | None = None, - ): - self.model = model - self.token = token - self.api_flavor = api_flavor - self.agenthub_config = agenthub_config - self.byo_connection_id = byo_connection_id - self._vendor = "awsbedrock" - self._url: Optional[str] = None - self.header_capture = header_capture - - @property - def endpoint(self) -> str: - vendor_endpoint = EndpointManager.get_vendor_endpoint() - formatted_endpoint = vendor_endpoint.format( - vendor=self._vendor, - model=self.model, - ) - return formatted_endpoint - - def _build_base_url(self) -> str: - if not self._url: - env_uipath_url = os.getenv("UIPATH_URL") - - if env_uipath_url: - self._url = f"{env_uipath_url.rstrip('/')}/{self.endpoint}" - else: - raise ValueError("UIPATH_URL environment variable is required") - - return self._url - - def _capture_response_headers(self, parsed, model, **kwargs): - if "ResponseMetadata" in parsed: - headers = parsed["ResponseMetadata"].get("HTTPHeaders", {}) - if self.header_capture: - self.header_capture.set(dict(headers)) - - def get_client(self): - client = boto3.client( - "bedrock-runtime", - region_name="none", - aws_access_key_id="none", - aws_secret_access_key="none", - config=botocore.config.Config( - retries={ - "total_max_attempts": 1, - } - ), - ) - client.meta.events.register( - "before-send.bedrock-runtime.*", self._modify_request - ) - client.meta.events.register( - "after-call.bedrock-runtime.*", self._capture_response_headers - ) - return client - - def _modify_request(self, request, **kwargs): - """Intercept boto3 request and redirect to LLM Gateway""" - # Detect streaming based on URL suffix: - # - converse-stream / invoke-with-response-stream -> streaming - # - converse / invoke -> non-streaming - streaming = "true" if request.url.endswith("-stream") else "false" - request.url = self._build_base_url() - - headers = { - "Authorization": f"Bearer {self.token}", - "X-UiPath-LlmGateway-ApiFlavor": self.api_flavor, - "X-UiPath-Streaming-Enabled": streaming, - } - - if self.agenthub_config: - headers["X-UiPath-AgentHub-Config"] = self.agenthub_config - if self.byo_connection_id: - headers["X-UiPath-LlmGateway-ByoIsConnectionId"] = self.byo_connection_id - job_key = os.getenv("UIPATH_JOB_KEY") - process_key = os.getenv("UIPATH_PROCESS_KEY") - if job_key: - headers["X-UiPath-JobKey"] = job_key - if process_key: - headers["X-UiPath-ProcessKey"] = process_key - - request.headers.update(headers) - - -class UiPathChatBedrockConverse(ChatBedrockConverse): - llm_provider: LLMProvider = LLMProvider.BEDROCK - api_flavor: APIFlavor = APIFlavor.AWS_BEDROCK_CONVERSE - model: str = "" # For tracing serialization - retryer: Optional[Retrying] = None - aretryer: Optional[AsyncRetrying] = None - - def __init__( - self, - org_id: Optional[str] = None, - tenant_id: Optional[str] = None, - token: Optional[str] = None, - model_name: str = BedrockModels.anthropic_claude_haiku_4_5, - agenthub_config: Optional[str] = None, - byo_connection_id: Optional[str] = None, - retryer: Optional[Retrying] = None, - aretryer: Optional[AsyncRetrying] = None, - **kwargs, - ): - org_id = org_id or os.getenv("UIPATH_ORGANIZATION_ID") - tenant_id = tenant_id or os.getenv("UIPATH_TENANT_ID") - token = token or os.getenv("UIPATH_ACCESS_TOKEN") - - if not org_id: - raise ValueError( - "UIPATH_ORGANIZATION_ID environment variable or org_id parameter is required" - ) - if not tenant_id: - raise ValueError( - "UIPATH_TENANT_ID environment variable or tenant_id parameter is required" - ) - if not token: - raise ValueError( - "UIPATH_ACCESS_TOKEN environment variable or token parameter is required" - ) - - passthrough_client = AwsBedrockCompletionsPassthroughClient( - model=model_name, - token=token, - api_flavor="converse", - agenthub_config=agenthub_config, - byo_connection_id=byo_connection_id, - ) - - client = passthrough_client.get_client() - kwargs["client"] = client - kwargs["model"] = model_name - super().__init__(**kwargs) - self.model = model_name - self.retryer = retryer - self.aretryer = aretryer - - def invoke(self, *args, **kwargs): - retryer = self.retryer or _get_default_retryer() - return retryer(super().invoke, *args, **kwargs) - - async def ainvoke(self, *args, **kwargs): - retryer = self.aretryer or _get_default_async_retryer() - return await retryer(super().ainvoke, *args, **kwargs) - - -class UiPathChatBedrock(ChatBedrock): - llm_provider: LLMProvider = LLMProvider.BEDROCK - api_flavor: APIFlavor = APIFlavor.AWS_BEDROCK_INVOKE - model: str = "" # For tracing serialization - retryer: Optional[Retrying] = None - aretryer: Optional[AsyncRetrying] = None - header_capture: HeaderCapture - - def __init__( - self, - org_id: Optional[str] = None, - tenant_id: Optional[str] = None, - token: Optional[str] = None, - model_name: str = BedrockModels.anthropic_claude_haiku_4_5, - agenthub_config: Optional[str] = None, - byo_connection_id: Optional[str] = None, - retryer: Optional[Retrying] = None, - aretryer: Optional[AsyncRetrying] = None, - **kwargs, - ): - org_id = org_id or os.getenv("UIPATH_ORGANIZATION_ID") - tenant_id = tenant_id or os.getenv("UIPATH_TENANT_ID") - token = token or os.getenv("UIPATH_ACCESS_TOKEN") - - if not org_id: - raise ValueError( - "UIPATH_ORGANIZATION_ID environment variable or org_id parameter is required" - ) - if not tenant_id: - raise ValueError( - "UIPATH_TENANT_ID environment variable or tenant_id parameter is required" - ) - if not token: - raise ValueError( - "UIPATH_ACCESS_TOKEN environment variable or token parameter is required" - ) - - header_capture = HeaderCapture(name=f"bedrock_headers_{id(self)}") - - passthrough_client = AwsBedrockCompletionsPassthroughClient( - model=model_name, - token=token, - api_flavor="invoke", - agenthub_config=agenthub_config, - byo_connection_id=byo_connection_id, - header_capture=header_capture, - ) - - client = passthrough_client.get_client() - kwargs["client"] = client - kwargs["model"] = model_name - kwargs["header_capture"] = header_capture - super().__init__(**kwargs) - self.model = model_name - self.retryer = retryer - self.aretryer = aretryer - - def invoke(self, *args, **kwargs): - retryer = self.retryer or _get_default_retryer() - return retryer(super().invoke, *args, **kwargs) - - async def ainvoke(self, *args, **kwargs): - retryer = self.aretryer or _get_default_async_retryer() - return await retryer(super().ainvoke, *args, **kwargs) - - @staticmethod - def _convert_file_blocks_to_anthropic_documents( - messages: list[BaseMessage], - ) -> list[BaseMessage]: - """Convert FileContentBlock items to Anthropic document format. - - langchain_aws's _format_data_content_block() does not support - type='file' blocks (only images). This pre-processes messages to - convert PDF FileContentBlocks into Anthropic's native 'document' - format so they pass through formatting without error. - """ - for message in messages: - if not isinstance(message.content, list): - continue - for i, block in enumerate(message.content): - if ( - isinstance(block, dict) - and block.get("type") == "file" - and block.get("mime_type") == "application/pdf" - and "base64" in block - ): - anthropic_block: dict[str, Any] = { - "type": "document", - "source": { - "type": "base64", - "media_type": block["mime_type"], - "data": block["base64"], - }, - } - message.content[i] = anthropic_block - return messages - - def _generate( - self, - messages: list[BaseMessage], - stop: Optional[list[str]] = None, - run_manager: Optional[CallbackManagerForLLMRun] = None, - **kwargs: Any, - ) -> ChatResult: - messages = self._convert_file_blocks_to_anthropic_documents(messages) - result = super()._generate( - messages, - stop=stop, - run_manager=run_manager, - **kwargs, - ) - self.header_capture.attach_to_chat_result(result) - self.header_capture.clear() - return result - - def _stream( - self, - messages: list[BaseMessage], - stop: Optional[list[str]] = None, - run_manager: Optional[CallbackManagerForLLMRun] = None, - **kwargs: Any, - ) -> Iterator[ChatGenerationChunk]: - messages = self._convert_file_blocks_to_anthropic_documents(messages) - chunks = super()._stream(messages, stop=stop, run_manager=run_manager, **kwargs) - - for chunk in chunks: - self.header_capture.attach_to_chat_generation(chunk) - yield chunk - self.header_capture.clear() - - -def _get_default_retryer() -> BedrockRetryer: - return BedrockRetryer(logger=logger) - - -def _get_default_async_retryer() -> AsyncBedrockRetryer: - return AsyncBedrockRetryer(logger=logger) diff --git a/src/uipath_langchain/chat/chat_model_factory.py b/src/uipath_langchain/chat/chat_model_factory.py deleted file mode 100644 index a901d3f4..00000000 --- a/src/uipath_langchain/chat/chat_model_factory.py +++ /dev/null @@ -1,231 +0,0 @@ -from typing import Any - -from langchain_core.language_models import BaseChatModel - -from uipath_langchain.chat.types import APIFlavor, LLMProvider - -_DEFAULT_API_FLAVOR: dict[LLMProvider, APIFlavor] = { - LLMProvider.OPENAI: APIFlavor.OPENAI_RESPONSES, - LLMProvider.BEDROCK: APIFlavor.AWS_BEDROCK_CONVERSE, - LLMProvider.VERTEX: APIFlavor.VERTEX_GEMINI_GENERATE_CONTENT, -} - - -def _fetch_discovery(agenthub_config: str) -> list[dict[str, Any]]: - """Fetch available models from LLM Gateway discovery endpoint.""" - from uipath.platform import UiPath - - sdk = UiPath() - models = sdk.agenthub.get_available_llm_models( - headers={"X-UiPath-AgentHub-Config": agenthub_config} - ) - return [model.model_dump(by_alias=True) for model in models] - - -def _create_openai_llm( - model: str, - api_flavor: APIFlavor, - temperature: float, - max_tokens: int, - agenthub_config: str, - byo_connection_id: str | None = None, -) -> BaseChatModel: - """Create UiPathChatOpenAI for OpenAI models via LLMGateway.""" - from uipath_langchain.chat.openai import UiPathChatOpenAI - - azure_open_ai_latest_api_version = "2025-04-01-preview" - - match api_flavor: - case APIFlavor.OPENAI_RESPONSES: - return UiPathChatOpenAI( - use_responses_api=True, - model_name=model, - temperature=temperature, - max_tokens=max_tokens, - api_version=azure_open_ai_latest_api_version, - agenthub_config=agenthub_config, - byo_connection_id=byo_connection_id, - output_version="v1", - ) - case APIFlavor.OPENAI_COMPLETIONS: - return UiPathChatOpenAI( - use_responses_api=False, - model_name=model, - temperature=temperature, - max_tokens=max_tokens, - api_version=azure_open_ai_latest_api_version, - agenthub_config=agenthub_config, - byo_connection_id=byo_connection_id, - output_version="v1", - ) - case _: - raise ValueError(f"Unknown api_flavor={api_flavor} for OpenAI") - - -def _create_bedrock_llm( - model: str, - api_flavor: APIFlavor, - temperature: float, - max_tokens: int, - agenthub_config: str, - byo_connection_id: str | None = None, -) -> BaseChatModel: - """Create UiPathChatBedrockConverse for Claude models via LLMGateway.""" - from uipath_langchain.chat.bedrock import ( - UiPathChatBedrock, - UiPathChatBedrockConverse, - ) - - match api_flavor: - case APIFlavor.AWS_BEDROCK_CONVERSE: - return UiPathChatBedrockConverse( - model_name=model, - temperature=temperature, - max_tokens=max_tokens, - agenthub_config=agenthub_config, - byo_connection_id=byo_connection_id, - output_version="v1", - ) - case APIFlavor.AWS_BEDROCK_INVOKE: - return UiPathChatBedrock( - model_name=model, - temperature=temperature, - max_tokens=max_tokens, - agenthub_config=agenthub_config, - byo_connection_id=byo_connection_id, - output_version="v1", - ) - case _: - raise ValueError(f"Unknown api_flavor={api_flavor} for AwsBedrock") - - -def _create_vertex_llm( - model: str, - api_flavor: APIFlavor, - temperature: float, - max_tokens: int | None, - agenthub_config: str, - byo_connection_id: str | None = None, -) -> BaseChatModel: - """Create UiPathChatVertex for Gemini models via LLMGateway.""" - from uipath_langchain.chat.vertex import UiPathChatVertex - - match api_flavor: - case APIFlavor.VERTEX_GEMINI_GENERATE_CONTENT: - return UiPathChatVertex( - model_name=model, - temperature=temperature, - max_tokens=max_tokens, - agenthub_config=agenthub_config, - byo_connection_id=byo_connection_id, - output_version="v1", - ) - case APIFlavor.VERTEX_ANTHROPIC_CLAUDE: - raise ValueError(f"api_flavor={api_flavor} is not yet supported for Vertex") - case _: - raise ValueError(f"Unknown api_flavor={api_flavor} for Vertex") - - -def _compute_api_flavor( - model: dict[str, Any], -) -> APIFlavor: - vendor = model.get("vendor") - api_flavor = model.get("apiFlavor") - model_name = model.get("modelName", "") - - if api_flavor is None and vendor == LLMProvider.VERTEX and "claude" in model_name: - api_flavor = APIFlavor.VERTEX_ANTHROPIC_CLAUDE - - if api_flavor is None and vendor is not None: - api_flavor = _DEFAULT_API_FLAVOR[LLMProvider(vendor)] - - if api_flavor not in [p.value for p in APIFlavor]: - raise ValueError( - f"Unknown apiFlavor '{api_flavor}' for model '{model.get('modelName')}'. " - f"Supported apiFlavors: {[p.value for p in APIFlavor]}" - ) - - return APIFlavor(api_flavor) - - -def _get_model_info( - model: str, - agenthub_config: str, - byo_connection_id: str | None, -) -> dict[str, Any]: - discovery_models = _fetch_discovery(agenthub_config) - - matching_models = [m for m in discovery_models if m.get("modelName") == model] - - if byo_connection_id: - matching_models = [ - m - for m in matching_models - if (byom_details := m.get("byomDetails")) - and byom_details.get("integrationServiceConnectionId", "").lower() - == byo_connection_id.lower() - ] - - if not byo_connection_id and len(matching_models) > 1: - matching_models = [m for m in matching_models if m.get("byomDetails") is None] - - if not matching_models: - raise ValueError( - f"model='{model}' and byo_connection_id={byo_connection_id}" - + " is not available. It was not returned by the discovery API." - ) - - return matching_models[0] - - -def get_chat_model( - model: str, - temperature: float, - max_tokens: int, - agenthub_config: str, - byo_connection_id: str | None = None, -) -> BaseChatModel: - """Create and configure LLM instance using LLMGateway API. - - Fetches available models from the discovery API and selects the appropriate - LLM class based on the apiFlavor field from the matching model configuration. - """ - model_info = _get_model_info(model, agenthub_config, byo_connection_id) - - vendor = model_info.get("vendor") - if vendor not in [p.value for p in LLMProvider]: - raise ValueError( - f"Unknown vendor '{vendor}' for model '{model}'. " - f"Supported vendors: {[p.value for p in LLMProvider]}" - ) - api_flavor = _compute_api_flavor(model_info) - model_name: str = model_info.get("modelName", model) - - match LLMProvider(vendor): - case LLMProvider.OPENAI: - return _create_openai_llm( - model_name, - api_flavor, - temperature, - max_tokens, - agenthub_config, - byo_connection_id, - ) - case LLMProvider.BEDROCK: - return _create_bedrock_llm( - model_name, - api_flavor, - temperature, - max_tokens, - agenthub_config, - byo_connection_id, - ) - case LLMProvider.VERTEX: - return _create_vertex_llm( - model_name, - api_flavor, - temperature, - max_tokens, - agenthub_config, - byo_connection_id, - ) diff --git a/src/uipath_langchain/chat/handlers/base.py b/src/uipath_langchain/chat/handlers/base.py index 25b34810..c10dd859 100644 --- a/src/uipath_langchain/chat/handlers/base.py +++ b/src/uipath_langchain/chat/handlers/base.py @@ -1,7 +1,6 @@ """Abstract base class for model payload handlers.""" from abc import ABC, abstractmethod -from typing import Any from langchain_core.messages import AIMessage @@ -12,17 +11,6 @@ class ModelPayloadHandler(ABC): Each handler provides provider-specific parameter values for LLM operations. """ - @abstractmethod - def get_required_tool_choice(self) -> str | dict[str, Any]: - """Get the tool_choice value that enforces tool usage. - - Returns: - Provider-specific value to force tool usage: - - "required" for OpenAI-compatible models - - "any" for Bedrock Converse and Vertex models (string format) - - {"type": "any"} for Bedrock Invoke API (dict format required) - """ - @abstractmethod def check_stop_reason(self, response: AIMessage) -> None: """Check response stop reason and raise exception for faulty terminations. diff --git a/src/uipath_langchain/chat/handlers/bedrock_converse.py b/src/uipath_langchain/chat/handlers/bedrock_converse.py index 090fa07b..89c6db5a 100644 --- a/src/uipath_langchain/chat/handlers/bedrock_converse.py +++ b/src/uipath_langchain/chat/handlers/bedrock_converse.py @@ -1,7 +1,5 @@ """Bedrock Converse payload handler.""" -from typing import Any - from langchain_core.messages import AIMessage from uipath.runtime.errors import UiPathErrorCode @@ -42,10 +40,6 @@ class BedrockConversePayloadHandler(ModelPayloadHandler): """Payload handler for AWS Bedrock Converse API.""" - def get_required_tool_choice(self) -> str | dict[str, Any]: - """Get tool_choice value for Bedrock Converse API.""" - return "any" - def check_stop_reason(self, response: AIMessage) -> None: """Check Bedrock Converse stopReason and raise exception for faulty terminations. diff --git a/src/uipath_langchain/chat/handlers/bedrock_invoke.py b/src/uipath_langchain/chat/handlers/bedrock_invoke.py index 8dfba030..805d3b1f 100644 --- a/src/uipath_langchain/chat/handlers/bedrock_invoke.py +++ b/src/uipath_langchain/chat/handlers/bedrock_invoke.py @@ -1,7 +1,5 @@ """Bedrock Invoke payload handler.""" -from typing import Any - from langchain_core.messages import AIMessage from uipath.runtime.errors import UiPathErrorCode @@ -37,10 +35,6 @@ class BedrockInvokePayloadHandler(ModelPayloadHandler): """Payload handler for AWS Bedrock Invoke API.""" - def get_required_tool_choice(self) -> str | dict[str, Any]: - """Get tool_choice value for Bedrock Invoke API.""" - return {"type": "any"} - def check_stop_reason(self, response: AIMessage) -> None: """Check Bedrock Invoke stop_reason and raise exception for faulty terminations. diff --git a/src/uipath_langchain/chat/handlers/handler_factory.py b/src/uipath_langchain/chat/handlers/handler_factory.py index 1175daa1..34dbcd78 100644 --- a/src/uipath_langchain/chat/handlers/handler_factory.py +++ b/src/uipath_langchain/chat/handlers/handler_factory.py @@ -2,10 +2,10 @@ from langchain_core.language_models import BaseChatModel +from uipath_langchain.chat import UiPathBaseLLMClient from uipath_langchain.chat.types import ( APIFlavor, LLMProvider, - UiPathPassthroughChatModel, ) from .base import ModelPayloadHandler @@ -40,20 +40,20 @@ def get_payload_handler(model: BaseChatModel) -> ModelPayloadHandler: A ModelPayloadHandler instance for the model. Raises: - TypeError: If the model doesn't implement UiPathPassthroughChatModel. + TypeError: If the model doesn't implement UiPathBaseLLMClient. ValueError: If no handler is registered for the model's provider/API flavor. """ - if not isinstance(model, UiPathPassthroughChatModel): + if not isinstance(model, UiPathBaseLLMClient): raise TypeError( - f"Model {type(model).__name__} does not implement UiPathPassthroughChatModel" + f"Model {type(model).__name__} does not implement UiPathBaseLLMClient" ) - key = (model.llm_provider, model.api_flavor) + key = (model.api_config.vendor_type, model.api_config.api_flavor) handler_class = _HANDLER_REGISTRY.get(key) if handler_class is None: raise ValueError( - f"No payload handler registered for provider={model.llm_provider}, " - f"api_flavor={model.api_flavor}" + f"No payload handler registered for provider={model.api_config.vendor_type}, " + f"api_flavor={model.api_config.api_flavor}" ) return handler_class() diff --git a/src/uipath_langchain/chat/handlers/openai_completions.py b/src/uipath_langchain/chat/handlers/openai_completions.py index 3421196a..98c48850 100644 --- a/src/uipath_langchain/chat/handlers/openai_completions.py +++ b/src/uipath_langchain/chat/handlers/openai_completions.py @@ -1,7 +1,5 @@ """OpenAI Chat Completions payload handler.""" -from typing import Any - from langchain_core.messages import AIMessage from uipath.runtime.errors import UiPathErrorCode @@ -31,10 +29,6 @@ class OpenAICompletionsPayloadHandler(ModelPayloadHandler): """Payload handler for OpenAI Chat Completions API.""" - def get_required_tool_choice(self) -> str | dict[str, Any]: - """Get tool_choice value for OpenAI Completions API.""" - return "required" - def check_stop_reason(self, response: AIMessage) -> None: """Check OpenAI finish_reason and raise exception for faulty terminations. diff --git a/src/uipath_langchain/chat/handlers/openai_responses.py b/src/uipath_langchain/chat/handlers/openai_responses.py index e59c6f92..b7aaba57 100644 --- a/src/uipath_langchain/chat/handlers/openai_responses.py +++ b/src/uipath_langchain/chat/handlers/openai_responses.py @@ -1,7 +1,5 @@ """OpenAI payload handlers.""" -from typing import Any - from langchain_core.messages import AIMessage from uipath.runtime.errors import UiPathErrorCode @@ -35,10 +33,6 @@ class OpenAIResponsesPayloadHandler(ModelPayloadHandler): """Payload handler for OpenAI Responses API.""" - def get_required_tool_choice(self) -> str | dict[str, Any]: - """Get tool_choice value for OpenAI Responses API.""" - return "required" - def check_stop_reason(self, response: AIMessage) -> None: """Check OpenAI Responses API status and raise exception for faulty terminations. diff --git a/src/uipath_langchain/chat/handlers/vertex_gemini.py b/src/uipath_langchain/chat/handlers/vertex_gemini.py index 3bb2e0ca..120d11f3 100644 --- a/src/uipath_langchain/chat/handlers/vertex_gemini.py +++ b/src/uipath_langchain/chat/handlers/vertex_gemini.py @@ -1,7 +1,5 @@ """Vertex Gemini payload handler.""" -from typing import Any - from langchain_core.messages import AIMessage from uipath.runtime.errors import UiPathErrorCode @@ -115,10 +113,6 @@ class VertexGeminiPayloadHandler(ModelPayloadHandler): """Payload handler for Google Vertex AI Gemini API.""" - def get_required_tool_choice(self) -> str | dict[str, Any]: - """Get tool_choice value for Vertex Gemini API.""" - return "any" - def check_stop_reason(self, response: AIMessage) -> None: """Check Vertex Gemini finishReason and raise exception for faulty terminations. diff --git a/src/uipath_langchain/chat/models.py b/src/uipath_langchain/chat/models.py deleted file mode 100644 index 46e7d997..00000000 --- a/src/uipath_langchain/chat/models.py +++ /dev/null @@ -1,482 +0,0 @@ -import json -import logging -from typing import Any, AsyncIterator, Iterator, Literal, Union - -from langchain_core.callbacks import ( - AsyncCallbackManagerForLLMRun, - CallbackManagerForLLMRun, -) -from langchain_core.language_models import LanguageModelInput -from langchain_core.language_models.chat_models import ( - agenerate_from_stream, - generate_from_stream, -) -from langchain_core.messages import AIMessage, AIMessageChunk, BaseMessage -from langchain_core.messages.ai import UsageMetadata -from langchain_core.outputs import ChatGeneration, ChatGenerationChunk, ChatResult -from langchain_core.runnables import Runnable -from langchain_openai.chat_models import AzureChatOpenAI -from pydantic import BaseModel -from uipath.utils import EndpointManager - -from uipath_langchain._utils._request_mixin import UiPathRequestMixin - -logger = logging.getLogger(__name__) - - -class UiPathAzureChatOpenAI(UiPathRequestMixin, AzureChatOpenAI): - """Custom LLM connector for LangChain integration with UiPath.""" - - def _generate( - self, - messages: list[BaseMessage], - stop: list[str] | None = None, - run_manager: CallbackManagerForLLMRun | None = None, - **kwargs: Any, - ) -> ChatResult: - if "tools" in kwargs and not kwargs["tools"]: - del kwargs["tools"] - - if self.streaming: - stream_iter = self._stream( - messages, stop=stop, run_manager=run_manager, **kwargs - ) - return generate_from_stream(stream_iter) - - payload = self._get_request_payload(messages, stop=stop, **kwargs) - response = self._call(self.url, payload, self.auth_headers) - return self._create_chat_result(response) - - async def _agenerate( - self, - messages: list[BaseMessage], - stop: list[str] | None = None, - run_manager: AsyncCallbackManagerForLLMRun | None = None, - **kwargs: Any, - ) -> ChatResult: - if "tools" in kwargs and not kwargs["tools"]: - del kwargs["tools"] - - if self.streaming: - stream_iter = self._astream( - messages, stop=stop, run_manager=run_manager, **kwargs - ) - return await agenerate_from_stream(stream_iter) - - payload = self._get_request_payload(messages, stop=stop, **kwargs) - response = await self._acall(self.url, payload, self.auth_headers) - return self._create_chat_result(response) - - def _stream( - self, - messages: list[BaseMessage], - stop: list[str] | None = None, - run_manager: CallbackManagerForLLMRun | None = None, - **kwargs: Any, - ) -> Iterator[ChatGenerationChunk]: - if "tools" in kwargs and not kwargs["tools"]: - del kwargs["tools"] - kwargs["stream"] = True - payload = self._get_request_payload(messages, stop=stop, **kwargs) - - default_chunk_class = AIMessageChunk - - for chunk in self._stream_request(self.url, payload, self.auth_headers): - if self.logger: - self.logger.debug(f"[Stream] Got chunk from _stream_request: {chunk}") - generation_chunk = self._convert_chunk( - chunk, default_chunk_class, include_tool_calls=True - ) - if generation_chunk is None: - if self.logger: - self.logger.debug("[Stream] Skipping None generation_chunk") - continue - - if self.logger: - self.logger.debug( - f"[Stream] Yielding generation_chunk: {generation_chunk}" - ) - - if run_manager: - run_manager.on_llm_new_token( - generation_chunk.text, - chunk=generation_chunk, - ) - - yield generation_chunk - - async def _astream( - self, - messages: list[BaseMessage], - stop: list[str] | None = None, - run_manager: AsyncCallbackManagerForLLMRun | None = None, - **kwargs: Any, - ) -> AsyncIterator[ChatGenerationChunk]: - if "tools" in kwargs and not kwargs["tools"]: - del kwargs["tools"] - kwargs["stream"] = True - payload = self._get_request_payload(messages, stop=stop, **kwargs) - - default_chunk_class = AIMessageChunk - - async for chunk in self._astream_request(self.url, payload, self.auth_headers): - generation_chunk = self._convert_chunk( - chunk, default_chunk_class, include_tool_calls=True - ) - if generation_chunk is None: - continue - - if run_manager: - await run_manager.on_llm_new_token( - generation_chunk.text, - chunk=generation_chunk, - ) - - yield generation_chunk - - def with_structured_output( - self, - schema: Any = None, - *, - method: Literal["function_calling", "json_mode", "json_schema"] = "json_schema", - include_raw: bool = False, - strict: bool | None = None, - **kwargs: Any, - ) -> Runnable[LanguageModelInput, Any]: - """Model wrapper that returns outputs formatted to match the given schema.""" - schema = ( - schema.model_json_schema() - if isinstance(schema, type) and issubclass(schema, BaseModel) - else schema - ) - return super().with_structured_output( - schema=schema, - method=method, - include_raw=include_raw, - strict=strict, - **kwargs, - ) - - @property - def endpoint(self) -> str: - endpoint = EndpointManager.get_passthrough_endpoint() - logger.debug("Using endpoint: %s", endpoint) - return endpoint.format( - model=self.model_name, api_version=self.openai_api_version - ) - - -class UiPathChat(UiPathRequestMixin, AzureChatOpenAI): - """Custom LLM connector for LangChain integration with UiPath Normalized.""" - - def _create_chat_result( - self, - response: Union[dict[str, Any], BaseModel], - generation_info: dict[Any, Any] | None = None, - ) -> ChatResult: - if not isinstance(response, dict): - response = response.model_dump() - message = response["choices"][0]["message"] - usage = response["usage"] - - ai_message = AIMessage( - content=message.get("content", ""), - usage_metadata=UsageMetadata( - input_tokens=usage.get("prompt_tokens", 0), - output_tokens=usage.get("completion_tokens", 0), - total_tokens=usage.get("total_tokens", 0), - ), - additional_kwargs={}, - response_metadata={ - "token_usage": response["usage"], - "model_name": self.model_name, - "finish_reason": response["choices"][0].get("finish_reason", None), - "system_fingerprint": response["id"], - "created": response["created"], - }, - ) - - if "tool_calls" in message: - ai_message.tool_calls = [ - { - "id": tool["id"], - "name": tool["name"], - "args": tool["arguments"], - "type": "tool_call", - } - for tool in message["tool_calls"] - ] - generation = ChatGeneration(message=ai_message) - return ChatResult(generations=[generation]) - - def _get_request_payload( - self, - input_: LanguageModelInput, - *, - stop: list[str] | None = None, - **kwargs: Any, - ) -> dict[Any, Any]: - payload = super()._get_request_payload(input_, stop=stop, **kwargs) - # hacks to make the request work with uipath normalized - for message in payload["messages"]: - if message["content"] is None: - message["content"] = "" - if "tool_calls" in message: - for tool_call in message["tool_calls"]: - tool_call["name"] = tool_call["function"]["name"] - tool_call["arguments"] = json.loads( - tool_call["function"]["arguments"] - ) - if message["role"] == "tool": - message["content"] = { - "result": message["content"], - "call_id": message["tool_call_id"], - } - return payload - - def _normalize_tool_choice(self, kwargs: dict[str, Any]) -> None: - """Normalize tool_choice for UiPath Gateway compatibility. - - Converts LangChain tool_choice formats to UiPath Gateway format: - - String "required" -> {"type": "required"} - - String "auto" -> {"type": "auto"} - - Dict with function -> {"type": "tool", "name": "function_name"} - """ - if "tool_choice" in kwargs: - tool_choice = kwargs["tool_choice"] - - if isinstance(tool_choice, str): - if tool_choice in ("required", "auto", "none"): - logger.debug( - f"Converting tool_choice from '{tool_choice}' to {{'type': '{tool_choice}'}}" - ) - kwargs["tool_choice"] = {"type": tool_choice} - elif ( - isinstance(tool_choice, dict) and tool_choice.get("type") == "function" - ): - function_name = tool_choice["function"]["name"] - logger.debug( - f"Converting tool_choice from function '{function_name}' to tool format" - ) - kwargs["tool_choice"] = { - "type": "tool", - "name": function_name, - } - - def _generate( - self, - messages: list[BaseMessage], - stop: list[str] | None = None, - run_manager: CallbackManagerForLLMRun | None = None, - **kwargs: Any, - ) -> ChatResult: - """Override the _generate method to implement the chat model logic. - - This can be a call to an API, a call to a local model, or any other - implementation that generates a response to the input prompt. - - Args: - messages: the prompt composed of a list of messages. - stop: a list of strings on which the model should stop generating. - If generation stops due to a stop token, the stop token itself - SHOULD BE INCLUDED as part of the output. This is not enforced - across models right now, but it's a good practice to follow since - it makes it much easier to parse the output of the model - downstream and understand why generation stopped. - run_manager: A run manager with callbacks for the LLM. - """ - if kwargs.get("tools"): - kwargs["tools"] = [tool["function"] for tool in kwargs["tools"]] - self._normalize_tool_choice(kwargs) - - if self.streaming: - stream_iter = self._stream( - messages, stop=stop, run_manager=run_manager, **kwargs - ) - return generate_from_stream(stream_iter) - - payload = self._get_request_payload(messages, stop=stop, **kwargs) - response = self._call(self.url, payload, self.auth_headers) - return self._create_chat_result(response) - - async def _agenerate( - self, - messages: list[BaseMessage], - stop: list[str] | None = None, - run_manager: AsyncCallbackManagerForLLMRun | None = None, - **kwargs: Any, - ) -> ChatResult: - """Override the _generate method to implement the chat model logic. - - This can be a call to an API, a call to a local model, or any other - implementation that generates a response to the input prompt. - - Args: - messages: the prompt composed of a list of messages. - stop: a list of strings on which the model should stop generating. - If generation stops due to a stop token, the stop token itself - SHOULD BE INCLUDED as part of the output. This is not enforced - across models right now, but it's a good practice to follow since - it makes it much easier to parse the output of the model - downstream and understand why generation stopped. - run_manager: A run manager with callbacks for the LLM. - """ - if kwargs.get("tools"): - kwargs["tools"] = [tool["function"] for tool in kwargs["tools"]] - self._normalize_tool_choice(kwargs) - - if self.streaming: - stream_iter = self._astream( - messages, stop=stop, run_manager=run_manager, **kwargs - ) - return await agenerate_from_stream(stream_iter) - - payload = self._get_request_payload(messages, stop=stop, **kwargs) - response = await self._acall(self.url, payload, self.auth_headers) - return self._create_chat_result(response) - - def _stream( - self, - messages: list[BaseMessage], - stop: list[str] | None = None, - run_manager: CallbackManagerForLLMRun | None = None, - **kwargs: Any, - ) -> Iterator[ChatGenerationChunk]: - """Stream the LLM on a given prompt. - - Args: - messages: the prompt composed of a list of messages. - stop: a list of strings on which the model should stop generating. - run_manager: A run manager with callbacks for the LLM. - **kwargs: Additional keyword arguments. - - Returns: - An iterator of ChatGenerationChunk objects. - """ - if kwargs.get("tools"): - kwargs["tools"] = [tool["function"] for tool in kwargs["tools"]] - self._normalize_tool_choice(kwargs) - kwargs["stream"] = True - payload = self._get_request_payload(messages, stop=stop, **kwargs) - - default_chunk_class = AIMessageChunk - - for chunk in self._stream_request(self.url, payload, self.auth_headers): - if self.logger: - self.logger.debug(f"[Stream] Got chunk from _stream_request: {chunk}") - generation_chunk = self._convert_chunk( - chunk, default_chunk_class, include_tool_calls=True - ) - if generation_chunk is None: - if self.logger: - self.logger.debug("[Stream] Skipping None generation_chunk") - continue - - if self.logger: - self.logger.debug( - f"[Stream] Yielding generation_chunk: {generation_chunk}" - ) - - if run_manager: - run_manager.on_llm_new_token( - generation_chunk.text, - chunk=generation_chunk, - ) - - yield generation_chunk - - async def _astream( - self, - messages: list[BaseMessage], - stop: list[str] | None = None, - run_manager: AsyncCallbackManagerForLLMRun | None = None, - **kwargs: Any, - ) -> AsyncIterator[ChatGenerationChunk]: - """Async stream the LLM on a given prompt. - - Args: - messages: the prompt composed of a list of messages. - stop: a list of strings on which the model should stop generating. - run_manager: A run manager with callbacks for the LLM. - **kwargs: Additional keyword arguments. - - Returns: - An async iterator of ChatGenerationChunk objects. - """ - if kwargs.get("tools"): - kwargs["tools"] = [tool["function"] for tool in kwargs["tools"]] - self._normalize_tool_choice(kwargs) - kwargs["stream"] = True - payload = self._get_request_payload(messages, stop=stop, **kwargs) - - # Update headers to enable streaming - headers = {**self.auth_headers} - headers["X-UiPath-Streaming-Enabled"] = "true" - - default_chunk_class = AIMessageChunk - - async for chunk in self._astream_request(self.url, payload, headers): - generation_chunk = self._convert_chunk( - chunk, default_chunk_class, include_tool_calls=True - ) - if generation_chunk is None: - continue - - if run_manager: - await run_manager.on_llm_new_token( - generation_chunk.text, - chunk=generation_chunk, - ) - - yield generation_chunk - - def with_structured_output( - self, - schema: Any = None, - *, - method: Literal[ - "function_calling", "json_mode", "json_schema" - ] = "function_calling", - include_raw: bool = False, - strict: bool | None = None, - **kwargs: Any, - ) -> Runnable[LanguageModelInput, Any]: - """Model wrapper that returns outputs formatted to match the given schema.""" - if method == "json_schema" and ( - not self.model_name or not self.model_name.startswith("gpt") - ): - method = "function_calling" - if self.logger: - self.logger.warning( - "The json_schema output is not supported for non-GPT models. Using function_calling instead.", - extra={ - "ActionName": self.settings.action_name, - "ActionId": self.settings.action_id, - } - if self.settings - else None, - ) - schema = ( - schema.model_json_schema() - if isinstance(schema, type) and issubclass(schema, BaseModel) - else schema - ) - return super().with_structured_output( - schema=schema, - method=method, - include_raw=include_raw, - strict=strict, - **kwargs, - ) - - @property - def endpoint(self) -> str: - endpoint = EndpointManager.get_normalized_endpoint() - logger.debug("Using endpoint: %s", endpoint) - return endpoint.format( - model=self.model_name, api_version=self.openai_api_version - ) - - @property - def is_normalized(self) -> bool: - return True diff --git a/src/uipath_langchain/chat/openai.py b/src/uipath_langchain/chat/openai.py deleted file mode 100644 index 9a4eb365..00000000 --- a/src/uipath_langchain/chat/openai.py +++ /dev/null @@ -1,187 +0,0 @@ -import logging -import os -from typing import Optional - -import httpx -from langchain_openai import AzureChatOpenAI -from pydantic import PrivateAttr -from uipath._utils import resource_override -from uipath._utils._ssl_context import get_httpx_client_kwargs -from uipath.utils import EndpointManager - -from .supported_models import OpenAIModels -from .types import APIFlavor, LLMProvider - -logger = logging.getLogger(__name__) - - -def _rewrite_openai_url( - original_url: str, params: httpx.QueryParams -) -> httpx.URL | None: - """Rewrite OpenAI URLs to UiPath gateway completions endpoint. - - Handles three URL patterns: - - responses: false -> .../openai/deployments/.../chat/completions?api-version=... - - responses: true -> .../openai/responses?api-version=... - - responses API base -> .../{model}?api-version=... (no /openai/ path) - - All are rewritten to .../completions - """ - if "/openai/deployments/" in original_url: - base_url = original_url.split("/openai/deployments/")[0] - elif "/openai/responses" in original_url: - base_url = original_url.split("/openai/responses")[0] - else: - # Handle base URL case (no /openai/ path appended yet) - # Strip query string to get base URL - base_url = original_url.split("?")[0] - - new_url_str = f"{base_url}/completions" - if params: - return httpx.URL(new_url_str, params=params) - return httpx.URL(new_url_str) - - -class UiPathURLRewriteTransport(httpx.AsyncHTTPTransport): - def __init__(self, verify: bool = True, **kwargs): - super().__init__(verify=verify, **kwargs) - - async def handle_async_request(self, request: httpx.Request) -> httpx.Response: - new_url = _rewrite_openai_url(str(request.url), request.url.params) - if new_url: - request.url = new_url - - return await super().handle_async_request(request) - - -class UiPathSyncURLRewriteTransport(httpx.HTTPTransport): - def __init__(self, verify: bool = True, **kwargs): - super().__init__(verify=verify, **kwargs) - - def handle_request(self, request: httpx.Request) -> httpx.Response: - new_url = _rewrite_openai_url(str(request.url), request.url.params) - if new_url: - request.url = new_url - - return super().handle_request(request) - - -class UiPathChatOpenAI(AzureChatOpenAI): - llm_provider: LLMProvider = LLMProvider.OPENAI - _api_flavor: APIFlavor = PrivateAttr() - - @property - def api_flavor(self) -> APIFlavor: - return self._api_flavor - - @resource_override( - resource_identifier="byo_connection_id", resource_type="connection" - ) - def __init__( - self, - use_responses_api: bool, - token: Optional[str] = None, - model_name: str = OpenAIModels.gpt_4_1_mini_2025_04_14, - api_version: str = "2024-12-01-preview", - org_id: Optional[str] = None, - tenant_id: Optional[str] = None, - agenthub_config: Optional[str] = None, - extra_headers: Optional[dict[str, str]] = None, - byo_connection_id: Optional[str] = None, - **kwargs, - ): - org_id = org_id or os.getenv("UIPATH_ORGANIZATION_ID") - tenant_id = tenant_id or os.getenv("UIPATH_TENANT_ID") - token = token or os.getenv("UIPATH_ACCESS_TOKEN") - - if not org_id: - raise ValueError( - "UIPATH_ORGANIZATION_ID environment variable or org_id parameter is required" - ) - if not tenant_id: - raise ValueError( - "UIPATH_TENANT_ID environment variable or tenant_id parameter is required" - ) - if not token: - raise ValueError( - "UIPATH_ACCESS_TOKEN environment variable or token parameter is required" - ) - - self._openai_api_version = api_version - self._vendor = "openai" - self._model_name = model_name - self._url: Optional[str] = None - self._agenthub_config = agenthub_config - self._byo_connection_id = byo_connection_id - self._extra_headers = extra_headers or {} - - client_kwargs = get_httpx_client_kwargs() - verify = client_kwargs.get("verify", True) - - api_flavor = ( - APIFlavor.OPENAI_RESPONSES - if use_responses_api - else APIFlavor.OPENAI_COMPLETIONS - ) - - super().__init__( - azure_endpoint=self._build_base_url(), - model_name=model_name, - default_headers=self._build_headers(token), - http_async_client=httpx.AsyncClient( - transport=UiPathURLRewriteTransport(verify=verify), - **client_kwargs, - ), - http_client=httpx.Client( - transport=UiPathSyncURLRewriteTransport(verify=verify), - **client_kwargs, - ), - api_key=token, - api_version=api_version, - validate_base_url=False, - use_responses_api=use_responses_api, - include_response_headers=True, - **kwargs, - ) - - self._api_flavor = api_flavor - - def _build_headers(self, token: str) -> dict[str, str]: - headers = { - "X-UiPath-LlmGateway-ApiFlavor": "auto", - "Authorization": f"Bearer {token}", - } - - if self._agenthub_config: - headers["X-UiPath-AgentHub-Config"] = self._agenthub_config - if self._byo_connection_id: - headers["X-UiPath-LlmGateway-ByoIsConnectionId"] = self._byo_connection_id - if job_key := os.getenv("UIPATH_JOB_KEY"): - headers["X-UiPath-JobKey"] = job_key - if process_key := os.getenv("UIPATH_PROCESS_KEY"): - headers["X-UiPath-ProcessKey"] = process_key - - # Allow extra_headers to override defaults - headers.update(self._extra_headers) - return headers - - @property - def endpoint(self) -> str: - vendor_endpoint = EndpointManager.get_vendor_endpoint() - formatted_endpoint = vendor_endpoint.format( - vendor=self._vendor, - model=self._model_name, - ) - base_endpoint = formatted_endpoint.replace("/completions", "") - return f"{base_endpoint}?api-version={self._openai_api_version}" - - def _build_base_url(self) -> str: - if not self._url: - env_uipath_url = os.getenv("UIPATH_URL") - - if env_uipath_url: - self._url = f"{env_uipath_url.rstrip('/')}/{self.endpoint}" - else: - raise ValueError("UIPATH_URL environment variable is required") - - return self._url diff --git a/src/uipath_langchain/chat/retryers/base.py b/src/uipath_langchain/chat/retryers/base.py deleted file mode 100644 index f69ff951..00000000 --- a/src/uipath_langchain/chat/retryers/base.py +++ /dev/null @@ -1,214 +0,0 @@ -"""Base retry strategy with common functionality for all providers. - -Provides abstract base classes for provider-specific retry implementations. -Each provider should subclass and implement the abstract methods for -extracting retry information from their specific exception types. -""" - -import logging -import random -from abc import ABC, abstractmethod -from typing import Callable, Mapping - -from tenacity import ( - AsyncRetrying, - RetryCallState, - Retrying, - stop_after_attempt, -) - -RETRYABLE_STATUS_CODES = {408, 429, 502, 503, 504} - - -class RetryProvider(ABC): - """Interface for provider-specific retry logic.""" - - @abstractmethod - def extract_headers_from_exception( - self, exception: BaseException - ) -> Mapping[str, str] | None: - """Extract headers from provider-specific exception response structure.""" - pass - - @abstractmethod - def extract_status_code(self, exception: BaseException) -> int | None: - """Extract HTTP status code from provider-specific exception.""" - pass - - @abstractmethod - def get_retry_exceptions(self) -> tuple[type[Exception], ...]: - """Get the tuple of exception types that should always be retried.""" - pass - - -def _create_retry_condition( - retry_provider: RetryProvider, -) -> Callable[[RetryCallState], bool]: - """Create retry condition for tenacity.""" - - def _is_retryable_exception(exception: BaseException) -> bool: - """Determine if an exception should be retried.""" - retry_on_exceptions = retry_provider.get_retry_exceptions() - current: BaseException | None = exception - - while current is not None: - if isinstance(current, retry_on_exceptions): - return True - - status_code = retry_provider.extract_status_code(current) - if status_code is not None and status_code in RETRYABLE_STATUS_CODES: - return True - - # Check for Retry-After header (implies server wants retry) - headers = retry_provider.extract_headers_from_exception(current) - if headers: - retry_after = headers.get("retry-after") or headers.get("Retry-After") - if retry_after: - return True - - current = current.__cause__ - - return False - - def retry_condition(retry_state: RetryCallState) -> bool: - if retry_state.outcome is None: - return False - exception = retry_state.outcome.exception() - if exception is None: - return False - return _is_retryable_exception(exception) - - return retry_condition - - -def _create_wait_strategy( - retry_provider: RetryProvider, - initial: float = 5.0, - max_delay: float = 180.0, - logger: logging.Logger | None = None, -) -> Callable[[RetryCallState], float]: - """Create wait strategy honoring Retry-After header with exponential backoff fallback.""" - - def _parse_retry_after(header_value: str) -> float | None: - """Parse Retry-After header value (durations only, not datetimes).""" - try: - seconds = float(header_value.strip()) - if seconds < 0: - return None - return seconds - except (ValueError, AttributeError): - return None - - def _extract_retry_after_header(exception: BaseException) -> float | None: - """Extract and parse Retry-After header from exception chain.""" - current: BaseException | None = exception - while current: - headers = retry_provider.extract_headers_from_exception(current) - if headers: - retry_after = headers.get("retry-after") or headers.get("Retry-After") - if retry_after: - parsed = _parse_retry_after(retry_after) - if parsed is not None: - return parsed - current = current.__cause__ - return None - - def _exponential_backoff(attempt: int, initial: float) -> float: - """Calculate exponential backoff with jitter.""" - exponent = attempt - 1 - exponential = initial * (2**exponent) - jitter = random.uniform(0, 1.0) - return exponential + jitter - - def wait_strategy(retry_state: RetryCallState) -> float: - """Calculate wait time based on exception and retry state.""" - if retry_state.outcome is None: - return initial - - exception = retry_state.outcome.exception() - if exception is not None: - retry_after = _extract_retry_after_header(exception) - if retry_after is not None: - capped_wait = min(retry_after, max_delay) - if logger: - logger.info( - f"Retrying after {retry_after:.1f}s" - f"{f' (capped to {capped_wait:.1f}s)' if capped_wait != retry_after else ''}" - ) - return capped_wait - - exponential_wait = _exponential_backoff(retry_state.attempt_number, initial) - capped_wait = min(exponential_wait, max_delay) - if logger: - logger.info( - f"Retrying with exponential backoff after {capped_wait:.1f}s (attempt #{retry_state.attempt_number})" - ) - return capped_wait - - return wait_strategy - - -class BaseSyncRetryer(Retrying, ABC): - """Synchronous retry strategy base class. - - Args: - max_retries: Maximum number of retry attempts - initial: Initial delay for exponential backoff in seconds - max_delay: Maximum delay between retries in seconds - logger: Optional logger for retry events - """ - - @abstractmethod - def get_retry_provider(self) -> RetryProvider: - """Return the provider instance for this retryer.""" - pass - - def __init__( - self, - max_retries: int = 5, - initial: float = 5.0, - max_delay: float = 120.0, - logger: logging.Logger | None = None, - ): - retry_provider = self.get_retry_provider() - - Retrying.__init__( - self, - wait=_create_wait_strategy(retry_provider, initial, max_delay, logger), - retry=_create_retry_condition(retry_provider), - stop=stop_after_attempt(max_retries), - reraise=True, - ) - - -class BaseAsyncRetryer(AsyncRetrying, ABC): - """Asynchronous retry strategy base class. - - Args: - max_retries: Maximum number of retry attempts - initial: Initial delay for exponential backoff in seconds - max_delay: Maximum delay between retries in seconds - logger: Optional logger for retry events - """ - - @abstractmethod - def get_retry_provider(self) -> RetryProvider: - """Return the provider instance for this retryer.""" - pass - - def __init__( - self, - max_retries: int = 5, - initial: float = 5.0, - max_delay: float = 120.0, - logger: logging.Logger | None = None, - ): - retry_provider = self.get_retry_provider() - - AsyncRetrying.__init__( - self, - wait=_create_wait_strategy(retry_provider, initial, max_delay, logger), - retry=_create_retry_condition(retry_provider), - stop=stop_after_attempt(max_retries), - reraise=True, - ) diff --git a/src/uipath_langchain/chat/retryers/bedrock.py b/src/uipath_langchain/chat/retryers/bedrock.py deleted file mode 100644 index f7333a6a..00000000 --- a/src/uipath_langchain/chat/retryers/bedrock.py +++ /dev/null @@ -1,74 +0,0 @@ -"""AWS Bedrock specific retry strategy implementation.""" - -from typing import Mapping - -import botocore.exceptions - -from .base import BaseAsyncRetryer, BaseSyncRetryer, RetryProvider - -# Bedrock-specific exceptions that should always be retried -_BEDROCK_RETRY_EXCEPTIONS = ( - botocore.exceptions.ReadTimeoutError, - botocore.exceptions.ConnectTimeoutError, - botocore.exceptions.EndpointConnectionError, -) - - -class BedrockRetryProvider(RetryProvider): - """Provider for Bedrock specific exception handling.""" - - def extract_headers_from_exception( - self, exception: BaseException - ) -> Mapping[str, str] | None: - """Extract headers from botocore response structure.""" - if isinstance(exception, botocore.exceptions.ClientError): - response = exception.response - if "ResponseMetadata" in response: - headers = response["ResponseMetadata"].get("HTTPHeaders", {}) - if headers: - return headers - return None - - def extract_status_code(self, exception: BaseException) -> int | None: - """Extract HTTP status code from botocore response.""" - if isinstance(exception, botocore.exceptions.ClientError): - response = exception.response - if "ResponseMetadata" in response: - return response["ResponseMetadata"].get("HTTPStatusCode") - return None - - def get_retry_exceptions(self) -> tuple[type[Exception], ...]: - """Get Bedrock-specific exceptions that should always be retried.""" - return _BEDROCK_RETRY_EXCEPTIONS - - -class BedrockRetryer(BaseSyncRetryer): - """Synchronous retry strategy for AWS Bedrock with botocore exception handling. - - Handles botocore-based exceptions and response structures from the boto3 SDK. - - Args: - max_retries: Maximum number of retry attempts - initial: Initial delay for exponential backoff in seconds - max_delay: Maximum delay between retries in seconds - logger: Optional logger for retry events - """ - - def get_retry_provider(self) -> RetryProvider: - return BedrockRetryProvider() - - -class AsyncBedrockRetryer(BaseAsyncRetryer): - """Asynchronous retry strategy for AWS Bedrock with botocore exception handling. - - Handles botocore-based exceptions and response structures from the boto3 SDK. - - Args: - max_retries: Maximum number of retry attempts - initial: Initial delay for exponential backoff in seconds - max_delay: Maximum delay between retries in seconds - logger: Optional logger for retry events - """ - - def get_retry_provider(self) -> RetryProvider: - return BedrockRetryProvider() diff --git a/src/uipath_langchain/chat/retryers/vertex.py b/src/uipath_langchain/chat/retryers/vertex.py deleted file mode 100644 index 7867c059..00000000 --- a/src/uipath_langchain/chat/retryers/vertex.py +++ /dev/null @@ -1,70 +0,0 @@ -"""Vertex AI (Google GenAI) specific retry strategy implementation.""" - -from typing import Mapping - -import httpx -from google.genai.errors import APIError - -from .base import BaseAsyncRetryer, BaseSyncRetryer, RetryProvider - -# Vertex-specific exceptions that should always be retried -_VERTEX_RETRY_EXCEPTIONS = ( - httpx.TimeoutException, - httpx.ConnectError, - httpx.RemoteProtocolError, -) - - -class VertexRetryProvider(RetryProvider): - """Provider for Vertex AI specific exception handling.""" - - def extract_headers_from_exception( - self, exception: BaseException - ) -> Mapping[str, str] | None: - """Extract headers from google.genai APIError response structure.""" - if isinstance(exception, APIError): - if hasattr(exception.response, "headers"): - return exception.response.headers - return None - - def extract_status_code(self, exception: BaseException) -> int | None: - """Extract HTTP status code from google.genai APIError.""" - if isinstance(exception, APIError): - return exception.code - return None - - def get_retry_exceptions(self) -> tuple[type[Exception], ...]: - """Get Vertex-specific exceptions that should always be retried.""" - return _VERTEX_RETRY_EXCEPTIONS - - -class VertexRetryer(BaseSyncRetryer): - """Synchronous retry strategy for Vertex AI with httpx exception handling. - - Handles httpx-based exceptions and response structures from the Google GenAI SDK. - - Args: - max_retries: Maximum number of retry attempts - initial: Initial delay for exponential backoff in seconds - max_delay: Maximum delay between retries in seconds - logger: Optional logger for retry events - """ - - def get_retry_provider(self) -> RetryProvider: - return VertexRetryProvider() - - -class AsyncVertexRetryer(BaseAsyncRetryer): - """Asynchronous retry strategy for Vertex AI with httpx exception handling. - - Handles httpx-based exceptions and response structures from the Google GenAI SDK. - - Args: - max_retries: Maximum number of retry attempts - initial: Initial delay for exponential backoff in seconds - max_delay: Maximum delay between retries in seconds - logger: Optional logger for retry events - """ - - def get_retry_provider(self) -> RetryProvider: - return VertexRetryProvider() diff --git a/src/uipath_langchain/chat/supported_models.py b/src/uipath_langchain/chat/supported_models.py deleted file mode 100644 index 5634e445..00000000 --- a/src/uipath_langchain/chat/supported_models.py +++ /dev/null @@ -1,54 +0,0 @@ -from enum import StrEnum - - -class OpenAIModels(StrEnum): - """Supported OpenAI model identifiers.""" - - # GPT-4o models - gpt_4o_2024_05_13 = "gpt-4o-2024-05-13" - gpt_4o_2024_08_06 = "gpt-4o-2024-08-06" - gpt_4o_2024_11_20 = "gpt-4o-2024-11-20" - gpt_4o_mini_2024_07_18 = "gpt-4o-mini-2024-07-18" - - # GPT-4.1 models - gpt_4_1_2025_04_14 = "gpt-4.1-2025-04-14" - gpt_4_1_mini_2025_04_14 = "gpt-4.1-mini-2025-04-14" - gpt_4_1_nano_2025_04_14 = "gpt-4.1-nano-2025-04-14" - - # GPT-5 models - gpt_5_2025_08_07 = "gpt-5-2025-08-07" - gpt_5_chat_2025_08_07 = "gpt-5-chat-2025-08-07" - gpt_5_mini_2025_08_07 = "gpt-5-mini-2025-08-07" - gpt_5_nano_2025_08_07 = "gpt-5-nano-2025-08-07" - - # GPT-5.1 models - gpt_5_1_2025_11_13 = "gpt-5.1-2025-11-13" - - # GPT-5.2 models - gpt_5_2_2025_12_11 = "gpt-5.2-2025-12-11" - - -class GeminiModels(StrEnum): - """Supported Google Gemini model identifiers.""" - - # Gemini 2 models - gemini_2_5_pro = "gemini-2.5-pro" - gemini_2_5_flash = "gemini-2.5-flash" - gemini_2_0_flash_001 = "gemini-2.0-flash-001" - - # Gemini 3 models - gemini_3_pro_preview = "gemini-3-pro-preview" - - -class BedrockModels(StrEnum): - """Supported AWS Bedrock model identifiers.""" - - # Claude 3.7 models - anthropic_claude_3_7_sonnet = "anthropic.claude-3-7-sonnet-20250219-v1:0" - - # Claude 4 models - anthropic_claude_sonnet_4 = "anthropic.claude-sonnet-4-20250514-v1:0" - - # Claude 4.5 models - anthropic_claude_sonnet_4_5 = "anthropic.claude-sonnet-4-5-20250929-v1:0" - anthropic_claude_haiku_4_5 = "anthropic.claude-haiku-4-5-20251001-v1:0" diff --git a/src/uipath_langchain/chat/types.py b/src/uipath_langchain/chat/types.py index af7c6861..35d736b4 100644 --- a/src/uipath_langchain/chat/types.py +++ b/src/uipath_langchain/chat/types.py @@ -1,41 +1,20 @@ from enum import StrEnum -from typing import Protocol, runtime_checkable class LLMProvider(StrEnum): """LLM provider/vendor identifier.""" - OPENAI = "OpenAi" - BEDROCK = "AwsBedrock" - VERTEX = "VertexAi" + OPENAI = "openai" + BEDROCK = "awsbedrock" + VERTEX = "vertexai" class APIFlavor(StrEnum): """API flavor for LLM communication.""" - OPENAI_RESPONSES = "OpenAIResponses" - OPENAI_COMPLETIONS = "OpenAiChatCompletions" - AWS_BEDROCK_CONVERSE = "AwsBedrockConverse" - AWS_BEDROCK_INVOKE = "AwsBedrockInvoke" - VERTEX_GEMINI_GENERATE_CONTENT = "GeminiGenerateContent" - VERTEX_ANTHROPIC_CLAUDE = "AnthropicClaude" - - -@runtime_checkable -class UiPathPassthroughChatModel(Protocol): - """Protocol for UiPath chat models with provider and flavor information. - - All UiPath chat model classes (UiPathChatOpenAI, UiPathChatBedrock, - UiPathChatBedrockConverse, UiPathChatVertex, UiPathChat, UiPathAzureChatOpenAI) - implement this protocol. - """ - - @property - def llm_provider(self) -> LLMProvider: - """The LLM provider for this model.""" - ... - - @property - def api_flavor(self) -> APIFlavor: - """The API flavor for this model.""" - ... + OPENAI_RESPONSES = "responses" + OPENAI_COMPLETIONS = "chat-completions" + AWS_BEDROCK_CONVERSE = "converse" + AWS_BEDROCK_INVOKE = "invoke" + VERTEX_GEMINI_GENERATE_CONTENT = "generate-content" + VERTEX_ANTHROPIC_CLAUDE = "anthropic-claude" diff --git a/src/uipath_langchain/chat/vertex.py b/src/uipath_langchain/chat/vertex.py deleted file mode 100644 index ce568ca3..00000000 --- a/src/uipath_langchain/chat/vertex.py +++ /dev/null @@ -1,389 +0,0 @@ -import logging -import os -from collections.abc import AsyncIterator, Iterator -from typing import Any, Optional - -import httpx -from langchain_core.callbacks import ( - AsyncCallbackManagerForLLMRun, - CallbackManagerForLLMRun, -) -from langchain_core.messages import BaseMessage -from langchain_core.outputs import ChatGenerationChunk, ChatResult -from tenacity import AsyncRetrying, Retrying -from uipath._utils import resource_override -from uipath._utils._ssl_context import get_httpx_client_kwargs -from uipath.utils import EndpointManager - -from .header_capture import HeaderCapture -from .retryers.vertex import AsyncVertexRetryer, VertexRetryer -from .supported_models import GeminiModels -from .types import APIFlavor, LLMProvider - -logger = logging.getLogger(__name__) - - -def _check_genai_dependencies() -> None: - """Check if required dependencies for UiPathChatVertex are installed.""" - import importlib.util - - missing_packages = [] - - if importlib.util.find_spec("langchain_google_genai") is None: - missing_packages.append("langchain-google-genai") - - if importlib.util.find_spec("google.genai") is None: - missing_packages.append("google-genai") - - if missing_packages: - packages_str = ", ".join(missing_packages) - raise ImportError( - f"The following packages are required to use UiPathChatVertex: {packages_str}\n" - "Please install them using one of the following methods:\n\n" - " # Using pip:\n" - f" pip install uipath-langchain[vertex]\n\n" - " # Using uv:\n" - f" uv add 'uipath-langchain[vertex]'\n\n" - ) - - -_check_genai_dependencies() - -import google.genai -from google.genai import types as genai_types -from langchain_google_genai import ChatGoogleGenerativeAI -from pydantic import PrivateAttr - - -def _rewrite_vertex_url(original_url: str, gateway_url: str) -> httpx.URL | None: - """Rewrite Google GenAI URLs to UiPath gateway endpoint. - - Handles URL patterns containing generateContent or streamGenerateContent. - Returns the gateway URL, or None if no rewrite needed. - """ - if "generateContent" in original_url or "streamGenerateContent" in original_url: - url = httpx.URL(gateway_url) - if "alt=sse" in original_url: - url = url.copy_with(params={"alt": "sse"}) - return url - return None - - -class _UrlRewriteTransport(httpx.HTTPTransport): - """Transport that rewrites URLs to redirect to UiPath gateway.""" - - def __init__( - self, - gateway_url: str, - verify: bool = True, - header_capture: HeaderCapture | None = None, - ): - super().__init__(verify=verify) - self.gateway_url = gateway_url - self.header_capture = header_capture - - def handle_request(self, request: httpx.Request) -> httpx.Response: - original_url = str(request.url) - new_url = _rewrite_vertex_url(original_url, self.gateway_url) - if new_url: - # Set streaming header based on original URL before modifying - is_streaming = "alt=sse" in original_url - request.headers["X-UiPath-Streaming-Enabled"] = ( - "true" if is_streaming else "false" - ) - # Update host header to match the new URL - request.headers["host"] = new_url.host - request.url = new_url - - response = super().handle_request(request) - if self.header_capture: - self.header_capture.set(dict(response.headers)) - - return response - - -class _AsyncUrlRewriteTransport(httpx.AsyncHTTPTransport): - """Async transport that rewrites URLs to redirect to UiPath gateway.""" - - def __init__( - self, - gateway_url: str, - verify: bool = True, - header_capture: HeaderCapture | None = None, - ): - super().__init__(verify=verify) - self.gateway_url = gateway_url - self.header_capture = header_capture - - async def handle_async_request(self, request: httpx.Request) -> httpx.Response: - original_url = str(request.url) - new_url = _rewrite_vertex_url(original_url, self.gateway_url) - if new_url: - # Set streaming header based on original URL before modifying - is_streaming = "alt=sse" in original_url - request.headers["X-UiPath-Streaming-Enabled"] = ( - "true" if is_streaming else "false" - ) - # Update host header to match the new URL - request.headers["host"] = new_url.host - request.url = new_url - - response = await super().handle_async_request(request) - if self.header_capture: - self.header_capture.set(dict(response.headers)) - - return response - - -class UiPathChatVertex(ChatGoogleGenerativeAI): - """UiPath Vertex AI Chat model that routes requests through UiPath's LLM Gateway.""" - - llm_provider: LLMProvider = LLMProvider.VERTEX - api_flavor: APIFlavor = APIFlavor.VERTEX_GEMINI_GENERATE_CONTENT - - _vendor: str = PrivateAttr(default="vertexai") - _model_name: str = PrivateAttr() - _uipath_token: str = PrivateAttr() - _uipath_llmgw_url: Optional[str] = PrivateAttr(default=None) - _agenthub_config: Optional[str] = PrivateAttr(default=None) - _byo_connection_id: Optional[str] = PrivateAttr(default=None) - _retryer: Optional[Retrying] = PrivateAttr(default=None) - _aretryer: Optional[AsyncRetrying] = PrivateAttr(default=None) - - @resource_override( - resource_identifier="byo_connection_id", resource_type="connection" - ) - def __init__( - self, - org_id: Optional[str] = None, - tenant_id: Optional[str] = None, - token: Optional[str] = None, - model_name: str = GeminiModels.gemini_2_5_flash, - temperature: Optional[float] = None, - agenthub_config: Optional[str] = None, - byo_connection_id: Optional[str] = None, - retryer: Optional[Retrying] = None, - aretryer: Optional[AsyncRetrying] = None, - **kwargs: Any, - ): - org_id = org_id or os.getenv("UIPATH_ORGANIZATION_ID") - tenant_id = tenant_id or os.getenv("UIPATH_TENANT_ID") - token = token or os.getenv("UIPATH_ACCESS_TOKEN") - - if not org_id: - raise ValueError( - "UIPATH_ORGANIZATION_ID environment variable or org_id parameter is required" - ) - if not tenant_id: - raise ValueError( - "UIPATH_TENANT_ID environment variable or tenant_id parameter is required" - ) - if not token: - raise ValueError( - "UIPATH_ACCESS_TOKEN environment variable or token parameter is required" - ) - - uipath_url = self._build_base_url(model_name) - headers = self._build_headers(token, agenthub_config, byo_connection_id) - - header_capture = HeaderCapture(name=f"vertex_headers_{id(self)}") - client_kwargs = get_httpx_client_kwargs() - verify = client_kwargs.get("verify", True) - - http_options = genai_types.HttpOptions( - httpx_client=httpx.Client( - transport=_UrlRewriteTransport( - uipath_url, verify=verify, header_capture=header_capture - ), - headers=headers, - **client_kwargs, - ), - httpx_async_client=httpx.AsyncClient( - transport=_AsyncUrlRewriteTransport( - uipath_url, verify=verify, header_capture=header_capture - ), - headers=headers, - **client_kwargs, - ), - ) - - if temperature is None and ( - "gemini-3" in model_name or "gemini-2" in model_name - ): - temperature = 1.0 - - super().__init__( - model=model_name, - google_api_key="uipath-gateway", - temperature=temperature, - max_retries=1, - **kwargs, - ) - - custom_client = google.genai.Client( - api_key="uipath-gateway", - http_options=http_options, - ) - - object.__setattr__(self, "client", custom_client) - - self._model_name = model_name - self._uipath_token = token - self._uipath_llmgw_url = uipath_url - self._agenthub_config = agenthub_config - self._byo_connection_id = byo_connection_id - self._retryer = retryer - self._aretryer = aretryer - self._header_capture = header_capture - - if self.temperature is not None and not 0 <= self.temperature <= 2.0: - raise ValueError("temperature must be in the range [0.0, 2.0]") - - if self.top_p is not None and not 0 <= self.top_p <= 1: - raise ValueError("top_p must be in the range [0.0, 1.0]") - - if self.top_k is not None and self.top_k <= 0: - raise ValueError("top_k must be positive") - - additional_headers = self.additional_headers or {} - self.default_metadata = tuple(additional_headers.items()) - - @staticmethod - def _build_headers( - token: str, - agenthub_config: Optional[str] = None, - byo_connection_id: Optional[str] = None, - ) -> dict[str, str]: - """Build HTTP headers for UiPath Gateway requests.""" - headers = { - "Authorization": f"Bearer {token}", - } - if agenthub_config: - headers["X-UiPath-AgentHub-Config"] = agenthub_config - if byo_connection_id: - headers["X-UiPath-LlmGateway-ByoIsConnectionId"] = byo_connection_id - if job_key := os.getenv("UIPATH_JOB_KEY"): - headers["X-UiPath-JobKey"] = job_key - if process_key := os.getenv("UIPATH_PROCESS_KEY"): - headers["X-UiPath-ProcessKey"] = process_key - return headers - - @staticmethod - def _build_base_url(model_name: str) -> str: - """Build the full URL for the UiPath LLM Gateway.""" - env_uipath_url = os.getenv("UIPATH_URL") - - if not env_uipath_url: - raise ValueError("UIPATH_URL environment variable is required") - - vendor_endpoint = EndpointManager.get_vendor_endpoint() - formatted_endpoint = vendor_endpoint.format( - vendor="vertexai", - model=model_name, - ) - return f"{env_uipath_url.rstrip('/')}/{formatted_endpoint}" - - def invoke(self, *args, **kwargs): - retryer = self._retryer or _get_default_retryer() - return retryer(super().invoke, *args, **kwargs) - - async def ainvoke(self, *args, **kwargs): - retryer = self._aretryer or _get_default_async_retryer() - return await retryer(super().ainvoke, *args, **kwargs) - - def _merge_finish_reason_to_response_metadata( - self, result: ChatResult - ) -> ChatResult: - """Merge finish_reason from generation_info into AIMessage.response_metadata. - - LangChain's ChatGoogleGenerativeAI stores finish_reason in generation_info - but not in AIMessage.response_metadata. This method merges it so that - check_stop_reason() in VertexGeminiPayloadHandler can access it. - """ - for generation in result.generations: - finish_reason = None - if generation.generation_info: - finish_reason = generation.generation_info.get("finish_reason") - - if finish_reason and hasattr(generation, "message"): - message = generation.message - if message.response_metadata is None: - message.response_metadata = {} - if "finish_reason" not in message.response_metadata: - message.response_metadata["finish_reason"] = finish_reason - - return result - - def _generate( - self, - messages: list[BaseMessage], - stop: list[str] | None = None, - run_manager: CallbackManagerForLLMRun | None = None, - **kwargs: Any, - ) -> ChatResult: - """Generate and ensure finish_reason is in response_metadata.""" - result = super()._generate( - messages, stop=stop, run_manager=run_manager, **kwargs - ) - result = self._merge_finish_reason_to_response_metadata(result) - self._header_capture.attach_to_chat_result(result) - self._header_capture.clear() - return result - - async def _agenerate( - self, - messages: list[BaseMessage], - stop: list[str] | None = None, - run_manager: AsyncCallbackManagerForLLMRun | None = None, - **kwargs: Any, - ) -> ChatResult: - """Generate async and ensure finish_reason is in response_metadata.""" - result = await super()._agenerate( - messages, stop=stop, run_manager=run_manager, **kwargs - ) - result = self._merge_finish_reason_to_response_metadata(result) - self._header_capture.attach_to_chat_result(result) - self._header_capture.clear() - return result - - def _stream( - self, - messages: list[BaseMessage], - stop: list[str] | None = None, - run_manager: CallbackManagerForLLMRun | None = None, - **kwargs: Any, - ) -> Iterator[ChatGenerationChunk]: - for chunk in super()._stream( - messages, stop=stop, run_manager=run_manager, **kwargs - ): - self._header_capture.attach_to_chat_generation(chunk) - yield chunk - - self._header_capture.clear() - - async def _astream( - self, - messages: list[BaseMessage], - stop: list[str] | None = None, - run_manager: AsyncCallbackManagerForLLMRun | None = None, - **kwargs: Any, - ) -> AsyncIterator[ChatGenerationChunk]: - async for chunk in super()._astream( - messages, stop=stop, run_manager=run_manager, **kwargs - ): - self._header_capture.attach_to_chat_generation(chunk) - yield chunk - - self._header_capture.clear() - - -def _get_default_retryer() -> VertexRetryer: - return VertexRetryer( - logger=logger, - ) - - -def _get_default_async_retryer() -> AsyncVertexRetryer: - return AsyncVertexRetryer( - logger=logger, - ) diff --git a/src/uipath_langchain/embeddings/__init__.py b/src/uipath_langchain/embeddings/__init__.py index e5387262..00b5788d 100644 --- a/src/uipath_langchain/embeddings/__init__.py +++ b/src/uipath_langchain/embeddings/__init__.py @@ -1,6 +1,54 @@ -from .embeddings import UiPathAzureOpenAIEmbeddings, UiPathOpenAIEmbeddings +""" +UiPath LangChain Embeddings module. + +NOTE: This module uses lazy imports via __getattr__ to avoid loading heavy +dependencies (langchain_openai, openai SDK) at import time. This significantly +improves CLI startup performance. + +Do NOT add eager imports like: + from .models import UiPathOpenAIEmbeddings # BAD - loads langchain_openai immediately + +Instead, all exports are loaded on-demand when first accessed. +""" + + +def __getattr__(name: str): + if name == "UiPathEmbeddings": + from uipath_langchain_client.clients.normalized import ( + UiPathNormalizedEmbeddings, + ) + + return UiPathNormalizedEmbeddings + if name == "UiPathAzureOpenAIEmbeddings": + from uipath_langchain_client.clients.openai.embeddings import ( + UiPathAzureOpenAIEmbeddings, + ) + + return UiPathAzureOpenAIEmbeddings + if name == "UiPathOpenAIEmbeddings": + from uipath_langchain_client.clients.openai.embeddings import ( + UiPathOpenAIEmbeddings, + ) + + return UiPathOpenAIEmbeddings + if name == "UiPathGoogleGenerativeAIEmbeddings": + from uipath_langchain_client.clients.google.embeddings import ( + UiPathGoogleGenerativeAIEmbeddings, + ) + + return UiPathGoogleGenerativeAIEmbeddings + if name == "UiPathBedrockEmbeddings": + from uipath_langchain_client.clients.bedrock.embeddings import ( + UiPathBedrockEmbeddings, + ) + + return UiPathBedrockEmbeddings + raise AttributeError(f"module {__name__!r} has no attribute {name!r}") + __all__ = [ "UiPathAzureOpenAIEmbeddings", "UiPathOpenAIEmbeddings", + "UiPathGoogleGenerativeAIEmbeddings", + "UiPathBedrockEmbeddings", ] diff --git a/src/uipath_langchain/embeddings/embeddings.py b/src/uipath_langchain/embeddings/embeddings.py deleted file mode 100644 index aca8adaf..00000000 --- a/src/uipath_langchain/embeddings/embeddings.py +++ /dev/null @@ -1,215 +0,0 @@ -import os -from typing import Any - -import httpx -from langchain_openai.embeddings import AzureOpenAIEmbeddings, OpenAIEmbeddings -from pydantic import Field -from uipath._utils._ssl_context import get_httpx_client_kwargs -from uipath.utils import EndpointManager - -from uipath_langchain._utils._request_mixin import UiPathRequestMixin - - -class UiPathAzureOpenAIEmbeddings(UiPathRequestMixin, AzureOpenAIEmbeddings): - """Custom Embeddings connector for LangChain integration with UiPath. - - This class modifies the OpenAI client to: - - Use UiPath endpoints - - Log request/response durations - - Apply custom URL preparation and header building - """ - - model_name: str | None = Field( - default_factory=lambda: os.getenv( - "UIPATH_MODEL_NAME", "text-embedding-3-large" - ), - alias="model", - ) - - def __init__(self, **kwargs): - default_client_kwargs = get_httpx_client_kwargs() - client_kwargs = { - **default_client_kwargs, - "event_hooks": { - "request": [self._log_request_duration], - "response": [self._log_response_duration], - }, - } - aclient_kwargs = { - **default_client_kwargs, - "event_hooks": { - "request": [self._alog_request_duration], - "response": [self._alog_response_duration], - }, - } - super().__init__( - http_client=httpx.Client(**client_kwargs), - http_async_client=httpx.AsyncClient(**aclient_kwargs), - **kwargs, - ) - # Monkey-patch the OpenAI client to use your custom methods - self.client._client._prepare_url = self._prepare_url - self.client._client._build_headers = self._build_headers - self.async_client._client._prepare_url = self._prepare_url - self.async_client._client._build_headers = self._build_headers - - @property - def endpoint(self) -> str: - endpoint = EndpointManager.get_embeddings_endpoint() - return endpoint.format( - model=self.model_name, api_version=self.openai_api_version - ) - - -class UiPathOpenAIEmbeddings(UiPathRequestMixin, OpenAIEmbeddings): - """Custom Embeddings connector for LangChain integration with UiPath. - - This implementation uses custom _call and _acall methods for full control - over the API request/response cycle. - """ - - model_name: str | None = Field( - default_factory=lambda: os.getenv( - "UIPATH_MODEL_NAME", "text-embedding-3-large" - ), - alias="model", - ) - - # Add instance variables for tracking if needed - def __init__(self, **kwargs): - super().__init__(**kwargs) - self._total_tokens = 0 - self._total_requests = 0 - - def embed_documents( - self, texts: list[str], chunk_size: int | None = None, **kwargs: Any - ) -> list[list[float]]: - """Embed a list of documents using UiPath endpoint. - - Args: - texts: List of texts to embed - chunk_size: Number of texts to process in each batch - **kwargs: Additional arguments passed to the API - - Returns: - List of embeddings for each text - """ - chunk_size_ = chunk_size or self.chunk_size - embeddings: list[list[float]] = [] - - for i in range(0, len(texts), chunk_size_): - chunk = texts[i : i + chunk_size_] - - # Build payload matching OpenAI API format - payload: dict[str, Any] = { - "input": chunk, - "model": self.model, - } - - # Add optional parameters - if self.dimensions is not None: - payload["dimensions"] = self.dimensions - - # Add model_kwargs and any additional kwargs - payload.update(self.model_kwargs) - payload.update(kwargs) - - # Make the API call using custom _call method - response = self._call(self.url, payload, self.auth_headers) - - # Extract embeddings - chunk_embeddings = [r["embedding"] for r in response["data"]] - embeddings.extend(chunk_embeddings) - - # Track usage internally (optional) - if "usage" in response: - self._total_tokens += response["usage"].get("total_tokens", 0) - self._total_requests += 1 - - return embeddings - - async def aembed_documents( - self, - texts: list[str], - chunk_size: int | None = None, - **kwargs: Any, - ) -> list[list[float]]: - """Async version of embed_documents. - - Args: - texts: List of texts to embed - chunk_size: Number of texts to process in each batch - **kwargs: Additional arguments passed to the API - - Returns: - List of embeddings for each text - """ - chunk_size_ = chunk_size or self.chunk_size - embeddings: list[list[float]] = [] - - for i in range(0, len(texts), chunk_size_): - chunk = texts[i : i + chunk_size_] - - # Build payload matching OpenAI API format - payload: dict[str, Any] = { - "input": chunk, - "model": self.model, - } - - # Add optional parameters - if self.dimensions is not None: - payload["dimensions"] = self.dimensions - - # Add model_kwargs and any additional kwargs - payload.update(self.model_kwargs) - payload.update(kwargs) - - # Make the async API call using custom _acall method - response = await self._acall(self.url, payload, self.auth_headers) - - # Extract embeddings - chunk_embeddings = [r["embedding"] for r in response["data"]] - embeddings.extend(chunk_embeddings) - - # Track usage internally (optional) - if "usage" in response: - self._total_tokens += response["usage"].get("total_tokens", 0) - self._total_requests += 1 - - return embeddings - - @property - def endpoint(self) -> str: - """Get the UiPath endpoint for embeddings.""" - endpoint = EndpointManager.get_embeddings_endpoint() - return endpoint.format( - model=self.model_name, api_version=self.openai_api_version - ) - - @property - def url(self) -> str: - """Get the full URL for API requests.""" - return self.endpoint - - @property - def auth_headers(self) -> dict[str, str]: - """Get authentication headers for API requests.""" - headers = {} - if self.openai_api_key: - headers["Authorization"] = ( - f"Bearer {self.openai_api_key.get_secret_value()}" - ) - if self.default_headers: - headers.update(self.default_headers) - return headers - - def get_usage_stats(self) -> dict[str, int]: - """Get token usage statistics. - - Returns: - Dictionary with total_tokens and total_requests - """ - return { - "total_tokens": self._total_tokens, - "total_requests": self._total_requests, - } diff --git a/testcases/chat-models/src/main.py b/testcases/chat-models/src/main.py index 97c7ad6a..12b929ce 100644 --- a/testcases/chat-models/src/main.py +++ b/testcases/chat-models/src/main.py @@ -1,16 +1,22 @@ import logging from typing import Any, Callable, Literal, Optional +from langchain_core.language_models import BaseChatModel from langchain_core.messages import HumanMessage from langchain_core.tools import tool from langgraph.checkpoint.memory import MemorySaver -from langgraph.graph import END, START, StateGraph, MessagesState +from langgraph.graph import END, START, MessagesState, StateGraph from pydantic import BaseModel, Field -from langchain_core.language_models import BaseChatModel -from uipath_langchain.chat.bedrock import UiPathChatBedrock, UiPathChatBedrockConverse -from uipath_langchain.chat.vertex import UiPathChatVertex -from uipath_langchain.chat import UiPathChatOpenAI, UiPathChat, UiPathAzureChatOpenAI +from uipath_langchain.chat import ( + UiPathAzureChatOpenAI, + UiPathChat, + UiPathChatAnthropic, + UiPathChatAnthropicVertex, + UiPathChatBedrock, + UiPathChatBedrockConverse, + UiPathChatGoogleGenerativeAI, +) logger = logging.getLogger(__name__) @@ -18,12 +24,28 @@ def create_test_models(max_tokens: int = 100) -> list[tuple[str, Any]]: """Create all test chat models with the specified max_tokens.""" return [ - ("UiPathChatOpenAI", UiPathChatOpenAI(use_responses_api=True)), - ("UiPathChatVertex", UiPathChatVertex()), - ("UiPathChatBedrockConverse", UiPathChatBedrockConverse()), - ("UiPathChatBedrock", UiPathChatBedrock()), - ("UiPathChat", UiPathChat()), - ("UiPathAzureChatOpenAI", UiPathAzureChatOpenAI()) + ("UiPathChat", UiPathChat(model="gpt-4o-2024-11-20")), + ("UiPathAzureChatOpenAI", UiPathAzureChatOpenAI(model="gpt-4o-2024-11-20")), + ( + "UiPathChatBedrock", + UiPathChatBedrock(model="anthropic.claude-haiku-4-5-20251001-v1:0"), + ), + ( + "UiPathChatBedrockConverse", + UiPathChatBedrockConverse(model="anthropic.claude-haiku-4-5-20251001-v1:0"), + ), + ( + "UiPathChatGoogleGenerativeAI", + UiPathChatGoogleGenerativeAI(model="gemini-2.5-flash"), + ), + ( + "UiPathChatAnthropic", + UiPathChatAnthropic(model="anthropic.claude-haiku-4-5-20251001-v1:0"), + ), + ( + "UiPathChatAnthropicVertex", + UiPathChatAnthropicVertex(model="claude-haiku-4-5@20251001"), + ), ] @@ -42,7 +64,9 @@ def format_error_message(error: str, max_length: int = 60) -> str: @tool -def get_weather(location: str, unit: Literal["celsius", "fahrenheit"] = "celsius") -> str: +def get_weather( + location: str, unit: Literal["celsius", "fahrenheit"] = "celsius" +) -> str: """Get the current weather for a location. Args: @@ -68,6 +92,7 @@ def calculate(expression: str) -> str: class PersonInfo(BaseModel): """Information about a person.""" + name: str = Field(description="The person's full name") age: int = Field(description="The person's age in years") city: str = Field(description="The city where the person lives") @@ -75,15 +100,16 @@ class PersonInfo(BaseModel): class TestResult: """Accumulates test metrics across all test runs.""" + def __init__(self): self.chunks = 0 self.content_length = 0 self.tool_calls = 0 def add_response(self, response: Any) -> None: - if hasattr(response, 'content') and response.content: + if hasattr(response, "content") and response.content: self.content_length += len(response.content) - if hasattr(response, 'tool_calls') and response.tool_calls: + if hasattr(response, "tool_calls") and response.tool_calls: self.tool_calls += len(response.tool_calls) def add_chunks(self, count: int) -> None: @@ -121,14 +147,15 @@ async def run_test_method( class GraphInput(BaseModel): """Input model for the testing graph.""" + prompt: str = Field( - default="Count from 1 to 5.", - description="The prompt to send to the LLM" + default="Count from 1 to 5.", description="The prompt to send to the LLM" ) class GraphOutput(BaseModel): """Output model for the testing graph.""" + success: bool result_summary: str chunks_received: Optional[int] = None @@ -138,6 +165,7 @@ class GraphOutput(BaseModel): class GraphState(MessagesState): """State model for the testing workflow.""" + prompt: str success: bool result_summary: str @@ -178,7 +206,7 @@ async def test_single_model_all( ("invoke", False, False), ("ainvoke", True, False), ("stream", False, True), - ("astream", True, True) + ("astream", True, True), ] for method_name, is_async, is_streaming in test_methods: @@ -193,7 +221,7 @@ async def test_single_model_all( model_results[method_name] = "✓" # Test tool calling - logger.info(f" Testing tool_calling...") + logger.info(" Testing tool_calling...") try: llm_with_tools = model.bind_tools(tools) chunks = [] @@ -204,20 +232,24 @@ async def test_single_model_all( for chunk in chunks: accumulated = chunk if accumulated is None else accumulated + chunk - if accumulated and hasattr(accumulated, 'tool_calls') and accumulated.tool_calls: + if ( + accumulated + and hasattr(accumulated, "tool_calls") + and accumulated.tool_calls + ): tool_calls_count = len(accumulated.tool_calls) result.add_tool_calls(tool_calls_count) logger.info(f" Tool calls detected: {tool_calls_count}") model_results["tool_calling"] = f"✓ ({tool_calls_count} calls)" else: - logger.warning(f" No tool calls detected") + logger.warning(" No tool calls detected") model_results["tool_calling"] = "✗ No tool calls detected" except Exception as e: logger.error(f" Tool calling failed: {e}") model_results["tool_calling"] = f"✗ {format_error_message(str(e))}" # Test structured output - logger.info(f" Testing structured_output...") + logger.info(" Testing structured_output...") try: llm_with_structure = model.with_structured_output(PersonInfo) response = await llm_with_structure.ainvoke(structured_messages) @@ -248,18 +280,28 @@ async def run_all_tests(state: GraphState) -> dict: """Run all tests for all chat models in parallel.""" import asyncio - logger.info("="*80) + logger.info("=" * 80) logger.info("Running All Tests") - logger.info("="*80) + logger.info("=" * 80) models = create_test_models(max_tokens=2000) tools = [get_weather, calculate] - tool_messages = [HumanMessage(content="What's the weather in San Francisco? Also calculate 15 * 23.")] - structured_messages = [HumanMessage(content="Tell me about John Smith, a 35 year old software engineer living in New York.")] + tool_messages = [ + HumanMessage( + content="What's the weather in San Francisco? Also calculate 15 * 23." + ) + ] + structured_messages = [ + HumanMessage( + content="Tell me about John Smith, a 35 year old software engineer living in New York." + ) + ] # Run all models in parallel tasks = [ - test_single_model_all(name, model, state["messages"], tools, tool_messages, structured_messages) + test_single_model_all( + name, model, state["messages"], tools, tool_messages, structured_messages + ) for name, model in models ] results_list = await asyncio.gather(*tasks) @@ -275,17 +317,34 @@ async def run_all_tests(state: GraphState) -> dict: total_result.tool_calls += result.tool_calls # Build summary - logger.info("="*80) + logger.info("=" * 80) summary_lines = [] - for model_name in ["UiPathChatOpenAI", "UiPathChatVertex", "UiPathChatBedrockConverse", "UiPathChatBedrock", "UiPathChat", "UiPathAzureChatOpenAI"]: + for model_name in [ + "UiPathChat", + "UiPathAzureChatOpenAI", + "UiPathChatBedrock", + "UiPathChatBedrockConverse", + "UiPathChatGoogleGenerativeAI", + "UiPathChatAnthropic", + "UiPathChatAnthropicVertex", + ]: if model_name in all_model_results: summary_lines.append(f"{model_name}:") results = all_model_results[model_name] - for test_name in ["invoke", "ainvoke", "stream", "astream", "tool_calling", "structured_output"]: + for test_name in [ + "invoke", + "ainvoke", + "stream", + "astream", + "tool_calling", + "structured_output", + ]: if test_name in results: summary_lines.append(f" {test_name}: {results[test_name]}") - has_failures = any("✗" in str(v) for r in all_model_results.values() for v in r.values()) + has_failures = any( + "✗" in str(v) for r in all_model_results.values() for v in r.values() + ) return { "success": not has_failures, @@ -299,16 +358,16 @@ async def run_all_tests(state: GraphState) -> dict: async def return_results(state: GraphState) -> GraphOutput: """Return final test results.""" - logger.info("="*80) + logger.info("=" * 80) logger.info("TEST RESULTS") - logger.info("="*80) + logger.info("=" * 80) logger.info(f"Success: {state['success']}") logger.info(f"Summary: {state['result_summary']}") - if state.get('chunks_received'): + if state.get("chunks_received"): logger.info(f"Chunks Received: {state['chunks_received']}") - if state.get('content_length'): + if state.get("content_length"): logger.info(f"Content Length: {state['content_length']}") - if state.get('tool_calls_count'): + if state.get("tool_calls_count"): logger.info(f"Tool Calls: {state['tool_calls_count']}") return GraphOutput( diff --git a/testcases/company-research-agent/src/graph.py b/testcases/company-research-agent/src/graph.py index 3dadbe28..08ec4948 100644 --- a/testcases/company-research-agent/src/graph.py +++ b/testcases/company-research-agent/src/graph.py @@ -2,7 +2,6 @@ from langchain_community.tools import DuckDuckGoSearchResults from langgraph.graph import END, START, MessagesState, StateGraph from pydantic import BaseModel - from uipath_langchain.chat import UiPathChat # Configuration constants @@ -40,7 +39,7 @@ def get_search_tool() -> DuckDuckGoSearchResults: def create_llm() -> UiPathChat: """Create and configure the language model.""" - return UiPathChat(streaming=False) + return UiPathChat(model="gpt-4o-2024-11-20", streaming=False) def create_research_agent(): diff --git a/testcases/ticket-classification/src/main.py b/testcases/ticket-classification/src/main.py index e0211f89..4d1dc954 100644 --- a/testcases/ticket-classification/src/main.py +++ b/testcases/ticket-classification/src/main.py @@ -7,12 +7,11 @@ from langchain_core.messages import HumanMessage, SystemMessage from langchain_core.output_parsers import PydanticOutputParser from langgraph.checkpoint.memory import MemorySaver -from langgraph.graph import END, START, StateGraph, MessagesState +from langgraph.graph import END, START, MessagesState, StateGraph from langgraph.types import Command, interrupt from pydantic import BaseModel, Field - from uipath.platform import UiPath -from uipath.platform.common import CreateTask + from uipath_langchain.chat import UiPathChat # Configuration @@ -27,9 +26,11 @@ TicketCategory = Literal["security", "error", "system", "billing", "performance"] NextNode = Literal["classify", "notify_team"] + # Data Models class GraphInput(BaseModel): """Input model for the ticket classification graph.""" + message: str ticket_id: str assignee: str | None = None @@ -37,12 +38,14 @@ class GraphInput(BaseModel): class GraphOutput(BaseModel): """Output model for the ticket classification graph.""" + label: str confidence: float class GraphState(MessagesState): """State model for the ticket classification workflow.""" + message: str ticket_id: str assignee: str | None @@ -54,6 +57,7 @@ class GraphState(MessagesState): class TicketClassification(BaseModel): """Model for ticket classification results.""" + label: TicketCategory = Field( description="The classification label for the support ticket" ) @@ -90,6 +94,7 @@ def create_system_message() -> str: format_instructions=output_parser.get_format_instructions() ) + # Node Functions def prepare_input(graph_input: GraphInput) -> GraphState: """Prepare the initial state from graph input.""" @@ -99,7 +104,7 @@ def prepare_input(graph_input: GraphInput) -> GraphState: assignee=graph_input.assignee, messages=[ SystemMessage(content=create_system_message()), - HumanMessage(content=graph_input.message) + HumanMessage(content=graph_input.message), ], last_predicted_category=None, human_approval=None, @@ -112,9 +117,10 @@ def decide_next_node(state: GraphState) -> NextNode: return "notify_team" return "classify" + async def classify(state: GraphState) -> Command: """Classify the support ticket using LLM.""" - llm = UiPathChat() + llm = UiPathChat(model="gpt-4o-mini-2024-07-18") # Add rejection message if there was a previous prediction if state.get("last_predicted_category"): @@ -151,7 +157,10 @@ async def classify(state: GraphState) -> Command: } ) -def create_approval_message(ticket_id: str, ticket_message: str, label: str, confidence: float) -> str: + +def create_approval_message( + ticket_id: str, ticket_message: str, label: str, confidence: float +) -> str: """Create formatted message for human approval.""" return ( f"This is how I classified the ticket: '{ticket_id}', " @@ -170,8 +179,6 @@ async def wait_for_human(state: GraphState) -> Command: confidence = state["confidence"] is_resume = state.get("human_approval") is not None - - if not is_resume: logger.info("Waiting for human approval via regular interrupt") interrupt_message = ( @@ -187,6 +194,7 @@ async def wait_for_human(state: GraphState) -> Command: } ) + async def notify_team(state: GraphState) -> GraphOutput: """Send team notification and return final output.""" logger.info("Sending team email notification") diff --git a/tests/agent/react/test_create_agent.py b/tests/agent/react/test_create_agent.py index 0ea8e325..81c2bdb8 100644 --- a/tests/agent/react/test_create_agent.py +++ b/tests/agent/react/test_create_agent.py @@ -21,28 +21,16 @@ from uipath_langchain.agent.react.types import ( AgentGraphConfig, AgentGraphNode, - AgentSettings, ) -from uipath_langchain.chat.types import APIFlavor, LLMProvider def _make_mock_model() -> MagicMock: - """Create a mock chat model that satisfies UiPathPassthroughChatModel protocol.""" - model = MagicMock(spec=BaseChatModel) - model.llm_provider = LLMProvider.OPENAI - model.api_flavor = APIFlavor.OPENAI_RESPONSES - - # Protocol check: make isinstance(model, UiPathPassthroughChatModel) return True - from uipath_langchain.chat.types import UiPathPassthroughChatModel + """Create a mock chat model for testing. - model.__class__ = type( - "MockUiPathModel", - (UiPathPassthroughChatModel,), - { - "llm_provider": property(lambda self: LLMProvider.OPENAI), - "api_flavor": property(lambda self: APIFlavor.OPENAI_RESPONSES), - }, - ) + Returns a simple BaseChatModel mock. Since it's not a UiPathBaseLLMClient, + the agent will set agent_settings=None. + """ + model = MagicMock(spec=BaseChatModel) return model @@ -167,10 +155,7 @@ def test_autonomous_agent_with_tools( messages, None, # input schema False, # is_conversational - AgentSettings( - llm_provider=mock_model.llm_provider, - api_flavor=mock_model.api_flavor, - ), + None, # agent_settings (None for non-UiPathBaseLLMClient models) ) mock_create_terminate_node.assert_called_once_with( None, # output schema @@ -266,10 +251,7 @@ def test_conversational_agent_with_tools( messages, None, # input schema True, # is_conversational - AgentSettings( - llm_provider=mock_model.llm_provider, - api_flavor=mock_model.api_flavor, - ), + None, # agent_settings (None for non-UiPathBaseLLMClient models) ) mock_create_terminate_node.assert_called_once_with( None, # output schema diff --git a/tests/agent/react/test_llm_node.py b/tests/agent/react/test_llm_node.py index 4580fb00..c76bd0d2 100644 --- a/tests/agent/react/test_llm_node.py +++ b/tests/agent/react/test_llm_node.py @@ -11,7 +11,6 @@ from uipath_langchain.agent.react.llm_node import create_llm_node from uipath_langchain.agent.react.types import AgentGraphState -from uipath_langchain.chat.types import APIFlavor, LLMProvider class TestLLMNodeToolCallFiltering: @@ -23,13 +22,10 @@ def setup_method(self): self.regular_tool = Mock(spec=BaseTool) self.regular_tool.name = "regular_tool" - # Create mock chat model that implements UiPathPassthroughChatModel + # Create mock chat model that implements UiPathBaseLLMClient self.mock_model = Mock(spec=BaseChatModel) self.mock_model.bind_tools.return_value = self.mock_model self.mock_model.bind.return_value = self.mock_model - # Add UiPath protocol properties - self.mock_model.llm_provider = LLMProvider.OPENAI - self.mock_model.api_flavor = APIFlavor.OPENAI_RESPONSES # Create test state self.test_state = AgentGraphState(messages=[HumanMessage(content="Test query")]) diff --git a/tests/chat/__init__.py b/tests/chat/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/tests/chat/retryers/test_retryers.py b/tests/chat/retryers/test_retryers.py deleted file mode 100644 index 30a787d3..00000000 --- a/tests/chat/retryers/test_retryers.py +++ /dev/null @@ -1,274 +0,0 @@ -"""Unit tests for retry-after-aware retry strategy.""" - -from typing import NoReturn, cast -from unittest.mock import MagicMock, patch - -import botocore.exceptions -import httpx -from google.genai import errors as genai_errors -from langchain_google_genai.chat_models import ChatGoogleGenerativeAIError -from tenacity import wait_none - -from uipath_langchain.chat.retryers.bedrock import ( - AsyncBedrockRetryer, -) -from uipath_langchain.chat.retryers.vertex import ( - AsyncVertexRetryer, - VertexRetryer, -) - - -def raise_boto3_error( - error_code: str, - message: str, - status_code: int = 429, - headers: dict[str, str] | None = None, -) -> NoReturn: - """Raise a botocore ClientError for testing.""" - error_response_dict = { - "Error": { - "Code": error_code, - "Message": message, - }, - "ResponseMetadata": { - "HTTPStatusCode": status_code, - "HTTPHeaders": headers or {}, - }, - } - raise botocore.exceptions.ClientError( - cast("botocore.exceptions._ClientErrorResponseTypeDef", error_response_dict), - "test_operation", - ) - - -def raise_google_genai_error( - status_code: int = 429, - message: str = "Resource exhausted", - headers: dict[str, str] | None = None, -) -> NoReturn: - """Raise a ChatGoogleGenerativeAIError wrapping google.genai.errors.ClientError.""" - response = MagicMock() - response.status_code = status_code - response.headers = headers or {} - response.text = message - - response_json = {"error": {"message": message}} - - client_error = genai_errors.ClientError( - code=status_code, - response_json=response_json, - response=response, - ) - genai_error = ChatGoogleGenerativeAIError(message) - genai_error.__cause__ = client_error - raise genai_error - - -class TestVertexRetryStrategy: - """Tests for VertexRetryStrategy and AsyncVertexRetryStrategy classes.""" - - def test_retry_strategy_retries_on_exception( - self, - ) -> None: - call_count = 0 - - def failing_function(): - nonlocal call_count - call_count += 1 - if call_count < 3: - raise_google_genai_error(429) - return "Success" - - retryer = VertexRetryer(max_retries=5) - retryer.wait = wait_none() - - result = retryer(failing_function) - - assert result == "Success" - assert call_count == 3 # Failed twice, succeeded on third attempt - - async def test_async_retry_strategy_retries_on_exception( - self, - ) -> None: - call_count = 0 - - async def failing_async_function(): - nonlocal call_count - call_count += 1 - if call_count < 3: - raise_google_genai_error(429) - return "Success" - - retryer = AsyncVertexRetryer(max_retries=5) - retryer.wait = wait_none() - - result: str = await retryer(failing_async_function) - - assert result == "Success" - assert call_count == 3 # Failed twice, succeeded on third attempt - - async def test_no_header_but_retryable_status_code_falls_back_to_exponential_backoff( - self, - ) -> None: - call_count = 0 - sleep_delays: list[float] = [] - - async def always_failing_async_function(): - nonlocal call_count - call_count += 1 - raise_google_genai_error(503) - - retryer = AsyncVertexRetryer(max_retries=4, initial=5.0, max_delay=60.0) - - with patch("asyncio.sleep") as mock_sleep: - mock_sleep.side_effect = lambda delay: sleep_delays.append(delay) - try: - await retryer(always_failing_async_function) - except ChatGoogleGenerativeAIError: - pass - - assert call_count == 4 - assert len(sleep_delays) == 3 - - # Verify exponential growth: 5s, 10s, 20s (with small jitter tolerance) - assert 5.0 <= sleep_delays[0] <= 6.0 - assert 10.0 <= sleep_delays[1] <= 11.0 - assert 20.0 <= sleep_delays[2] <= 21.0 - - async def test_no_status_code_but_retryable_exception_falls_back_to_exponential_backoff( - self, - ) -> None: - call_count = 0 - sleep_delays: list[float] = [] - - async def always_failing_async_function(): - nonlocal call_count - call_count += 1 - raise httpx.TimeoutException("Timeout") - - retryer = AsyncVertexRetryer( - max_retries=4, - initial=5.0, - max_delay=60.0, - ) - - with patch("asyncio.sleep") as mock_sleep: - mock_sleep.side_effect = lambda delay: sleep_delays.append(delay) - try: - await retryer(always_failing_async_function) - except httpx.TimeoutException: - pass - - assert call_count == 4 - assert len(sleep_delays) == 3 - - # Verify exponential growth: 5s, 10s, 20s (with small jitter tolerance) - assert 5.0 <= sleep_delays[0] <= 6.0 - assert 10.0 <= sleep_delays[1] <= 11.0 - assert 20.0 <= sleep_delays[2] <= 21.0 - - async def test_async_retry_strategy_respects_max_retries( - self, - ) -> None: - """Test that the async retry strategy respects max_retries.""" - call_count = 0 - - async def always_failing_async_function(): - nonlocal call_count - call_count += 1 - raise_google_genai_error(503) - - retryer = AsyncVertexRetryer(max_retries=3) - retryer.wait = wait_none() - - try: - await retryer(always_failing_async_function) - raise AssertionError("Should have raised an exception") - except ChatGoogleGenerativeAIError: - pass - - assert call_count == 3 # Should stop after 3 attempts - - async def test_retry_strategy_uses_retry_after_header_with_google_genai( - self, - ) -> None: - call_count = 0 - sleep_delays: list[float] = [] - - async def function_with_retry_after(): - nonlocal call_count - call_count += 1 - if call_count < 2: - raise_google_genai_error( - 429, - "Resource exhausted", - headers={"retry-after": "30"}, - ) - return "Success" - - retryer = AsyncVertexRetryer(max_retries=3) - - with patch("asyncio.sleep") as mock_sleep: - mock_sleep.side_effect = lambda delay: sleep_delays.append(delay) - result: str = await retryer(function_with_retry_after) - - assert result == "Success" - assert call_count == 2 - assert len(sleep_delays) == 1 - assert sleep_delays[0] == 30.0 - - async def test_retry_strategy_uses_retry_after_header_with_vertex(self) -> None: - call_count = 0 - sleep_delays: list[float] = [] - - async def function_with_retry_after(): - nonlocal call_count - call_count += 1 - if call_count < 2: - raise_google_genai_error( - 429, - "Resource exhausted", - headers={"retry-after": "45"}, - ) - return "Success" - - retryer = AsyncVertexRetryer(max_retries=3) - - with patch("asyncio.sleep") as mock_sleep: - mock_sleep.side_effect = lambda delay: sleep_delays.append(delay) - result: str = await retryer(function_with_retry_after) - - assert result == "Success" - assert call_count == 2 - assert len(sleep_delays) == 1 - assert sleep_delays[0] == 45.0 - - -class TestBedrockRetryStrategy: - """Tests for BedrockRetryer and AsyncBedrockRetryer classes.""" - - async def test_retry_strategy_uses_retry_after_header_with_bedrock(self) -> None: - call_count = 0 - sleep_delays: list[float] = [] - - async def function_with_retry_after(): - nonlocal call_count - call_count += 1 - if call_count < 2: - raise_boto3_error( - "ThrottlingException", - "Rate exceeded", - headers={"retry-after": "25"}, - ) - return "Success" - - retryer = AsyncBedrockRetryer(max_retries=3) - - with patch("asyncio.sleep") as mock_sleep: - mock_sleep.side_effect = lambda delay: sleep_delays.append(delay) - result: str = await retryer(function_with_retry_after) - - assert result == "Success" - assert call_count == 2 - assert len(sleep_delays) == 1 - assert sleep_delays[0] == 25.0 diff --git a/tests/chat/test_bedrock.py b/tests/chat/test_bedrock.py deleted file mode 100644 index e60adfd8..00000000 --- a/tests/chat/test_bedrock.py +++ /dev/null @@ -1,81 +0,0 @@ -import os -from unittest.mock import MagicMock, patch - -from langchain_aws import ChatBedrock -from langchain_core.messages import AIMessage, BaseMessage, HumanMessage -from langchain_core.messages.content import create_file_block -from langchain_core.outputs import ChatGeneration, ChatResult - -from uipath_langchain.chat.bedrock import UiPathChatBedrock - - -class TestConvertFileBlocksToAnthropicDocuments: - def test_converts_pdf_file_block_to_document(self): - messages: list[BaseMessage] = [ - HumanMessage( - content_blocks=[ - {"type": "text", "text": "Summarize this PDF"}, - create_file_block(base64="JVBER==", mime_type="application/pdf"), - ] - ) - ] - - result = UiPathChatBedrock._convert_file_blocks_to_anthropic_documents(messages) - - assert result[0].content[0] == {"type": "text", "text": "Summarize this PDF"} - assert result[0].content[1] == { - "type": "document", - "source": { - "type": "base64", - "media_type": "application/pdf", - "data": "JVBER==", - }, - } - - -class TestGenerate: - @patch.dict( - os.environ, - { - "UIPATH_URL": "https://example.com", - "UIPATH_ORGANIZATION_ID": "org", - "UIPATH_TENANT_ID": "tenant", - "UIPATH_ACCESS_TOKEN": "token", - }, - ) - @patch("uipath_langchain.chat.bedrock.boto3.client", return_value=MagicMock()) - def test_generate_converts_file_blocks(self, _mock_boto): - chat = UiPathChatBedrock() - - messages: list[BaseMessage] = [ - HumanMessage( - content_blocks=[ - {"type": "text", "text": "Summarize this PDF"}, - create_file_block(base64="JVBER==", mime_type="application/pdf"), - ] - ) - ] - - fake_result = ChatResult( - generations=[ChatGeneration(message=AIMessage(content="Summary"))] - ) - - with patch.object( - ChatBedrock, "_generate", return_value=fake_result - ) as mock_parent_generate: - result = chat._generate(messages) - - called_messages = mock_parent_generate.call_args[0][0] - assert called_messages[0].content[0] == { - "type": "text", - "text": "Summarize this PDF", - } - assert called_messages[0].content[1] == { - "type": "document", - "source": { - "type": "base64", - "media_type": "application/pdf", - "data": "JVBER==", - }, - } - assert result == fake_result diff --git a/tests/chat/test_openai_url_rewrite.py b/tests/chat/test_openai_url_rewrite.py deleted file mode 100644 index 89fd0a53..00000000 --- a/tests/chat/test_openai_url_rewrite.py +++ /dev/null @@ -1,82 +0,0 @@ -import httpx - -from uipath_langchain.chat.openai import _rewrite_openai_url - - -class TestRewriteOpenAIUrl: - """Tests for the _rewrite_openai_url function.""" - - def test_rewrite_deployments_url(self): - """Test rewriting URLs with /openai/deployments/ pattern (responses: false).""" - original_url = "https://cloud.uipath.com/account/tenant/agenthub_/llm/raw/vendor/openai/model/gpt-5-mini-2025-08-07/openai/deployments/gpt-5-mini-2025-08-07/chat/completions?api-version=2024-12-01-preview" - params = httpx.QueryParams({"api-version": "2024-12-01-preview"}) - - result = _rewrite_openai_url(original_url, params) - - assert result is not None - assert ( - str(result) - == "https://cloud.uipath.com/account/tenant/agenthub_/llm/raw/vendor/openai/model/gpt-5-mini-2025-08-07/completions?api-version=2024-12-01-preview" - ) - - def test_rewrite_responses_url(self): - """Test rewriting URLs with /openai/responses pattern (responses: true).""" - original_url = "https://cloud.uipath.com/account/tenant/agenthub_/llm/raw/vendor/openai/model/gpt-5-mini-2025-08-07/openai/responses?api-version=2024-12-01-preview" - params = httpx.QueryParams({"api-version": "2024-12-01-preview"}) - - result = _rewrite_openai_url(original_url, params) - - assert result is not None - assert ( - str(result) - == "https://cloud.uipath.com/account/tenant/agenthub_/llm/raw/vendor/openai/model/gpt-5-mini-2025-08-07/completions?api-version=2024-12-01-preview" - ) - - def test_rewrite_base_url_with_query_params(self): - """Test rewriting base URL with query params (responses API base case).""" - original_url = "https://cloud.uipath.com/account/tenant/agenthub_/llm/raw/vendor/openai/model/gpt-5-mini-2025-08-07?api-version=2024-12-01-preview" - params = httpx.QueryParams({"api-version": "2024-12-01-preview"}) - - result = _rewrite_openai_url(original_url, params) - - assert result is not None - assert ( - str(result) - == "https://cloud.uipath.com/account/tenant/agenthub_/llm/raw/vendor/openai/model/gpt-5-mini-2025-08-07/completions?api-version=2024-12-01-preview" - ) - - def test_rewrite_without_query_params(self): - """Test rewriting URL without query parameters.""" - original_url = "https://cloud.uipath.com/account/tenant/agenthub_/llm/raw/vendor/openai/model/gpt-5-mini-2025-08-07/openai/responses" - params = httpx.QueryParams() - - result = _rewrite_openai_url(original_url, params) - - assert result is not None - assert ( - str(result) - == "https://cloud.uipath.com/account/tenant/agenthub_/llm/raw/vendor/openai/model/gpt-5-mini-2025-08-07/completions" - ) - - def test_rewrite_localhost_url(self): - """Test rewriting localhost URL.""" - original_url = "https://localhost:7024/account/tenant/llm/raw/vendor/openai/model/gpt-5-mini-2025-08-07/openai/deployments/gpt-5-mini-2025-08-07/chat/completions" - params = httpx.QueryParams() - - result = _rewrite_openai_url(original_url, params) - - assert result is not None - assert ( - str(result) - == "https://localhost:7024/account/tenant/llm/raw/vendor/openai/model/gpt-5-mini-2025-08-07/completions" - ) - - def test_rewrite_preserves_different_api_versions(self): - """Test that different api-version values are preserved.""" - original_url = "https://cloud.uipath.com/account/tenant/agenthub_/llm/raw/vendor/openai/model/gpt-5-mini-2025-08-07/openai/responses?api-version=2025-04-01-preview" - params = httpx.QueryParams({"api-version": "2025-04-01-preview"}) - - result = _rewrite_openai_url(original_url, params) - - assert result is not None - assert "api-version=2025-04-01-preview" in str(result) diff --git a/tests/cli/mocks/joke_agent_with_guardrails.py b/tests/cli/mocks/joke_agent_with_guardrails.py index 059f41f1..623407a2 100644 --- a/tests/cli/mocks/joke_agent_with_guardrails.py +++ b/tests/cli/mocks/joke_agent_with_guardrails.py @@ -23,7 +23,7 @@ from uipath.core.guardrails.guardrails import FieldReference, FieldSource from uipath.platform.guardrails.guardrails import NumberParameterValue -from uipath_langchain.chat.openai import UiPathChatOpenAI +from uipath_langchain.chat import UiPathAzureChatOpenAI # Mock Sentence Analyzer Tool @@ -75,7 +75,8 @@ class AgentOutput(BaseModel): all_tools = [sentence_analyzer_tool] # Create LLM (will be mocked in tests) -llm = UiPathChatOpenAI( +llm = UiPathAzureChatOpenAI( + model="gpt-4o-mini-2024-07-18", temperature=0.0, max_tokens=500, use_responses_api=True, diff --git a/tests/cli/test_agent_with_guardrails.py b/tests/cli/test_agent_with_guardrails.py index 65fb1818..7fb3accf 100644 --- a/tests/cli/test_agent_with_guardrails.py +++ b/tests/cli/test_agent_with_guardrails.py @@ -311,7 +311,9 @@ def mock_evaluate_guardrail(text, guardrail): ), patch( "langgraph.types.interrupt", - side_effect=lambda x: x, # Pass through - no escalation expected + side_effect=lambda x: ( + x + ), # Pass through - no escalation expected ), ): # Create runtime context diff --git a/tests/runtime/test_graph.py b/tests/runtime/test_graph.py index 006057d5..d16d0374 100644 --- a/tests/runtime/test_graph.py +++ b/tests/runtime/test_graph.py @@ -24,12 +24,7 @@ def test_agent_graph_schema(): # Setup movie_system_prompt = """You are an advanced AI assistant specializing in movie research and analysis.""" - llm = UiPathChat( - model="claude-3-7-sonnet-latest", - access_token="test-token", - azure_endpoint="test-base-url", - client_id="test-client-id", - ) + llm = UiPathChat(model="claude-3-7-sonnet-latest") graph: CompiledStateGraph[Any, Any, Any, Any] = create_agent( llm, tools=[search_movies], system_prompt=movie_system_prompt ) @@ -113,12 +108,7 @@ class Router(TypedDict): next: Literal["researcher", "coder", "FINISH"] - llm = UiPathChat( - model="claude-3-7-sonnet-latest", - access_token="test-token", - azure_endpoint="test-base-url", - client_id="test-client-id", - ) + llm = UiPathChat(model="claude-3-7-sonnet-latest") class GraphInput(BaseModel): question: str diff --git a/uv.lock b/uv.lock index 216fb64b..4fff7528 100644 --- a/uv.lock +++ b/uv.lock @@ -134,14 +134,11 @@ wheels = [ [[package]] name = "aiosqlite" -version = "0.21.0" +version = "0.22.1" source = { registry = "https://pypi.org/simple" } -dependencies = [ - { name = "typing-extensions" }, -] -sdist = { url = "https://files.pythonhosted.org/packages/13/7d/8bca2bf9a247c2c5dfeec1d7a5f40db6518f88d314b8bca9da29670d2671/aiosqlite-0.21.0.tar.gz", hash = "sha256:131bb8056daa3bc875608c631c678cda73922a2d4ba8aec373b19f18c17e7aa3", size = 13454, upload-time = "2025-02-03T07:30:16.235Z" } +sdist = { url = "https://files.pythonhosted.org/packages/4e/8a/64761f4005f17809769d23e518d915db74e6310474e733e3593cfc854ef1/aiosqlite-0.22.1.tar.gz", hash = "sha256:043e0bd78d32888c0a9ca90fc788b38796843360c855a7262a532813133a0650", size = 14821, upload-time = "2025-12-23T19:25:43.997Z" } wheels = [ - { url = 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