diff --git a/config/plano_config_schema.yaml b/config/plano_config_schema.yaml index 6ac35b52..efe084d6 100644 --- a/config/plano_config_schema.yaml +++ b/config/plano_config_schema.yaml @@ -97,6 +97,10 @@ properties: type: array items: type: string + output_filter_chain: + type: array + items: + type: string additionalProperties: false required: - type diff --git a/crates/brightstaff/src/handlers/agent_selector.rs b/crates/brightstaff/src/handlers/agent_selector.rs index a6b22964..59459c26 100644 --- a/crates/brightstaff/src/handlers/agent_selector.rs +++ b/crates/brightstaff/src/handlers/agent_selector.rs @@ -196,6 +196,7 @@ mod tests { name: name.to_string(), agents: Some(agents), filter_chain: None, + output_filter_chain: None, port: 8080, router: None, } diff --git a/crates/brightstaff/src/handlers/integration_tests.rs b/crates/brightstaff/src/handlers/integration_tests.rs index 6d8b99d0..2e51485a 100644 --- a/crates/brightstaff/src/handlers/integration_tests.rs +++ b/crates/brightstaff/src/handlers/integration_tests.rs @@ -76,6 +76,7 @@ mod tests { name: "test-listener".to_string(), agents: Some(vec![agent_pipeline.clone()]), filter_chain: None, + output_filter_chain: None, port: 8080, router: None, }; diff --git a/crates/brightstaff/src/handlers/llm.rs b/crates/brightstaff/src/handlers/llm.rs index 59e35606..1359bcd0 100644 --- a/crates/brightstaff/src/handlers/llm.rs +++ b/crates/brightstaff/src/handlers/llm.rs @@ -23,7 +23,8 @@ use super::pipeline_processor::PipelineProcessor; use crate::handlers::router_chat::router_chat_get_upstream_model; use crate::handlers::utils::{ - create_streaming_response, truncate_message, ObservableStreamProcessor, + create_streaming_response, create_streaming_response_with_output_filter, truncate_message, + ObservableStreamProcessor, }; use crate::router::llm_router::RouterService; use crate::state::response_state_processor::ResponsesStateProcessor; @@ -47,6 +48,8 @@ pub async fn llm_chat( state_storage: Option>, filter_chain: Arc>>, filter_agents: Arc>, + output_filter_chain: Arc>>, + output_filter_agents: Arc>, ) -> Result>, hyper::Error> { let request_path = request.uri().path().to_string(); let request_headers = request.headers().clone(); @@ -88,6 +91,8 @@ pub async fn llm_chat( request_headers, filter_chain, filter_agents, + output_filter_chain, + output_filter_agents, ) .instrument(request_span) .await @@ -107,6 +112,8 @@ async fn llm_chat_inner( mut request_headers: hyper::HeaderMap, filter_chain: Arc>>, filter_agents: Arc>, + output_filter_chain: Arc>>, + output_filter_agents: Arc>, ) -> Result>, hyper::Error> { // Set service name for LLM operations set_service_name(operation_component::LLM); @@ -501,6 +508,20 @@ async fn llm_chat_inner( propagator.inject_context(&cx, &mut HeaderInjector(&mut request_headers)); }); + // Determine if output filter chain is configured + let has_output_filter = output_filter_chain + .as_ref() + .as_ref() + .map(|fc| !fc.is_empty()) + .unwrap_or(false); + + // Save request headers for output filter chain (before they're consumed by upstream request) + let output_filter_request_headers = if has_output_filter { + Some(request_headers.clone()) + } else { + None + }; + // Capture start time right before sending request to upstream let request_start_time = std::time::Instant::now(); let _request_start_system_time = std::time::SystemTime::now(); @@ -567,7 +588,31 @@ async fn llm_chat_inner( content_encoding, request_id, ); - create_streaming_response(byte_stream, state_processor, 16) + if has_output_filter { + let ofc = output_filter_chain.as_ref().as_ref().unwrap().clone(); + let ofa = (*output_filter_agents).clone(); + create_streaming_response_with_output_filter( + byte_stream, + state_processor, + 16, + ofc, + ofa, + output_filter_request_headers.unwrap(), + ) + } else { + create_streaming_response(byte_stream, state_processor, 16) + } + } else if has_output_filter { + let ofc = output_filter_chain.as_ref().as_ref().unwrap().clone(); + let ofa = (*output_filter_agents).clone(); + create_streaming_response_with_output_filter( + byte_stream, + base_processor, + 16, + ofc, + ofa, + output_filter_request_headers.unwrap(), + ) } else { // Use base processor without state management create_streaming_response(byte_stream, base_processor, 16) diff --git a/crates/brightstaff/src/handlers/utils.rs b/crates/brightstaff/src/handlers/utils.rs index bff87ad4..49e66bb8 100644 --- a/crates/brightstaff/src/handlers/utils.rs +++ b/crates/brightstaff/src/handlers/utils.rs @@ -1,19 +1,23 @@ use bytes::Bytes; +use common::configuration::{Agent, AgentFilterChain}; use http_body_util::combinators::BoxBody; use http_body_util::StreamBody; use hyper::body::Frame; +use hyper::header::HeaderMap; use opentelemetry::trace::TraceContextExt; use opentelemetry::KeyValue; +use std::collections::HashMap; use std::time::Instant; use tokio::sync::mpsc; use tokio_stream::wrappers::ReceiverStream; use tokio_stream::StreamExt; -use tracing::{info, warn, Instrument}; +use tracing::{debug, info, warn, Instrument}; use tracing_opentelemetry::OpenTelemetrySpanExt; +use super::pipeline_processor::PipelineProcessor; use crate::signals::{InteractionQuality, SignalAnalyzer, TextBasedSignalAnalyzer, FLAG_MARKER}; use crate::tracing::{llm, set_service_name, signals as signal_constants}; -use hermesllm::apis::openai::Message; +use hermesllm::apis::openai::{Message, MessageContent, Role}; /// Trait for processing streaming chunks /// Implementors can inject custom logic during streaming (e.g., hallucination detection, logging) @@ -277,6 +281,286 @@ where } } +/// Extract content text from an SSE chunk line (the JSON part after "data: "). +/// Returns the content string and whether it was found. +fn extract_sse_content(json_str: &str) -> Option { + let value: serde_json::Value = serde_json::from_str(json_str).ok()?; + value + .get("choices")? + .get(0)? + .get("delta")? + .get("content")? + .as_str() + .map(|s| s.to_string()) +} + +/// Replace content in an SSE JSON chunk with new content. +fn replace_sse_content(json_str: &str, new_content: &str) -> Option { + let mut value: serde_json::Value = serde_json::from_str(json_str).ok()?; + value + .get_mut("choices")? + .get_mut(0)? + .get_mut("delta")? + .as_object_mut()? + .insert( + "content".to_string(), + serde_json::Value::String(new_content.to_string()), + ); + serde_json::to_string(&value).ok() +} + +/// Process an SSE chunk through the output filter chain. +/// Parses each `data: ` line, extracts content, sends through filters, and reconstructs. +async fn filter_sse_chunk( + chunk_str: &str, + pipeline_processor: &mut PipelineProcessor, + filter_chain: &AgentFilterChain, + filter_agents: &HashMap, + request_headers: &HeaderMap, +) -> String { + let mut result = String::new(); + for line in chunk_str.split('\n') { + if let Some(json_str) = line.strip_prefix("data: ") { + if json_str.trim() == "[DONE]" { + result.push_str(line); + result.push('\n'); + continue; + } + if let Some(content) = extract_sse_content(json_str) { + if content.is_empty() { + result.push_str(line); + result.push('\n'); + continue; + } + // Send content through output filter chain + let messages = vec![Message { + role: Role::Assistant, + content: Some(MessageContent::Text(content)), + name: None, + tool_calls: None, + tool_call_id: None, + }]; + match pipeline_processor + .process_filter_chain(&messages, filter_chain, filter_agents, request_headers) + .await + { + Ok(filtered_messages) => { + if let Some(msg) = filtered_messages.first() { + let filtered_content = match &msg.content { + Some(MessageContent::Text(t)) => Some(t.clone()), + _ => None, + }; + if let Some(filtered_content) = filtered_content { + if let Some(new_json) = + replace_sse_content(json_str, &filtered_content) + { + result.push_str("data: "); + result.push_str(&new_json); + result.push('\n'); + continue; + } + } + } + // Fallback: pass through original + result.push_str(line); + result.push('\n'); + } + Err(e) => { + warn!(error = %e, "output filter chain error, passing through original chunk"); + result.push_str(line); + result.push('\n'); + } + } + } else { + // No content in this SSE line, pass through + result.push_str(line); + result.push('\n'); + } + } else { + result.push_str(line); + result.push('\n'); + } + } + // Remove trailing extra newline if the original didn't end with one + if !chunk_str.ends_with('\n') && result.ends_with('\n') { + result.pop(); + } + result +} + +/// Process a non-streaming JSON response through the output filter chain. +/// Extracts assistant message content, filters it, and reconstructs the response. +pub async fn filter_non_streaming_response( + response_bytes: &[u8], + pipeline_processor: &mut PipelineProcessor, + filter_chain: &AgentFilterChain, + filter_agents: &HashMap, + request_headers: &HeaderMap, +) -> Bytes { + let response_str = match std::str::from_utf8(response_bytes) { + Ok(s) => s, + Err(_) => return Bytes::from(response_bytes.to_vec()), + }; + + let mut value: serde_json::Value = match serde_json::from_str(response_str) { + Ok(v) => v, + Err(_) => return Bytes::from(response_bytes.to_vec()), + }; + + // Extract content from choices[0].message.content + let content = value + .get("choices") + .and_then(|c| c.get(0)) + .and_then(|c| c.get("message")) + .and_then(|m| m.get("content")) + .and_then(|c| c.as_str()) + .map(|s| s.to_string()); + + if let Some(content) = content { + let messages = vec![Message { + role: Role::Assistant, + content: Some(MessageContent::Text(content)), + name: None, + tool_calls: None, + tool_call_id: None, + }]; + match pipeline_processor + .process_filter_chain(&messages, filter_chain, filter_agents, request_headers) + .await + { + Ok(filtered_messages) => { + if let Some(msg) = filtered_messages.first() { + let filtered_content = match &msg.content { + Some(MessageContent::Text(t)) => Some(t.clone()), + _ => None, + }; + if let Some(filtered_content) = filtered_content { + if let Some(choices) = value.get_mut("choices") { + if let Some(choice) = choices.get_mut(0) { + if let Some(message) = choice.get_mut("message") { + message.as_object_mut().unwrap().insert( + "content".to_string(), + serde_json::Value::String(filtered_content), + ); + } + } + } + } + } + } + Err(e) => { + warn!(error = %e, "output filter chain error on non-streaming response"); + } + } + } + + Bytes::from(serde_json::to_string(&value).unwrap_or_else(|_| response_str.to_string())) +} + +/// Creates a streaming response that processes each chunk through an output filter chain. +/// The output filter is called asynchronously for each SSE chunk's content. +pub fn create_streaming_response_with_output_filter( + mut byte_stream: S, + mut inner_processor: P, + buffer_size: usize, + output_filter_chain: Vec, + output_filter_agents: HashMap, + request_headers: HeaderMap, +) -> StreamingResponse +where + S: StreamExt> + Send + Unpin + 'static, + P: StreamProcessor, +{ + let (tx, rx) = mpsc::channel::(buffer_size); + let current_span = tracing::Span::current(); + + let processor_handle = tokio::spawn( + async move { + let mut is_first_chunk = true; + let mut pipeline_processor = PipelineProcessor::default(); + let temp_filter_chain = AgentFilterChain { + id: "output_filter".to_string(), + default: None, + description: None, + filter_chain: Some(output_filter_chain), + }; + + while let Some(item) = byte_stream.next().await { + let chunk = match item { + Ok(chunk) => chunk, + Err(err) => { + let err_msg = format!("Error receiving chunk: {:?}", err); + warn!(error = %err_msg, "stream error"); + inner_processor.on_error(&err_msg); + break; + } + }; + + if is_first_chunk { + inner_processor.on_first_bytes(); + is_first_chunk = false; + } + + // Try to process through output filter chain + let processed_chunk = if let Ok(chunk_str) = std::str::from_utf8(&chunk) { + if chunk_str.contains("data: ") { + let filtered = filter_sse_chunk( + chunk_str, + &mut pipeline_processor, + &temp_filter_chain, + &output_filter_agents, + &request_headers, + ) + .await; + Bytes::from(filtered) + } else { + // Non-SSE chunk (could be non-streaming JSON response) + let filtered = filter_non_streaming_response( + &chunk, + &mut pipeline_processor, + &temp_filter_chain, + &output_filter_agents, + &request_headers, + ) + .await; + filtered + } + } else { + chunk + }; + + // Pass through inner processor for metrics/observability + match inner_processor.process_chunk(processed_chunk) { + Ok(Some(final_chunk)) => { + if tx.send(final_chunk).await.is_err() { + warn!("receiver dropped"); + break; + } + } + Ok(None) => continue, + Err(err) => { + warn!("processor error: {}", err); + inner_processor.on_error(&err); + break; + } + } + } + + inner_processor.on_complete(); + debug!("output filter streaming completed"); + } + .instrument(current_span), + ); + + let stream = ReceiverStream::new(rx).map(|chunk| Ok::<_, hyper::Error>(Frame::data(chunk))); + let stream_body = BoxBody::new(StreamBody::new(stream)); + + StreamingResponse { + body: stream_body, + processor_handle, + } +} + /// Truncates a message to the specified maximum length, adding "..." if truncated. pub fn truncate_message(message: &str, max_length: usize) -> String { if message.chars().count() > max_length { diff --git a/crates/brightstaff/src/main.rs b/crates/brightstaff/src/main.rs index b1715624..ec2662af 100644 --- a/crates/brightstaff/src/main.rs +++ b/crates/brightstaff/src/main.rs @@ -121,6 +121,19 @@ async fn main() -> Result<(), Box> { }) .unwrap_or_default(), ); + let model_output_filter_chain: Arc>> = + Arc::new(model_listener.and_then(|l| l.output_filter_chain.clone())); + let model_output_filter_agents: Arc> = Arc::new( + model_output_filter_chain + .as_ref() + .as_ref() + .map(|fc| { + fc.iter() + .filter_map(|id| global_agent_map.get(id).map(|a| (id.clone(), a.clone()))) + .collect() + }) + .unwrap_or_default(), + ); let listeners = Arc::new(RwLock::new(plano_config.listeners.clone())); let llm_provider_url = env::var("LLM_PROVIDER_ENDPOINT").unwrap_or_else(|_| "http://localhost:12001".to_string()); @@ -217,6 +230,8 @@ async fn main() -> Result<(), Box> { let agents_list = combined_agents_filters_list.clone(); let model_filter_chain = model_filter_chain.clone(); let model_filter_agents = model_filter_agents.clone(); + let model_output_filter_chain = model_output_filter_chain.clone(); + let model_output_filter_agents = model_output_filter_agents.clone(); let listeners = listeners.clone(); let span_attributes = span_attributes.clone(); let state_storage = state_storage.clone(); @@ -230,6 +245,8 @@ async fn main() -> Result<(), Box> { let agents_list = agents_list.clone(); let model_filter_chain = model_filter_chain.clone(); let model_filter_agents = model_filter_agents.clone(); + let model_output_filter_chain = model_output_filter_chain.clone(); + let model_output_filter_agents = model_output_filter_agents.clone(); let listeners = listeners.clone(); let span_attributes = span_attributes.clone(); let state_storage = state_storage.clone(); @@ -290,6 +307,8 @@ async fn main() -> Result<(), Box> { state_storage, model_filter_chain, model_filter_agents, + model_output_filter_chain, + model_output_filter_agents, ) .with_context(parent_cx) .await diff --git a/crates/common/src/configuration.rs b/crates/common/src/configuration.rs index 18945a28..d1b94f4e 100644 --- a/crates/common/src/configuration.rs +++ b/crates/common/src/configuration.rs @@ -52,6 +52,7 @@ pub struct Listener { pub router: Option, pub agents: Option>, pub filter_chain: Option>, + pub output_filter_chain: Option>, pub port: u16, } diff --git a/demos/filter_chains/pii_anonymizer/README.md b/demos/filter_chains/pii_anonymizer/README.md new file mode 100644 index 00000000..f8a21e56 --- /dev/null +++ b/demos/filter_chains/pii_anonymizer/README.md @@ -0,0 +1,102 @@ +# PII Anonymization Filter Chain Demo + +Automatically redact PII from LLM requests and restore it in responses — inspired by [Uber's GenAI Gateway PII Redactor](https://www.uber.com/blog/genai-gateway/). + +This demo uses both `filter_chain` (input) and `output_filter_chain` (output) on a **model-type listener** to anonymize PII before it reaches the LLM provider, then de-anonymize the response before returning it to the client. + +## Architecture + +``` +Client ──► Plano (model listener :12000) + │ + ├─ filter_chain: pii_anonymizer + │ └─ Replace PII with [EMAIL_0], [SSN_0], etc. + │ + ├─ model_provider: openai/gpt-4o-mini + │ └─ LLM only sees anonymized data + │ + └─ output_filter_chain: pii_deanonymizer + └─ Restore [EMAIL_0] → original email (per-chunk for streaming) +``` + +## Quick Start + +```bash +# 1. Export your API key +export OPENAI_API_KEY=sk-... + +# 2. Start the demo +bash run_demo.sh + +# 3. (Optional) Start with Jaeger tracing +bash run_demo.sh --with-ui + +# 4. Run tests (in another terminal) +bash test.sh + +# 5. Stop the demo +bash run_demo.sh down +``` + +## Try It + +**Request with PII:** + +```bash +curl http://localhost:12000/v1/chat/completions \ + -H "Content-Type: application/json" \ + -d '{ + "model": "gpt-4o-mini", + "messages": [{"role": "user", "content": "Contact john@example.com or call 555-123-4567"}], + "stream": false + }' +``` + +**Streaming with PII:** + +```bash +curl --no-buffer http://localhost:12000/v1/chat/completions \ + -H "Content-Type: application/json" \ + -d '{ + "model": "gpt-4o-mini", + "messages": [{"role": "user", "content": "My SSN is 123-45-6789"}], + "stream": true + }' +``` + +## Verify Anonymization + +Check the PII filter service logs in the terminal running `start_agents.sh`. You should see log lines like: +``` +[PII_ANONYMIZER] - INFO - request_id=abc123 anonymized PII: EMAIL=1, PHONE=1 +``` + +## Supported PII Types + +| Type | Pattern | Example | Placeholder | +|------|---------|---------|-------------| +| SSN | `XXX-XX-XXXX` | `123-45-6789` | `[SSN_0]` | +| Credit Card | `XXXX XXXX XXXX XXXX` | `4111 1111 1111 1111` | `[CREDIT_CARD_0]` | +| Email | standard email format | `user@example.com` | `[EMAIL_0]` | +| Phone | US phone formats | `555-123-4567` | `[PHONE_0]` | + +## How Streaming De-anonymization Works + +For streaming responses, each SSE chunk is sent through the output filter chain as it arrives from the LLM: + +1. Plano receives a chunk with content like `"The email [EMAIL_0] belongs to..."` +2. The chunk content is sent to the `/deanonymize` endpoint +3. The filter looks up the PII mapping (stored during anonymization) and replaces placeholders +4. The restored chunk `"The email john@example.com belongs to..."` is streamed to the client + +Partial placeholders split across chunks (e.g., `[EMA` in one chunk, `IL_0]` in the next) are handled via internal buffering in the filter service. + +## Limitations + +- **No name detection** — regex cannot reliably detect names. For production, consider [Microsoft Presidio](https://github.com/microsoft/presidio) or spaCy NER. +- **US-centric patterns** — phone and SSN patterns are US-focused. International formats may not be detected. +- **Per-chunk latency** — streaming de-anonymization adds a small network round-trip per chunk (~1ms on local network). + +## Tracing + +Open [Jaeger UI](http://localhost:16686) to see distributed traces for requests flowing through the PII filter chain. diff --git a/demos/filter_chains/pii_anonymizer/config.yaml b/demos/filter_chains/pii_anonymizer/config.yaml new file mode 100644 index 00000000..7b3dd773 --- /dev/null +++ b/demos/filter_chains/pii_anonymizer/config.yaml @@ -0,0 +1,26 @@ +version: v0.3.0 + +filters: + - id: pii_anonymizer + url: http://localhost:10501/anonymize + type: http + - id: pii_deanonymizer + url: http://localhost:10501/deanonymize + type: http + +model_providers: + - model: openai/gpt-4o-mini + access_key: $OPENAI_API_KEY + default: true + +listeners: + - type: model + name: llm_gateway + port: 12000 + filter_chain: + - pii_anonymizer + output_filter_chain: + - pii_deanonymizer + +tracing: + random_sampling: 100 diff --git a/demos/filter_chains/pii_anonymizer/docker-compose.yaml b/demos/filter_chains/pii_anonymizer/docker-compose.yaml new file mode 100644 index 00000000..dc03d7c3 --- /dev/null +++ b/demos/filter_chains/pii_anonymizer/docker-compose.yaml @@ -0,0 +1,24 @@ +services: + jaeger: + build: + context: ../../shared/jaeger + ports: + - "16686:16686" + - "4317:4317" + - "4318:4318" + anythingllm: + image: mintplexlabs/anythingllm + restart: always + ports: + - "3001:3001" + cap_add: + - SYS_ADMIN + environment: + - STORAGE_DIR=/app/server/storage + - LLM_PROVIDER=generic-openai + - GENERIC_OPEN_AI_BASE_PATH=http://host.docker.internal:12000/v1 + - GENERIC_OPEN_AI_MODEL_PREF=gpt-4o-mini + - GENERIC_OPEN_AI_MODEL_TOKEN_LIMIT=128000 + - GENERIC_OPEN_AI_API_KEY=sk-placeholder + extra_hosts: + - "host.docker.internal:host-gateway" diff --git a/demos/filter_chains/pii_anonymizer/pii_anonymizer.py b/demos/filter_chains/pii_anonymizer/pii_anonymizer.py new file mode 100644 index 00000000..1e390ce6 --- /dev/null +++ b/demos/filter_chains/pii_anonymizer/pii_anonymizer.py @@ -0,0 +1,232 @@ +""" +PII Anonymization filter — redact and restore PII in LLM requests/responses. + +Inspired by Uber's GenAI Gateway PII Redactor. Two endpoints: + POST /anonymize — replace PII with placeholders (input filter) + POST /deanonymize — restore original PII from placeholders (output filter) + +Uses regex-based detection for: email, phone, SSN, credit card. +Correlates request/response via x-request-id header. +""" + +import logging +import re +import time +import threading +from typing import Dict, List, Optional, Tuple + +from fastapi import FastAPI, Request +from pydantic import BaseModel + +logging.basicConfig( + level=logging.INFO, + format="%(asctime)s - [PII_ANONYMIZER] - %(levelname)s - %(message)s", +) +logger = logging.getLogger(__name__) + +app = FastAPI(title="PII Anonymizer", version="1.0.0") + +# --- PII patterns (order matters: SSN before phone to avoid overlap) --- + +PII_PATTERNS = [ + ("SSN", re.compile(r"\b\d{3}-\d{2}-\d{4}\b")), + ("CREDIT_CARD", re.compile(r"\b(?:\d{4}[-\s]?){3}\d{4}\b")), + ("EMAIL", re.compile(r"[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\.[a-zA-Z]{2,}")), + ( + "PHONE", + re.compile(r"(\+?1[-.\s]?)?\(?\d{3}\)?[-.\s]?\d{3}[-.\s]?\d{4}"), + ), +] + +# --- In-memory mapping store (request_id -> mapping + timestamp) --- + +_store_lock = threading.Lock() +_mapping_store: Dict[str, Tuple[Dict[str, str], float]] = {} +# Buffer for partial placeholder matches during streaming de-anonymization +_buffer_store: Dict[str, str] = {} +MAPPING_TTL_SECONDS = 300 # 5 minutes + + +def _cleanup_expired(): + """Remove expired mappings.""" + now = time.time() + expired = [ + k for k, (_, ts) in _mapping_store.items() if now - ts > MAPPING_TTL_SECONDS + ] + for k in expired: + del _mapping_store[k] + _buffer_store.pop(k, None) + + +def _store_mapping(request_id: str, mapping: Dict[str, str]): + with _store_lock: + _cleanup_expired() + _mapping_store[request_id] = (mapping, time.time()) + + +def _get_mapping(request_id: str) -> Optional[Dict[str, str]]: + with _store_lock: + entry = _mapping_store.get(request_id) + if entry: + return entry[0] + return None + + +# --- Core logic --- + + +class ChatMessage(BaseModel): + role: str + content: str + + +def anonymize_text(text: str) -> Tuple[str, Dict[str, str]]: + """Replace PII with [TYPE_N] placeholders. Returns (anonymized_text, mapping).""" + mapping: Dict[str, str] = {} + counters: Dict[str, int] = {} + # Track spans already matched to avoid overlapping replacements + matched_spans: List[Tuple[int, int]] = [] + + for pii_type, pattern in PII_PATTERNS: + for match in pattern.finditer(text): + start, end = match.start(), match.end() + # Skip if this span overlaps with an already-matched span + if any(s <= start < e or s < end <= e for s, e in matched_spans): + continue + matched_spans.append((start, end)) + idx = counters.get(pii_type, 0) + counters[pii_type] = idx + 1 + placeholder = f"[{pii_type}_{idx}]" + mapping[placeholder] = match.group() + + # Replace from right to left to preserve indices + matched_spans.sort(reverse=True) + result = text + for start, end in matched_spans: + original = text[start:end] + # Find the placeholder for this original value + placeholder = next(k for k, v in mapping.items() if v == original) + result = result[:start] + placeholder + result[end:] + + return result, mapping + + +def deanonymize_text( + text: str, mapping: Dict[str, str], buffer: str = "" +) -> Tuple[str, str]: + """Replace placeholders back with original PII values. + + Handles partial placeholders across streaming chunks via a buffer. + Only buffers text that could be the prefix of an actual placeholder + from this request's mapping, not arbitrary ``[`` from normal text. + Returns (processed_text, remaining_buffer). + """ + combined = buffer + text + + # Build the set of all prefixes for placeholders in this request's mapping. + # e.g. for "[EMAIL_0]" -> {"[", "[E", "[EM", "[EMA", "[EMAI", "[EMAIL", "[EMAIL_", "[EMAIL_0"} + prefixes: set[str] = set() + for placeholder in mapping: + # Exclude the full placeholder (with closing ']') — that's a complete match, not partial + for i in range(1, len(placeholder)): + prefixes.add(placeholder[:i]) + + # Check if the end of the text could be a partial placeholder. + remaining_buffer = "" + last_bracket = combined.rfind("[") + if last_bracket != -1 and "]" not in combined[last_bracket:]: + tail = combined[last_bracket:] + if tail in prefixes: + remaining_buffer = tail + combined = combined[:last_bracket] + + # Replace all complete placeholders + for placeholder, original in mapping.items(): + combined = combined.replace(placeholder, original) + + return combined, remaining_buffer + + +# --- Endpoints --- + + +@app.post("/anonymize") +async def anonymize(messages: List[ChatMessage], request: Request) -> List[ChatMessage]: + """Anonymize PII in user messages. Stores mapping for later de-anonymization.""" + request_id = request.headers.get("x-request-id", "unknown") + all_mappings: Dict[str, str] = {} + result_messages = [] + + for msg in messages: + if msg.role == "user": + anonymized, mapping = anonymize_text(msg.content) + all_mappings.update(mapping) + result_messages.append(ChatMessage(role=msg.role, content=anonymized)) + else: + result_messages.append(msg) + + if all_mappings: + _store_mapping(request_id, all_mappings) + logger.info( + "request_id=%s /anonymize mapping: %s", + request_id, + all_mappings, + ) + else: + logger.info("request_id=%s no PII detected", request_id) + + logger.info( + "request_id=%s /anonymize input: %s -> output: %s", + request_id, + [m.content for m in messages], + [m.content for m in result_messages], + ) + + return result_messages + + +@app.post("/deanonymize") +async def deanonymize( + messages: List[ChatMessage], request: Request +) -> List[ChatMessage]: + """De-anonymize PII placeholders in response messages using stored mapping.""" + request_id = request.headers.get("x-request-id", "unknown") + mapping = _get_mapping(request_id) + + if not mapping: + logger.info("request_id=%s no mapping found, passing through", request_id) + return messages + + result_messages = [] + for msg in messages: + if msg.role == "assistant" and msg.content: + with _store_lock: + buffer = _buffer_store.get(request_id, "") + + restored, remaining = deanonymize_text(msg.content, mapping, buffer) + + with _store_lock: + if remaining: + _buffer_store[request_id] = remaining + else: + _buffer_store.pop(request_id, None) + + # Only log when a replacement actually happened + if restored != msg.content: + logger.info( + "request_id=%s /deanonymize '%s' -> '%s'", + request_id, + msg.content, + restored, + ) + + result_messages.append(ChatMessage(role=msg.role, content=restored)) + else: + result_messages.append(msg) + + return result_messages + + +@app.get("/health") +async def health(): + return {"status": "healthy"} diff --git a/demos/filter_chains/pii_anonymizer/pyproject.toml b/demos/filter_chains/pii_anonymizer/pyproject.toml new file mode 100644 index 00000000..94e3c6c1 --- /dev/null +++ b/demos/filter_chains/pii_anonymizer/pyproject.toml @@ -0,0 +1,15 @@ +[project] +name = "pii_anonymizer" +version = "0.1.0" +description = "PII Anonymization filter for Plano filter chains" +readme = "README.md" +requires-python = ">=3.10" +dependencies = [ + "fastapi>=0.104.1", + "uvicorn>=0.24.0", + "pydantic>=2.0.0", +] + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" diff --git a/demos/filter_chains/pii_anonymizer/run_demo.sh b/demos/filter_chains/pii_anonymizer/run_demo.sh new file mode 100644 index 00000000..b13e65f5 --- /dev/null +++ b/demos/filter_chains/pii_anonymizer/run_demo.sh @@ -0,0 +1,56 @@ +#!/bin/bash +set -e + +# Function to start the demo +start_demo() { + # Step 1: Check if .env file exists + if [ -f ".env" ]; then + echo ".env file already exists. Skipping creation." + else + # Step 2: Create `.env` file and set OpenAI key + if [ -z "$OPENAI_API_KEY" ]; then + echo "Error: OPENAI_API_KEY environment variable is not set for the demo." + exit 1 + fi + + echo "Creating .env file..." + echo "OPENAI_API_KEY=$OPENAI_API_KEY" > .env + echo ".env file created with OPENAI_API_KEY." + fi + + # Step 3: Optionally start UI services (Jaeger) + # Jaeger must start before Plano so it can bind the OTEL port (4317) + if [ "$1" == "--with-ui" ]; then + echo "Starting UI services (AnythingLLM, Jaeger)..." + docker compose up -d + fi + + # Step 4: Start Plano + echo "Starting Plano with config.yaml..." + planoai up config.yaml + + # Step 5: Start filter service natively + echo "Starting PII filter service..." + bash start_agents.sh & +} + +# Function to stop the demo +stop_demo() { + # Stop filter service + echo "Stopping PII filter service..." + pkill -f start_agents.sh 2>/dev/null || true + + # Stop Docker Compose services if running + docker compose down 2>/dev/null || true + + # Stop Plano + echo "Stopping Plano..." + planoai down +} + +# Main script logic +if [ "$1" == "down" ]; then + stop_demo +else + start_demo "$1" +fi diff --git a/demos/filter_chains/pii_anonymizer/start_agents.sh b/demos/filter_chains/pii_anonymizer/start_agents.sh new file mode 100644 index 00000000..2339ff62 --- /dev/null +++ b/demos/filter_chains/pii_anonymizer/start_agents.sh @@ -0,0 +1,24 @@ +#!/bin/bash +set -e + +PIDS=() + +log() { echo "$(date '+%F %T') - $*"; } + +cleanup() { + log "Stopping agents..." + for PID in "${PIDS[@]}"; do + kill $PID 2>/dev/null && log "Stopped process $PID" + done + exit 0 +} + +trap cleanup EXIT INT TERM + +log "Starting PII anonymizer service on port 10501..." +uv run uvicorn pii_anonymizer:app --host 0.0.0.0 --port 10501 & +PIDS+=($!) + +for PID in "${PIDS[@]}"; do + wait "$PID" +done diff --git a/demos/filter_chains/pii_anonymizer/test.sh b/demos/filter_chains/pii_anonymizer/test.sh new file mode 100755 index 00000000..49bcb585 --- /dev/null +++ b/demos/filter_chains/pii_anonymizer/test.sh @@ -0,0 +1,80 @@ +#!/usr/bin/env bash +set -euo pipefail + +BASE_URL="http://localhost:12000/v1" +PASS=0 +FAIL=0 + +# ── Wait for Plano to be ready ────────────────────────────────────────────── +echo "Waiting for Plano to be ready..." +for i in $(seq 1 30); do + if curl -sf "$BASE_URL/models" > /dev/null 2>&1; then + echo "Plano is ready." + break + fi + if [ "$i" -eq 30 ]; then + echo "ERROR: Plano did not become ready in time." + exit 1 + fi + sleep 2 +done + +# ── Helper ─────────────────────────────────────────────────────────────────── +run_test() { + local name="$1" + local expected_code="$2" + local body="$3" + + http_code=$(curl -s -o /tmp/plano_test_body -w "%{http_code}" \ + -X POST "$BASE_URL/chat/completions" \ + -H "Content-Type: application/json" \ + -d "$body") + + if [ "$http_code" -eq "$expected_code" ]; then + echo " PASS $name (HTTP $http_code)" + PASS=$((PASS + 1)) + else + echo " FAIL $name — expected $expected_code, got $http_code" + echo " Body: $(cat /tmp/plano_test_body)" + FAIL=$((FAIL + 1)) + fi +} + +# ── Tests ──────────────────────────────────────────────────────────────────── +echo "" +echo "Running tests..." + +run_test "Non-streaming with PII (email + phone)" 200 '{ + "model": "gpt-4o-mini", + "messages": [{"role": "user", "content": "Contact me at john@example.com or call 555-123-4567"}], + "stream": false +}' + +run_test "Streaming with PII (SSN)" 200 '{ + "model": "gpt-4o-mini", + "messages": [{"role": "user", "content": "My SSN is 123-45-6789, please help me file taxes"}], + "stream": true +}' + +run_test "No PII (clean message)" 200 '{ + "model": "gpt-4o-mini", + "messages": [{"role": "user", "content": "What is 2+2?"}], + "stream": false +}' + +run_test "Multiple PII types" 200 '{ + "model": "gpt-4o-mini", + "messages": [{"role": "user", "content": "Email: test@test.com, Phone: 555-867-5309, SSN: 987-65-4321, Card: 4111 1111 1111 1111"}], + "stream": false +}' + +# ── Summary ────────────────────────────────────────────────────────────────── +echo "" +echo "Results: $PASS passed, $FAIL failed" +echo "" +echo "To verify PII was anonymized before reaching the LLM, check filter logs:" +echo " docker compose logs pii-service" + +if [ "$FAIL" -gt 0 ]; then + exit 1 +fi diff --git a/demos/filter_chains/pii_anonymizer/uv.lock b/demos/filter_chains/pii_anonymizer/uv.lock new file mode 100644 index 00000000..f16dd36d --- /dev/null +++ b/demos/filter_chains/pii_anonymizer/uv.lock @@ -0,0 +1,300 @@ +version = 1 +revision = 3 +requires-python = ">=3.10" + +[[package]] +name = "annotated-doc" +version = "0.0.4" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/57/ba/046ceea27344560984e26a590f90bc7f4a75b06701f653222458922b558c/annotated_doc-0.0.4.tar.gz", hash = "sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4", size = 7288, upload-time = "2025-11-10T22:07:42.062Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/1e/d3/26bf1008eb3d2daa8ef4cacc7f3bfdc11818d111f7e2d0201bc6e3b49d45/annotated_doc-0.0.4-py3-none-any.whl", hash = "sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320", size = 5303, upload-time = "2025-11-10T22:07:40.673Z" }, +] + +[[package]] +name = "annotated-types" +version = "0.7.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" }, +] + +[[package]] +name = "anyio" +version = "4.12.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "exceptiongroup", marker = "python_full_version < '3.11'" }, + { name = "idna" }, + { name = "typing-extensions", marker = "python_full_version < '3.13'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/96/f0/5eb65b2bb0d09ac6776f2eb54adee6abe8228ea05b20a5ad0e4945de8aac/anyio-4.12.1.tar.gz", hash = "sha256:41cfcc3a4c85d3f05c932da7c26d0201ac36f72abd4435ba90d0464a3ffed703", size = 228685, upload-time = "2026-01-06T11:45:21.246Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/38/0e/27be9fdef66e72d64c0cdc3cc2823101b80585f8119b5c112c2e8f5f7dab/anyio-4.12.1-py3-none-any.whl", hash = "sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c", size = 113592, upload-time = "2026-01-06T11:45:19.497Z" }, +] + +[[package]] +name = "click" +version = "8.3.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "colorama", marker = "sys_platform == 'win32'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/3d/fa/656b739db8587d7b5dfa22e22ed02566950fbfbcdc20311993483657a5c0/click-8.3.1.tar.gz", hash = "sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a", size = 295065, upload-time = "2025-11-15T20:45:42.706Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/98/78/01c019cdb5d6498122777c1a43056ebb3ebfeef2076d9d026bfe15583b2b/click-8.3.1-py3-none-any.whl", hash = "sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6", size = 108274, upload-time = "2025-11-15T20:45:41.139Z" }, +] + +[[package]] +name = "colorama" +version = "0.4.6" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/d8/53/6f443c9a4a8358a93a6792e2acffb9d9d5cb0a5cfd8802644b7b1c9a02e4/colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44", size = 27697, upload-time = "2022-10-25T02:36:22.414Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" }, +] + +[[package]] +name = "exceptiongroup" +version = "1.3.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "typing-extensions", marker = "python_full_version < '3.13'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/50/79/66800aadf48771f6b62f7eb014e352e5d06856655206165d775e675a02c9/exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219", size = 30371, upload-time = "2025-11-21T23:01:54.787Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/8a/0e/97c33bf5009bdbac74fd2beace167cab3f978feb69cc36f1ef79360d6c4e/exceptiongroup-1.3.1-py3-none-any.whl", hash = "sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598", size = 16740, upload-time = "2025-11-21T23:01:53.443Z" }, +] + +[[package]] +name = "fastapi" +version = "0.135.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "annotated-doc" }, + { name = "pydantic" }, + { name = "starlette" }, + { name = "typing-extensions" }, + { name = "typing-inspection" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/e7/7b/f8e0211e9380f7195ba3f3d40c292594fd81ba8ec4629e3854c353aaca45/fastapi-0.135.1.tar.gz", hash = "sha256:d04115b508d936d254cea545b7312ecaa58a7b3a0f84952535b4c9afae7668cd", size = 394962, upload-time = "2026-03-01T18:18:29.369Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e4/72/42e900510195b23a56bde950d26a51f8b723846bfcaa0286e90287f0422b/fastapi-0.135.1-py3-none-any.whl", hash = "sha256:46e2fc5745924b7c840f71ddd277382af29ce1cdb7d5eab5bf697e3fb9999c9e", size = 116999, upload-time = "2026-03-01T18:18:30.831Z" }, +] + +[[package]] +name = "h11" +version = "0.16.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/01/ee/02a2c011bdab74c6fb3c75474d40b3052059d95df7e73351460c8588d963/h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1", size = 101250, upload-time = "2025-04-24T03:35:25.427Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86", size = 37515, upload-time = "2025-04-24T03:35:24.344Z" }, +] + +[[package]] +name = "idna" +version = "3.11" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/6f/6d/0703ccc57f3a7233505399edb88de3cbd678da106337b9fcde432b65ed60/idna-3.11.tar.gz", hash = "sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902", size = 194582, upload-time = "2025-10-12T14:55:20.501Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea", size = 71008, upload-time = "2025-10-12T14:55:18.883Z" }, +] + +[[package]] +name = "pii-anonymizer" +version = "0.1.0" +source = { editable = "." } +dependencies = [ + { name = "fastapi" }, + { name = "pydantic" }, + { name = "uvicorn" }, +] + +[package.metadata] +requires-dist = [ + { name = "fastapi", specifier = ">=0.104.1" }, + { name = "pydantic", specifier = ">=2.0.0" }, + { name = "uvicorn", specifier = ">=0.24.0" }, +] + +[[package]] +name = "pydantic" +version = "2.12.5" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "annotated-types" }, + { name = "pydantic-core" }, + { name = "typing-extensions" }, + { name = "typing-inspection" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/69/44/36f1a6e523abc58ae5f928898e4aca2e0ea509b5aa6f6f392a5d882be928/pydantic-2.12.5.tar.gz", hash = "sha256:4d351024c75c0f085a9febbb665ce8c0c6ec5d30e903bdb6394b7ede26aebb49", size = 821591, upload-time = "2025-11-26T15:11:46.471Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/5a/87/b70ad306ebb6f9b585f114d0ac2137d792b48be34d732d60e597c2f8465a/pydantic-2.12.5-py3-none-any.whl", hash = "sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d", size = 463580, upload-time = "2025-11-26T15:11:44.605Z" }, +] + +[[package]] +name = "pydantic-core" +version = "2.41.5" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/71/70/23b021c950c2addd24ec408e9ab05d59b035b39d97cdc1130e1bce647bb6/pydantic_core-2.41.5.tar.gz", hash = "sha256:08daa51ea16ad373ffd5e7606252cc32f07bc72b28284b6bc9c6df804816476e", size = 460952, upload-time = "2025-11-04T13:43:49.098Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c6/90/32c9941e728d564b411d574d8ee0cf09b12ec978cb22b294995bae5549a5/pydantic_core-2.41.5-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:77b63866ca88d804225eaa4af3e664c5faf3568cea95360d21f4725ab6e07146", size = 2107298, upload-time = "2025-11-04T13:39:04.116Z" }, + { url = "https://files.pythonhosted.org/packages/fb/a8/61c96a77fe28993d9a6fb0f4127e05430a267b235a124545d79fea46dd65/pydantic_core-2.41.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:dfa8a0c812ac681395907e71e1274819dec685fec28273a28905df579ef137e2", size = 1901475, upload-time = "2025-11-04T13:39:06.055Z" }, + { url = "https://files.pythonhosted.org/packages/5d/b6/338abf60225acc18cdc08b4faef592d0310923d19a87fba1faf05af5346e/pydantic_core-2.41.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5921a4d3ca3aee735d9fd163808f5e8dd6c6972101e4adbda9a4667908849b97", size = 1918815, upload-time = "2025-11-04T13:39:10.41Z" }, + { url = "https://files.pythonhosted.org/packages/d1/1c/2ed0433e682983d8e8cba9c8d8ef274d4791ec6a6f24c58935b90e780e0a/pydantic_core-2.41.5-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:e25c479382d26a2a41b7ebea1043564a937db462816ea07afa8a44c0866d52f9", size = 2065567, upload-time = "2025-11-04T13:39:12.244Z" }, + { url = "https://files.pythonhosted.org/packages/b3/24/cf84974ee7d6eae06b9e63289b7b8f6549d416b5c199ca2d7ce13bbcf619/pydantic_core-2.41.5-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f547144f2966e1e16ae626d8ce72b4cfa0caedc7fa28052001c94fb2fcaa1c52", size = 2230442, upload-time = "2025-11-04T13:39:13.962Z" }, + { url = "https://files.pythonhosted.org/packages/fd/21/4e287865504b3edc0136c89c9c09431be326168b1eb7841911cbc877a995/pydantic_core-2.41.5-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:6f52298fbd394f9ed112d56f3d11aabd0d5bd27beb3084cc3d8ad069483b8941", size = 2350956, upload-time = "2025-11-04T13:39:15.889Z" }, + { url = "https://files.pythonhosted.org/packages/a8/76/7727ef2ffa4b62fcab916686a68a0426b9b790139720e1934e8ba797e238/pydantic_core-2.41.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:100baa204bb412b74fe285fb0f3a385256dad1d1879f0a5cb1499ed2e83d132a", size = 2068253, upload-time = "2025-11-04T13:39:17.403Z" }, + { url = "https://files.pythonhosted.org/packages/d5/8c/a4abfc79604bcb4c748e18975c44f94f756f08fb04218d5cb87eb0d3a63e/pydantic_core-2.41.5-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:05a2c8852530ad2812cb7914dc61a1125dc4e06252ee98e5638a12da6cc6fb6c", size = 2177050, upload-time = "2025-11-04T13:39:19.351Z" }, + { url = "https://files.pythonhosted.org/packages/67/b1/de2e9a9a79b480f9cb0b6e8b6ba4c50b18d4e89852426364c66aa82bb7b3/pydantic_core-2.41.5-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:29452c56df2ed968d18d7e21f4ab0ac55e71dc59524872f6fc57dcf4a3249ed2", size = 2147178, upload-time = "2025-11-04T13:39:21Z" }, + { url = "https://files.pythonhosted.org/packages/16/c1/dfb33f837a47b20417500efaa0378adc6635b3c79e8369ff7a03c494b4ac/pydantic_core-2.41.5-cp310-cp310-musllinux_1_1_armv7l.whl", hash = "sha256:d5160812ea7a8a2ffbe233d8da666880cad0cbaf5d4de74ae15c313213d62556", size = 2341833, upload-time = "2025-11-04T13:39:22.606Z" }, + { url = "https://files.pythonhosted.org/packages/47/36/00f398642a0f4b815a9a558c4f1dca1b4020a7d49562807d7bc9ff279a6c/pydantic_core-2.41.5-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:df3959765b553b9440adfd3c795617c352154e497a4eaf3752555cfb5da8fc49", size = 2321156, upload-time = "2025-11-04T13:39:25.843Z" }, + { url = "https://files.pythonhosted.org/packages/7e/70/cad3acd89fde2010807354d978725ae111ddf6d0ea46d1ea1775b5c1bd0c/pydantic_core-2.41.5-cp310-cp310-win32.whl", hash = "sha256:1f8d33a7f4d5a7889e60dc39856d76d09333d8a6ed0f5f1190635cbec70ec4ba", size = 1989378, upload-time = "2025-11-04T13:39:27.92Z" }, + { url = "https://files.pythonhosted.org/packages/76/92/d338652464c6c367e5608e4488201702cd1cbb0f33f7b6a85a60fe5f3720/pydantic_core-2.41.5-cp310-cp310-win_amd64.whl", hash = "sha256:62de39db01b8d593e45871af2af9e497295db8d73b085f6bfd0b18c83c70a8f9", size = 2013622, upload-time = "2025-11-04T13:39:29.848Z" }, + { url = "https://files.pythonhosted.org/packages/e8/72/74a989dd9f2084b3d9530b0915fdda64ac48831c30dbf7c72a41a5232db8/pydantic_core-2.41.5-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:a3a52f6156e73e7ccb0f8cced536adccb7042be67cb45f9562e12b319c119da6", size = 2105873, upload-time = "2025-11-04T13:39:31.373Z" }, + { url = "https://files.pythonhosted.org/packages/12/44/37e403fd9455708b3b942949e1d7febc02167662bf1a7da5b78ee1ea2842/pydantic_core-2.41.5-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:7f3bf998340c6d4b0c9a2f02d6a400e51f123b59565d74dc60d252ce888c260b", size = 1899826, upload-time = "2025-11-04T13:39:32.897Z" }, + { url = "https://files.pythonhosted.org/packages/33/7f/1d5cab3ccf44c1935a359d51a8a2a9e1a654b744b5e7f80d41b88d501eec/pydantic_core-2.41.5-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:378bec5c66998815d224c9ca994f1e14c0c21cb95d2f52b6021cc0b2a58f2a5a", size = 1917869, upload-time = "2025-11-04T13:39:34.469Z" }, + { url = "https://files.pythonhosted.org/packages/6e/6a/30d94a9674a7fe4f4744052ed6c5e083424510be1e93da5bc47569d11810/pydantic_core-2.41.5-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:e7b576130c69225432866fe2f4a469a85a54ade141d96fd396dffcf607b558f8", size = 2063890, upload-time = "2025-11-04T13:39:36.053Z" }, + { url = "https://files.pythonhosted.org/packages/50/be/76e5d46203fcb2750e542f32e6c371ffa9b8ad17364cf94bb0818dbfb50c/pydantic_core-2.41.5-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6cb58b9c66f7e4179a2d5e0f849c48eff5c1fca560994d6eb6543abf955a149e", size = 2229740, upload-time = "2025-11-04T13:39:37.753Z" }, + { url = "https://files.pythonhosted.org/packages/d3/ee/fed784df0144793489f87db310a6bbf8118d7b630ed07aa180d6067e653a/pydantic_core-2.41.5-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:88942d3a3dff3afc8288c21e565e476fc278902ae4d6d134f1eeda118cc830b1", size = 2350021, upload-time = "2025-11-04T13:39:40.94Z" }, + { url = "https://files.pythonhosted.org/packages/c8/be/8fed28dd0a180dca19e72c233cbf58efa36df055e5b9d90d64fd1740b828/pydantic_core-2.41.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f31d95a179f8d64d90f6831d71fa93290893a33148d890ba15de25642c5d075b", size = 2066378, upload-time = "2025-11-04T13:39:42.523Z" }, + { url = "https://files.pythonhosted.org/packages/b0/3b/698cf8ae1d536a010e05121b4958b1257f0b5522085e335360e53a6b1c8b/pydantic_core-2.41.5-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:c1df3d34aced70add6f867a8cf413e299177e0c22660cc767218373d0779487b", size = 2175761, upload-time = "2025-11-04T13:39:44.553Z" }, + { url = "https://files.pythonhosted.org/packages/b8/ba/15d537423939553116dea94ce02f9c31be0fa9d0b806d427e0308ec17145/pydantic_core-2.41.5-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:4009935984bd36bd2c774e13f9a09563ce8de4abaa7226f5108262fa3e637284", size = 2146303, upload-time = "2025-11-04T13:39:46.238Z" }, + { url = "https://files.pythonhosted.org/packages/58/7f/0de669bf37d206723795f9c90c82966726a2ab06c336deba4735b55af431/pydantic_core-2.41.5-cp311-cp311-musllinux_1_1_armv7l.whl", hash = "sha256:34a64bc3441dc1213096a20fe27e8e128bd3ff89921706e83c0b1ac971276594", size = 2340355, upload-time = "2025-11-04T13:39:48.002Z" }, + { url = "https://files.pythonhosted.org/packages/e5/de/e7482c435b83d7e3c3ee5ee4451f6e8973cff0eb6007d2872ce6383f6398/pydantic_core-2.41.5-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:c9e19dd6e28fdcaa5a1de679aec4141f691023916427ef9bae8584f9c2fb3b0e", size = 2319875, upload-time = "2025-11-04T13:39:49.705Z" }, + { url = "https://files.pythonhosted.org/packages/fe/e6/8c9e81bb6dd7560e33b9053351c29f30c8194b72f2d6932888581f503482/pydantic_core-2.41.5-cp311-cp311-win32.whl", hash = "sha256:2c010c6ded393148374c0f6f0bf89d206bf3217f201faa0635dcd56bd1520f6b", size = 1987549, upload-time = "2025-11-04T13:39:51.842Z" }, + { url = "https://files.pythonhosted.org/packages/11/66/f14d1d978ea94d1bc21fc98fcf570f9542fe55bfcc40269d4e1a21c19bf7/pydantic_core-2.41.5-cp311-cp311-win_amd64.whl", hash = "sha256:76ee27c6e9c7f16f47db7a94157112a2f3a00e958bc626e2f4ee8bec5c328fbe", size = 2011305, upload-time = "2025-11-04T13:39:53.485Z" }, + { url = "https://files.pythonhosted.org/packages/56/d8/0e271434e8efd03186c5386671328154ee349ff0354d83c74f5caaf096ed/pydantic_core-2.41.5-cp311-cp311-win_arm64.whl", hash = "sha256:4bc36bbc0b7584de96561184ad7f012478987882ebf9f9c389b23f432ea3d90f", size = 1972902, upload-time = "2025-11-04T13:39:56.488Z" }, + { url = "https://files.pythonhosted.org/packages/5f/5d/5f6c63eebb5afee93bcaae4ce9a898f3373ca23df3ccaef086d0233a35a7/pydantic_core-2.41.5-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:f41a7489d32336dbf2199c8c0a215390a751c5b014c2c1c5366e817202e9cdf7", size = 2110990, upload-time = "2025-11-04T13:39:58.079Z" }, + { url = "https://files.pythonhosted.org/packages/aa/32/9c2e8ccb57c01111e0fd091f236c7b371c1bccea0fa85247ac55b1e2b6b6/pydantic_core-2.41.5-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:070259a8818988b9a84a449a2a7337c7f430a22acc0859c6b110aa7212a6d9c0", size = 1896003, upload-time = "2025-11-04T13:39:59.956Z" }, + { url = "https://files.pythonhosted.org/packages/68/b8/a01b53cb0e59139fbc9e4fda3e9724ede8de279097179be4ff31f1abb65a/pydantic_core-2.41.5-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e96cea19e34778f8d59fe40775a7a574d95816eb150850a85a7a4c8f4b94ac69", size = 1919200, upload-time = "2025-11-04T13:40:02.241Z" }, + { url = "https://files.pythonhosted.org/packages/38/de/8c36b5198a29bdaade07b5985e80a233a5ac27137846f3bc2d3b40a47360/pydantic_core-2.41.5-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:ed2e99c456e3fadd05c991f8f437ef902e00eedf34320ba2b0842bd1c3ca3a75", size = 2052578, upload-time = "2025-11-04T13:40:04.401Z" }, + { url = "https://files.pythonhosted.org/packages/00/b5/0e8e4b5b081eac6cb3dbb7e60a65907549a1ce035a724368c330112adfdd/pydantic_core-2.41.5-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:65840751b72fbfd82c3c640cff9284545342a4f1eb1586ad0636955b261b0b05", size = 2208504, upload-time = "2025-11-04T13:40:06.072Z" }, + { url = "https://files.pythonhosted.org/packages/77/56/87a61aad59c7c5b9dc8caad5a41a5545cba3810c3e828708b3d7404f6cef/pydantic_core-2.41.5-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:e536c98a7626a98feb2d3eaf75944ef6f3dbee447e1f841eae16f2f0a72d8ddc", size = 2335816, upload-time = "2025-11-04T13:40:07.835Z" }, + { url = "https://files.pythonhosted.org/packages/0d/76/941cc9f73529988688a665a5c0ecff1112b3d95ab48f81db5f7606f522d3/pydantic_core-2.41.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:eceb81a8d74f9267ef4081e246ffd6d129da5d87e37a77c9bde550cb04870c1c", size = 2075366, upload-time = "2025-11-04T13:40:09.804Z" }, + { url = "https://files.pythonhosted.org/packages/d3/43/ebef01f69baa07a482844faaa0a591bad1ef129253ffd0cdaa9d8a7f72d3/pydantic_core-2.41.5-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:d38548150c39b74aeeb0ce8ee1d8e82696f4a4e16ddc6de7b1d8823f7de4b9b5", size = 2171698, upload-time = "2025-11-04T13:40:12.004Z" }, + { url = "https://files.pythonhosted.org/packages/b1/87/41f3202e4193e3bacfc2c065fab7706ebe81af46a83d3e27605029c1f5a6/pydantic_core-2.41.5-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:c23e27686783f60290e36827f9c626e63154b82b116d7fe9adba1fda36da706c", size = 2132603, upload-time = "2025-11-04T13:40:13.868Z" }, + { url = "https://files.pythonhosted.org/packages/49/7d/4c00df99cb12070b6bccdef4a195255e6020a550d572768d92cc54dba91a/pydantic_core-2.41.5-cp312-cp312-musllinux_1_1_armv7l.whl", hash = "sha256:482c982f814460eabe1d3bb0adfdc583387bd4691ef00b90575ca0d2b6fe2294", size = 2329591, upload-time = "2025-11-04T13:40:15.672Z" }, + { url = "https://files.pythonhosted.org/packages/cc/6a/ebf4b1d65d458f3cda6a7335d141305dfa19bdc61140a884d165a8a1bbc7/pydantic_core-2.41.5-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:bfea2a5f0b4d8d43adf9d7b8bf019fb46fdd10a2e5cde477fbcb9d1fa08c68e1", size = 2319068, upload-time = "2025-11-04T13:40:17.532Z" }, + { url = "https://files.pythonhosted.org/packages/49/3b/774f2b5cd4192d5ab75870ce4381fd89cf218af999515baf07e7206753f0/pydantic_core-2.41.5-cp312-cp312-win32.whl", hash = "sha256:b74557b16e390ec12dca509bce9264c3bbd128f8a2c376eaa68003d7f327276d", size = 1985908, upload-time = "2025-11-04T13:40:19.309Z" }, + { url = "https://files.pythonhosted.org/packages/86/45/00173a033c801cacf67c190fef088789394feaf88a98a7035b0e40d53dc9/pydantic_core-2.41.5-cp312-cp312-win_amd64.whl", hash = "sha256:1962293292865bca8e54702b08a4f26da73adc83dd1fcf26fbc875b35d81c815", size = 2020145, upload-time = "2025-11-04T13:40:21.548Z" }, + { url = "https://files.pythonhosted.org/packages/f9/22/91fbc821fa6d261b376a3f73809f907cec5ca6025642c463d3488aad22fb/pydantic_core-2.41.5-cp312-cp312-win_arm64.whl", hash = "sha256:1746d4a3d9a794cacae06a5eaaccb4b8643a131d45fbc9af23e353dc0a5ba5c3", size = 1976179, upload-time = "2025-11-04T13:40:23.393Z" }, + { url = "https://files.pythonhosted.org/packages/87/06/8806241ff1f70d9939f9af039c6c35f2360cf16e93c2ca76f184e76b1564/pydantic_core-2.41.5-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:941103c9be18ac8daf7b7adca8228f8ed6bb7a1849020f643b3a14d15b1924d9", size = 2120403, upload-time = "2025-11-04T13:40:25.248Z" }, + { url = "https://files.pythonhosted.org/packages/94/02/abfa0e0bda67faa65fef1c84971c7e45928e108fe24333c81f3bfe35d5f5/pydantic_core-2.41.5-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:112e305c3314f40c93998e567879e887a3160bb8689ef3d2c04b6cc62c33ac34", size = 1896206, upload-time = "2025-11-04T13:40:27.099Z" }, + { url = "https://files.pythonhosted.org/packages/15/df/a4c740c0943e93e6500f9eb23f4ca7ec9bf71b19e608ae5b579678c8d02f/pydantic_core-2.41.5-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0cbaad15cb0c90aa221d43c00e77bb33c93e8d36e0bf74760cd00e732d10a6a0", size = 1919307, upload-time = "2025-11-04T13:40:29.806Z" }, + { url = "https://files.pythonhosted.org/packages/9a/e3/6324802931ae1d123528988e0e86587c2072ac2e5394b4bc2bc34b61ff6e/pydantic_core-2.41.5-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:03ca43e12fab6023fc79d28ca6b39b05f794ad08ec2feccc59a339b02f2b3d33", size = 2063258, upload-time = "2025-11-04T13:40:33.544Z" }, + { url = "https://files.pythonhosted.org/packages/c9/d4/2230d7151d4957dd79c3044ea26346c148c98fbf0ee6ebd41056f2d62ab5/pydantic_core-2.41.5-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:dc799088c08fa04e43144b164feb0c13f9a0bc40503f8df3e9fde58a3c0c101e", size = 2214917, upload-time = "2025-11-04T13:40:35.479Z" }, + { url = "https://files.pythonhosted.org/packages/e6/9f/eaac5df17a3672fef0081b6c1bb0b82b33ee89aa5cec0d7b05f52fd4a1fa/pydantic_core-2.41.5-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:97aeba56665b4c3235a0e52b2c2f5ae9cd071b8a8310ad27bddb3f7fb30e9aa2", size = 2332186, upload-time = "2025-11-04T13:40:37.436Z" }, + { url = "https://files.pythonhosted.org/packages/cf/4e/35a80cae583a37cf15604b44240e45c05e04e86f9cfd766623149297e971/pydantic_core-2.41.5-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:406bf18d345822d6c21366031003612b9c77b3e29ffdb0f612367352aab7d586", size = 2073164, upload-time = "2025-11-04T13:40:40.289Z" }, + { url = "https://files.pythonhosted.org/packages/bf/e3/f6e262673c6140dd3305d144d032f7bd5f7497d3871c1428521f19f9efa2/pydantic_core-2.41.5-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:b93590ae81f7010dbe380cdeab6f515902ebcbefe0b9327cc4804d74e93ae69d", size = 2179146, upload-time = "2025-11-04T13:40:42.809Z" }, + { url = "https://files.pythonhosted.org/packages/75/c7/20bd7fc05f0c6ea2056a4565c6f36f8968c0924f19b7d97bbfea55780e73/pydantic_core-2.41.5-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:01a3d0ab748ee531f4ea6c3e48ad9dac84ddba4b0d82291f87248f2f9de8d740", size = 2137788, upload-time = "2025-11-04T13:40:44.752Z" }, + { url = "https://files.pythonhosted.org/packages/3a/8d/34318ef985c45196e004bc46c6eab2eda437e744c124ef0dbe1ff2c9d06b/pydantic_core-2.41.5-cp313-cp313-musllinux_1_1_armv7l.whl", hash = "sha256:6561e94ba9dacc9c61bce40e2d6bdc3bfaa0259d3ff36ace3b1e6901936d2e3e", size = 2340133, upload-time = "2025-11-04T13:40:46.66Z" }, + { url = "https://files.pythonhosted.org/packages/9c/59/013626bf8c78a5a5d9350d12e7697d3d4de951a75565496abd40ccd46bee/pydantic_core-2.41.5-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:915c3d10f81bec3a74fbd4faebe8391013ba61e5a1a8d48c4455b923bdda7858", size = 2324852, upload-time = "2025-11-04T13:40:48.575Z" }, + { url = "https://files.pythonhosted.org/packages/1a/d9/c248c103856f807ef70c18a4f986693a46a8ffe1602e5d361485da502d20/pydantic_core-2.41.5-cp313-cp313-win32.whl", hash = "sha256:650ae77860b45cfa6e2cdafc42618ceafab3a2d9a3811fcfbd3bbf8ac3c40d36", size = 1994679, upload-time = "2025-11-04T13:40:50.619Z" }, + { url = "https://files.pythonhosted.org/packages/9e/8b/341991b158ddab181cff136acd2552c9f35bd30380422a639c0671e99a91/pydantic_core-2.41.5-cp313-cp313-win_amd64.whl", hash = "sha256:79ec52ec461e99e13791ec6508c722742ad745571f234ea6255bed38c6480f11", size = 2019766, upload-time = "2025-11-04T13:40:52.631Z" }, + { url = "https://files.pythonhosted.org/packages/73/7d/f2f9db34af103bea3e09735bb40b021788a5e834c81eedb541991badf8f5/pydantic_core-2.41.5-cp313-cp313-win_arm64.whl", hash = "sha256:3f84d5c1b4ab906093bdc1ff10484838aca54ef08de4afa9de0f5f14d69639cd", size = 1981005, upload-time = "2025-11-04T13:40:54.734Z" }, + { url = "https://files.pythonhosted.org/packages/ea/28/46b7c5c9635ae96ea0fbb779e271a38129df2550f763937659ee6c5dbc65/pydantic_core-2.41.5-cp314-cp314-macosx_10_12_x86_64.whl", hash = "sha256:3f37a19d7ebcdd20b96485056ba9e8b304e27d9904d233d7b1015db320e51f0a", size = 2119622, upload-time = "2025-11-04T13:40:56.68Z" }, + { url = "https://files.pythonhosted.org/packages/74/1a/145646e5687e8d9a1e8d09acb278c8535ebe9e972e1f162ed338a622f193/pydantic_core-2.41.5-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:1d1d9764366c73f996edd17abb6d9d7649a7eb690006ab6adbda117717099b14", size = 1891725, upload-time = "2025-11-04T13:40:58.807Z" }, + { url = "https://files.pythonhosted.org/packages/23/04/e89c29e267b8060b40dca97bfc64a19b2a3cf99018167ea1677d96368273/pydantic_core-2.41.5-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:25e1c2af0fce638d5f1988b686f3b3ea8cd7de5f244ca147c777769e798a9cd1", size = 1915040, upload-time = "2025-11-04T13:41:00.853Z" }, + { url = "https://files.pythonhosted.org/packages/84/a3/15a82ac7bd97992a82257f777b3583d3e84bdb06ba6858f745daa2ec8a85/pydantic_core-2.41.5-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:506d766a8727beef16b7adaeb8ee6217c64fc813646b424d0804d67c16eddb66", size = 2063691, upload-time = "2025-11-04T13:41:03.504Z" }, + { url = "https://files.pythonhosted.org/packages/74/9b/0046701313c6ef08c0c1cf0e028c67c770a4e1275ca73131563c5f2a310a/pydantic_core-2.41.5-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4819fa52133c9aa3c387b3328f25c1facc356491e6135b459f1de698ff64d869", size = 2213897, upload-time = "2025-11-04T13:41:05.804Z" }, + { url = "https://files.pythonhosted.org/packages/8a/cd/6bac76ecd1b27e75a95ca3a9a559c643b3afcd2dd62086d4b7a32a18b169/pydantic_core-2.41.5-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:2b761d210c9ea91feda40d25b4efe82a1707da2ef62901466a42492c028553a2", size = 2333302, upload-time = "2025-11-04T13:41:07.809Z" }, + { url = "https://files.pythonhosted.org/packages/4c/d2/ef2074dc020dd6e109611a8be4449b98cd25e1b9b8a303c2f0fca2f2bcf7/pydantic_core-2.41.5-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:22f0fb8c1c583a3b6f24df2470833b40207e907b90c928cc8d3594b76f874375", size = 2064877, upload-time = "2025-11-04T13:41:09.827Z" }, + { url = "https://files.pythonhosted.org/packages/18/66/e9db17a9a763d72f03de903883c057b2592c09509ccfe468187f2a2eef29/pydantic_core-2.41.5-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:2782c870e99878c634505236d81e5443092fba820f0373997ff75f90f68cd553", size = 2180680, upload-time = "2025-11-04T13:41:12.379Z" }, + { url = "https://files.pythonhosted.org/packages/d3/9e/3ce66cebb929f3ced22be85d4c2399b8e85b622db77dad36b73c5387f8f8/pydantic_core-2.41.5-cp314-cp314-musllinux_1_1_aarch64.whl", hash = "sha256:0177272f88ab8312479336e1d777f6b124537d47f2123f89cb37e0accea97f90", size = 2138960, upload-time = "2025-11-04T13:41:14.627Z" }, + { url = "https://files.pythonhosted.org/packages/a6/62/205a998f4327d2079326b01abee48e502ea739d174f0a89295c481a2272e/pydantic_core-2.41.5-cp314-cp314-musllinux_1_1_armv7l.whl", hash = "sha256:63510af5e38f8955b8ee5687740d6ebf7c2a0886d15a6d65c32814613681bc07", size = 2339102, upload-time = "2025-11-04T13:41:16.868Z" }, + { url = "https://files.pythonhosted.org/packages/3c/0d/f05e79471e889d74d3d88f5bd20d0ed189ad94c2423d81ff8d0000aab4ff/pydantic_core-2.41.5-cp314-cp314-musllinux_1_1_x86_64.whl", hash = "sha256:e56ba91f47764cc14f1daacd723e3e82d1a89d783f0f5afe9c364b8bb491ccdb", size = 2326039, upload-time = "2025-11-04T13:41:18.934Z" }, + { url = "https://files.pythonhosted.org/packages/ec/e1/e08a6208bb100da7e0c4b288eed624a703f4d129bde2da475721a80cab32/pydantic_core-2.41.5-cp314-cp314-win32.whl", hash = "sha256:aec5cf2fd867b4ff45b9959f8b20ea3993fc93e63c7363fe6851424c8a7e7c23", size = 1995126, upload-time = "2025-11-04T13:41:21.418Z" }, + { url = "https://files.pythonhosted.org/packages/48/5d/56ba7b24e9557f99c9237e29f5c09913c81eeb2f3217e40e922353668092/pydantic_core-2.41.5-cp314-cp314-win_amd64.whl", hash = "sha256:8e7c86f27c585ef37c35e56a96363ab8de4e549a95512445b85c96d3e2f7c1bf", size = 2015489, upload-time = "2025-11-04T13:41:24.076Z" }, + { url = "https://files.pythonhosted.org/packages/4e/bb/f7a190991ec9e3e0ba22e4993d8755bbc4a32925c0b5b42775c03e8148f9/pydantic_core-2.41.5-cp314-cp314-win_arm64.whl", hash = "sha256:e672ba74fbc2dc8eea59fb6d4aed6845e6905fc2a8afe93175d94a83ba2a01a0", size = 1977288, upload-time = "2025-11-04T13:41:26.33Z" }, + { url = "https://files.pythonhosted.org/packages/92/ed/77542d0c51538e32e15afe7899d79efce4b81eee631d99850edc2f5e9349/pydantic_core-2.41.5-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:8566def80554c3faa0e65ac30ab0932b9e3a5cd7f8323764303d468e5c37595a", size = 2120255, upload-time = "2025-11-04T13:41:28.569Z" }, + { url = "https://files.pythonhosted.org/packages/bb/3d/6913dde84d5be21e284439676168b28d8bbba5600d838b9dca99de0fad71/pydantic_core-2.41.5-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:b80aa5095cd3109962a298ce14110ae16b8c1aece8b72f9dafe81cf597ad80b3", size = 1863760, upload-time = "2025-11-04T13:41:31.055Z" }, + { url = "https://files.pythonhosted.org/packages/5a/f0/e5e6b99d4191da102f2b0eb9687aaa7f5bea5d9964071a84effc3e40f997/pydantic_core-2.41.5-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3006c3dd9ba34b0c094c544c6006cc79e87d8612999f1a5d43b769b89181f23c", size = 1878092, upload-time = "2025-11-04T13:41:33.21Z" }, + { url = "https://files.pythonhosted.org/packages/71/48/36fb760642d568925953bcc8116455513d6e34c4beaa37544118c36aba6d/pydantic_core-2.41.5-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:72f6c8b11857a856bcfa48c86f5368439f74453563f951e473514579d44aa612", size = 2053385, upload-time = "2025-11-04T13:41:35.508Z" }, + { url = "https://files.pythonhosted.org/packages/20/25/92dc684dd8eb75a234bc1c764b4210cf2646479d54b47bf46061657292a8/pydantic_core-2.41.5-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5cb1b2f9742240e4bb26b652a5aeb840aa4b417c7748b6f8387927bc6e45e40d", size = 2218832, upload-time = "2025-11-04T13:41:37.732Z" }, + { url = "https://files.pythonhosted.org/packages/e2/09/f53e0b05023d3e30357d82eb35835d0f6340ca344720a4599cd663dca599/pydantic_core-2.41.5-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:bd3d54f38609ff308209bd43acea66061494157703364ae40c951f83ba99a1a9", size = 2327585, upload-time = "2025-11-04T13:41:40Z" }, + { url = "https://files.pythonhosted.org/packages/aa/4e/2ae1aa85d6af35a39b236b1b1641de73f5a6ac4d5a7509f77b814885760c/pydantic_core-2.41.5-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2ff4321e56e879ee8d2a879501c8e469414d948f4aba74a2d4593184eb326660", size = 2041078, upload-time = "2025-11-04T13:41:42.323Z" }, + { url = "https://files.pythonhosted.org/packages/cd/13/2e215f17f0ef326fc72afe94776edb77525142c693767fc347ed6288728d/pydantic_core-2.41.5-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:d0d2568a8c11bf8225044aa94409e21da0cb09dcdafe9ecd10250b2baad531a9", size = 2173914, upload-time = "2025-11-04T13:41:45.221Z" }, + { url = "https://files.pythonhosted.org/packages/02/7a/f999a6dcbcd0e5660bc348a3991c8915ce6599f4f2c6ac22f01d7a10816c/pydantic_core-2.41.5-cp314-cp314t-musllinux_1_1_aarch64.whl", hash = "sha256:a39455728aabd58ceabb03c90e12f71fd30fa69615760a075b9fec596456ccc3", size = 2129560, upload-time = "2025-11-04T13:41:47.474Z" }, + { url = "https://files.pythonhosted.org/packages/3a/b1/6c990ac65e3b4c079a4fb9f5b05f5b013afa0f4ed6780a3dd236d2cbdc64/pydantic_core-2.41.5-cp314-cp314t-musllinux_1_1_armv7l.whl", hash = "sha256:239edca560d05757817c13dc17c50766136d21f7cd0fac50295499ae24f90fdf", size = 2329244, upload-time = "2025-11-04T13:41:49.992Z" }, + { url = "https://files.pythonhosted.org/packages/d9/02/3c562f3a51afd4d88fff8dffb1771b30cfdfd79befd9883ee094f5b6c0d8/pydantic_core-2.41.5-cp314-cp314t-musllinux_1_1_x86_64.whl", hash = "sha256:2a5e06546e19f24c6a96a129142a75cee553cc018ffee48a460059b1185f4470", size = 2331955, upload-time = "2025-11-04T13:41:54.079Z" }, + { url = "https://files.pythonhosted.org/packages/5c/96/5fb7d8c3c17bc8c62fdb031c47d77a1af698f1d7a406b0f79aaa1338f9ad/pydantic_core-2.41.5-cp314-cp314t-win32.whl", hash = "sha256:b4ececa40ac28afa90871c2cc2b9ffd2ff0bf749380fbdf57d165fd23da353aa", size = 1988906, upload-time = "2025-11-04T13:41:56.606Z" }, + { url = "https://files.pythonhosted.org/packages/22/ed/182129d83032702912c2e2d8bbe33c036f342cc735737064668585dac28f/pydantic_core-2.41.5-cp314-cp314t-win_amd64.whl", hash = "sha256:80aa89cad80b32a912a65332f64a4450ed00966111b6615ca6816153d3585a8c", size = 1981607, upload-time = "2025-11-04T13:41:58.889Z" }, + { url = "https://files.pythonhosted.org/packages/9f/ed/068e41660b832bb0b1aa5b58011dea2a3fe0ba7861ff38c4d4904c1c1a99/pydantic_core-2.41.5-cp314-cp314t-win_arm64.whl", hash = "sha256:35b44f37a3199f771c3eaa53051bc8a70cd7b54f333531c59e29fd4db5d15008", size = 1974769, upload-time = "2025-11-04T13:42:01.186Z" }, + { url = "https://files.pythonhosted.org/packages/11/72/90fda5ee3b97e51c494938a4a44c3a35a9c96c19bba12372fb9c634d6f57/pydantic_core-2.41.5-graalpy311-graalpy242_311_native-macosx_10_12_x86_64.whl", hash = "sha256:b96d5f26b05d03cc60f11a7761a5ded1741da411e7fe0909e27a5e6a0cb7b034", size = 2115441, upload-time = "2025-11-04T13:42:39.557Z" }, + { url = "https://files.pythonhosted.org/packages/1f/53/8942f884fa33f50794f119012dc6a1a02ac43a56407adaac20463df8e98f/pydantic_core-2.41.5-graalpy311-graalpy242_311_native-macosx_11_0_arm64.whl", hash = "sha256:634e8609e89ceecea15e2d61bc9ac3718caaaa71963717bf3c8f38bfde64242c", size = 1930291, upload-time = "2025-11-04T13:42:42.169Z" }, + { url = "https://files.pythonhosted.org/packages/79/c8/ecb9ed9cd942bce09fc888ee960b52654fbdbede4ba6c2d6e0d3b1d8b49c/pydantic_core-2.41.5-graalpy311-graalpy242_311_native-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:93e8740d7503eb008aa2df04d3b9735f845d43ae845e6dcd2be0b55a2da43cd2", size = 1948632, upload-time = "2025-11-04T13:42:44.564Z" }, + { url = "https://files.pythonhosted.org/packages/2e/1b/687711069de7efa6af934e74f601e2a4307365e8fdc404703afc453eab26/pydantic_core-2.41.5-graalpy311-graalpy242_311_native-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f15489ba13d61f670dcc96772e733aad1a6f9c429cc27574c6cdaed82d0146ad", size = 2138905, upload-time = "2025-11-04T13:42:47.156Z" }, + { url = "https://files.pythonhosted.org/packages/09/32/59b0c7e63e277fa7911c2fc70ccfb45ce4b98991e7ef37110663437005af/pydantic_core-2.41.5-graalpy312-graalpy250_312_native-macosx_10_12_x86_64.whl", hash = "sha256:7da7087d756b19037bc2c06edc6c170eeef3c3bafcb8f532ff17d64dc427adfd", size = 2110495, upload-time = "2025-11-04T13:42:49.689Z" }, + { url = "https://files.pythonhosted.org/packages/aa/81/05e400037eaf55ad400bcd318c05bb345b57e708887f07ddb2d20e3f0e98/pydantic_core-2.41.5-graalpy312-graalpy250_312_native-macosx_11_0_arm64.whl", hash = "sha256:aabf5777b5c8ca26f7824cb4a120a740c9588ed58df9b2d196ce92fba42ff8dc", size = 1915388, upload-time = "2025-11-04T13:42:52.215Z" }, + { url = "https://files.pythonhosted.org/packages/6e/0d/e3549b2399f71d56476b77dbf3cf8937cec5cd70536bdc0e374a421d0599/pydantic_core-2.41.5-graalpy312-graalpy250_312_native-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c007fe8a43d43b3969e8469004e9845944f1a80e6acd47c150856bb87f230c56", size = 1942879, upload-time = "2025-11-04T13:42:56.483Z" }, + { url = "https://files.pythonhosted.org/packages/f7/07/34573da085946b6a313d7c42f82f16e8920bfd730665de2d11c0c37a74b5/pydantic_core-2.41.5-graalpy312-graalpy250_312_native-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:76d0819de158cd855d1cbb8fcafdf6f5cf1eb8e470abe056d5d161106e38062b", size = 2139017, upload-time = "2025-11-04T13:42:59.471Z" }, + { url = "https://files.pythonhosted.org/packages/e6/b0/1a2aa41e3b5a4ba11420aba2d091b2d17959c8d1519ece3627c371951e73/pydantic_core-2.41.5-pp310-pypy310_pp73-macosx_10_12_x86_64.whl", hash = "sha256:b5819cd790dbf0c5eb9f82c73c16b39a65dd6dd4d1439dcdea7816ec9adddab8", size = 2103351, upload-time = "2025-11-04T13:43:02.058Z" }, + { url = "https://files.pythonhosted.org/packages/a4/ee/31b1f0020baaf6d091c87900ae05c6aeae101fa4e188e1613c80e4f1ea31/pydantic_core-2.41.5-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:5a4e67afbc95fa5c34cf27d9089bca7fcab4e51e57278d710320a70b956d1b9a", size = 1925363, upload-time = "2025-11-04T13:43:05.159Z" }, + { url = "https://files.pythonhosted.org/packages/e1/89/ab8e86208467e467a80deaca4e434adac37b10a9d134cd2f99b28a01e483/pydantic_core-2.41.5-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ece5c59f0ce7d001e017643d8d24da587ea1f74f6993467d85ae8a5ef9d4f42b", size = 2135615, upload-time = "2025-11-04T13:43:08.116Z" }, + { url = "https://files.pythonhosted.org/packages/99/0a/99a53d06dd0348b2008f2f30884b34719c323f16c3be4e6cc1203b74a91d/pydantic_core-2.41.5-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:16f80f7abe3351f8ea6858914ddc8c77e02578544a0ebc15b4c2e1a0e813b0b2", size = 2175369, upload-time = "2025-11-04T13:43:12.49Z" }, + { url = "https://files.pythonhosted.org/packages/6d/94/30ca3b73c6d485b9bb0bc66e611cff4a7138ff9736b7e66bcf0852151636/pydantic_core-2.41.5-pp310-pypy310_pp73-musllinux_1_1_aarch64.whl", hash = "sha256:33cb885e759a705b426baada1fe68cbb0a2e68e34c5d0d0289a364cf01709093", size = 2144218, upload-time = "2025-11-04T13:43:15.431Z" }, + { url = "https://files.pythonhosted.org/packages/87/57/31b4f8e12680b739a91f472b5671294236b82586889ef764b5fbc6669238/pydantic_core-2.41.5-pp310-pypy310_pp73-musllinux_1_1_armv7l.whl", hash = "sha256:c8d8b4eb992936023be7dee581270af5c6e0697a8559895f527f5b7105ecd36a", size = 2329951, upload-time = "2025-11-04T13:43:18.062Z" }, + { url = "https://files.pythonhosted.org/packages/7d/73/3c2c8edef77b8f7310e6fb012dbc4b8551386ed575b9eb6fb2506e28a7eb/pydantic_core-2.41.5-pp310-pypy310_pp73-musllinux_1_1_x86_64.whl", hash = "sha256:242a206cd0318f95cd21bdacff3fcc3aab23e79bba5cac3db5a841c9ef9c6963", size = 2318428, upload-time = "2025-11-04T13:43:20.679Z" }, + { url = "https://files.pythonhosted.org/packages/2f/02/8559b1f26ee0d502c74f9cca5c0d2fd97e967e083e006bbbb4e97f3a043a/pydantic_core-2.41.5-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:d3a978c4f57a597908b7e697229d996d77a6d3c94901e9edee593adada95ce1a", size = 2147009, upload-time = "2025-11-04T13:43:23.286Z" }, + { url = "https://files.pythonhosted.org/packages/5f/9b/1b3f0e9f9305839d7e84912f9e8bfbd191ed1b1ef48083609f0dabde978c/pydantic_core-2.41.5-pp311-pypy311_pp73-macosx_10_12_x86_64.whl", hash = "sha256:b2379fa7ed44ddecb5bfe4e48577d752db9fc10be00a6b7446e9663ba143de26", size = 2101980, upload-time = "2025-11-04T13:43:25.97Z" }, + { url = "https://files.pythonhosted.org/packages/a4/ed/d71fefcb4263df0da6a85b5d8a7508360f2f2e9b3bf5814be9c8bccdccc1/pydantic_core-2.41.5-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:266fb4cbf5e3cbd0b53669a6d1b039c45e3ce651fd5442eff4d07c2cc8d66808", size = 1923865, upload-time = "2025-11-04T13:43:28.763Z" }, + { url = "https://files.pythonhosted.org/packages/ce/3a/626b38db460d675f873e4444b4bb030453bbe7b4ba55df821d026a0493c4/pydantic_core-2.41.5-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:58133647260ea01e4d0500089a8c4f07bd7aa6ce109682b1426394988d8aaacc", size = 2134256, upload-time = "2025-11-04T13:43:31.71Z" }, + { url = "https://files.pythonhosted.org/packages/83/d9/8412d7f06f616bbc053d30cb4e5f76786af3221462ad5eee1f202021eb4e/pydantic_core-2.41.5-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:287dad91cfb551c363dc62899a80e9e14da1f0e2b6ebde82c806612ca2a13ef1", size = 2174762, upload-time = "2025-11-04T13:43:34.744Z" }, + { url = "https://files.pythonhosted.org/packages/55/4c/162d906b8e3ba3a99354e20faa1b49a85206c47de97a639510a0e673f5da/pydantic_core-2.41.5-pp311-pypy311_pp73-musllinux_1_1_aarch64.whl", hash = "sha256:03b77d184b9eb40240ae9fd676ca364ce1085f203e1b1256f8ab9984dca80a84", size = 2143141, upload-time = "2025-11-04T13:43:37.701Z" }, + { url = "https://files.pythonhosted.org/packages/1f/f2/f11dd73284122713f5f89fc940f370d035fa8e1e078d446b3313955157fe/pydantic_core-2.41.5-pp311-pypy311_pp73-musllinux_1_1_armv7l.whl", hash = "sha256:a668ce24de96165bb239160b3d854943128f4334822900534f2fe947930e5770", size = 2330317, upload-time = "2025-11-04T13:43:40.406Z" }, + { url = "https://files.pythonhosted.org/packages/88/9d/b06ca6acfe4abb296110fb1273a4d848a0bfb2ff65f3ee92127b3244e16b/pydantic_core-2.41.5-pp311-pypy311_pp73-musllinux_1_1_x86_64.whl", hash = "sha256:f14f8f046c14563f8eb3f45f499cc658ab8d10072961e07225e507adb700e93f", size = 2316992, upload-time = "2025-11-04T13:43:43.602Z" }, + { url = "https://files.pythonhosted.org/packages/36/c7/cfc8e811f061c841d7990b0201912c3556bfeb99cdcb7ed24adc8d6f8704/pydantic_core-2.41.5-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:56121965f7a4dc965bff783d70b907ddf3d57f6eba29b6d2e5dabfaf07799c51", size = 2145302, upload-time = "2025-11-04T13:43:46.64Z" }, +] + +[[package]] +name = "starlette" +version = "0.52.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "anyio" }, + { name = "typing-extensions", marker = "python_full_version < '3.13'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/c4/68/79977123bb7be889ad680d79a40f339082c1978b5cfcf62c2d8d196873ac/starlette-0.52.1.tar.gz", hash = "sha256:834edd1b0a23167694292e94f597773bc3f89f362be6effee198165a35d62933", size = 2653702, upload-time = "2026-01-18T13:34:11.062Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/81/0d/13d1d239a25cbfb19e740db83143e95c772a1fe10202dda4b76792b114dd/starlette-0.52.1-py3-none-any.whl", hash = "sha256:0029d43eb3d273bc4f83a08720b4912ea4b071087a3b48db01b7c839f7954d74", size = 74272, upload-time = "2026-01-18T13:34:09.188Z" }, +] + +[[package]] +name = "typing-extensions" +version = "4.15.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/72/94/1a15dd82efb362ac84269196e94cf00f187f7ed21c242792a923cdb1c61f/typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466", size = 109391, upload-time = "2025-08-25T13:49:26.313Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548", size = 44614, upload-time = "2025-08-25T13:49:24.86Z" }, +] + +[[package]] +name = "typing-inspection" +version = "0.4.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/55/e3/70399cb7dd41c10ac53367ae42139cf4b1ca5f36bb3dc6c9d33acdb43655/typing_inspection-0.4.2.tar.gz", hash = "sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464", size = 75949, upload-time = "2025-10-01T02:14:41.687Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/dc/9b/47798a6c91d8bdb567fe2698fe81e0c6b7cb7ef4d13da4114b41d239f65d/typing_inspection-0.4.2-py3-none-any.whl", hash = "sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7", size = 14611, upload-time = "2025-10-01T02:14:40.154Z" }, +] + +[[package]] +name = "uvicorn" +version = "0.41.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "click" }, + { name = "h11" }, + { name = "typing-extensions", marker = "python_full_version < '3.11'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/32/ce/eeb58ae4ac36fe09e3842eb02e0eb676bf2c53ae062b98f1b2531673efdd/uvicorn-0.41.0.tar.gz", hash = "sha256:09d11cf7008da33113824ee5a1c6422d89fbc2ff476540d69a34c87fab8b571a", size = 82633, upload-time = "2026-02-16T23:07:24.1Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/83/e4/d04a086285c20886c0daad0e026f250869201013d18f81d9ff5eada73a88/uvicorn-0.41.0-py3-none-any.whl", hash = "sha256:29e35b1d2c36a04b9e180d4007ede3bcb32a85fbdfd6c6aeb3f26839de088187", size = 68783, upload-time = "2026-02-16T23:07:22.357Z" }, +]