Compare commits
5
Commits
| Author | SHA1 | Date | |
|---|---|---|---|
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017e624669 | ||
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3ba9a7ce26 | ||
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885b01d4f8 | ||
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e1e9496224 | ||
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16fc05f6b1 |
@@ -52,7 +52,10 @@ class IdleTimeoutMiddleware:
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logger.info(f"Idle timeout reached ({self.idle_timeout}s), shutting down daemon")
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# Give a moment for any in-flight requests
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await asyncio.sleep(1)
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os._exit(0)
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# Send SIGTERM to ourselves to trigger graceful shutdown
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import signal
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os.kill(os.getpid(), signal.SIGTERM)
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class DaemonLock:
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@@ -178,108 +178,16 @@ class LocalSTCrossEncoder(CrossEncoderModel):
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else:
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logger.info("Reranker: local provider initialized (using existing executor)")
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def _is_xpc_error(self, error: Exception) -> bool:
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"""
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Check if an error is an XPC connection error (macOS daemon issue).
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On macOS, long-running daemons can lose XPC connections to system services
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when the process is idle for extended periods.
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"""
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error_str = str(error).lower()
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return "xpc_error_connection_invalid" in error_str or "xpc error" in error_str
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def _reinitialize_model_sync(self) -> None:
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"""
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Clear and reinitialize the cross-encoder model synchronously.
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This is used to recover from XPC errors on macOS where the
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PyTorch/MPS backend loses its connection to system services.
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"""
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logger.warning(f"Reinitializing reranker model {self.model_name} due to backend error")
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# Clear existing model
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self._model = None
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# Force garbage collection to free resources
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import gc
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import torch
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gc.collect()
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# If using CUDA/MPS, clear the cache
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if torch.cuda.is_available():
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torch.cuda.empty_cache()
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elif hasattr(torch.backends, "mps") and torch.backends.mps.is_available():
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try:
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torch.mps.empty_cache()
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except AttributeError:
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pass # Method might not exist in all PyTorch versions
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# Reinitialize the model
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try:
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from sentence_transformers import CrossEncoder
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except ImportError:
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raise ImportError(
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"sentence-transformers is required for LocalSTCrossEncoder. "
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"Install it with: pip install sentence-transformers"
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)
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# Determine device based on hardware availability
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if self.force_cpu:
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device = "cpu"
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else:
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# Wrap in try-except to gracefully handle any device detection issues
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device = "cpu" # Default to CPU
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try:
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has_gpu = torch.cuda.is_available() or (
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hasattr(torch.backends, "mps") and torch.backends.mps.is_available()
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)
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if has_gpu:
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device = None # Let sentence-transformers auto-detect GPU/MPS
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except Exception as e:
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logger.warning(f"Failed to detect GPU/MPS during reinit, falling back to CPU: {e}")
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self._model = CrossEncoder(
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self.model_name,
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device=device,
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model_kwargs={"low_cpu_mem_usage": False},
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)
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logger.info("Reranker: local provider reinitialized successfully")
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def _predict_with_recovery(self, pairs: list[tuple[str, str]]) -> list[float]:
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"""
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Predict with automatic recovery from XPC errors.
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This runs synchronously in the thread pool.
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"""
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max_retries = 1
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for attempt in range(max_retries + 1):
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try:
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scores = self._model.predict(pairs, show_progress_bar=False)
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return scores.tolist() if hasattr(scores, "tolist") else list(scores)
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except Exception as e:
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# Check if this is an XPC error (macOS daemon issue)
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if self._is_xpc_error(e) and attempt < max_retries:
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logger.warning(f"XPC error detected in reranker (attempt {attempt + 1}): {e}")
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try:
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self._reinitialize_model_sync()
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logger.info("Reranker reinitialized successfully, retrying prediction")
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continue
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except Exception as reinit_error:
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logger.error(f"Failed to reinitialize reranker: {reinit_error}")
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raise Exception(f"Failed to recover from XPC error: {str(e)}")
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else:
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# Not an XPC error or out of retries
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raise
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def _predict_sync(self, pairs: list[tuple[str, str]]) -> list[float]:
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"""Synchronous prediction wrapper for thread pool execution."""
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scores = self._model.predict(pairs, show_progress_bar=False)
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return scores.tolist() if hasattr(scores, "tolist") else list(scores)
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async def predict(self, pairs: list[tuple[str, str]]) -> list[float]:
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"""
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Score query-document pairs for relevance.
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Uses a dedicated thread pool with limited workers to prevent CPU thrashing.
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Automatically recovers from XPC errors on macOS by reinitializing the model.
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Args:
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pairs: List of (query, document) tuples to score
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@@ -294,7 +202,7 @@ class LocalSTCrossEncoder(CrossEncoderModel):
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loop = asyncio.get_event_loop()
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return await loop.run_in_executor(
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LocalSTCrossEncoder._executor,
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self._predict_with_recovery,
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self._predict_sync,
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pairs,
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)
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@@ -166,82 +166,10 @@ class LocalSTEmbeddings(Embeddings):
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self._dimension = self._model.get_sentence_embedding_dimension()
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logger.info(f"Embeddings: local provider initialized (dim: {self._dimension})")
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def _is_xpc_error(self, error: Exception) -> bool:
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"""
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Check if an error is an XPC connection error (macOS daemon issue).
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On macOS, long-running daemons can lose XPC connections to system services
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when the process is idle for extended periods.
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"""
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error_str = str(error).lower()
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return "xpc_error_connection_invalid" in error_str or "xpc error" in error_str
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def _reinitialize_model_sync(self) -> None:
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"""
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Clear and reinitialize the embedding model synchronously.
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This is used to recover from XPC errors on macOS where the
|
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PyTorch/MPS backend loses its connection to system services.
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"""
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logger.warning(f"Reinitializing embedding model {self.model_name} due to backend error")
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# Clear existing model
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self._model = None
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# Force garbage collection to free resources
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import gc
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import torch
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gc.collect()
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# If using CUDA/MPS, clear the cache
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if torch.cuda.is_available():
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torch.cuda.empty_cache()
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elif hasattr(torch.backends, "mps") and torch.backends.mps.is_available():
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try:
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torch.mps.empty_cache()
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except AttributeError:
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pass # Method might not exist in all PyTorch versions
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# Reinitialize the model (inline version of initialize() but synchronous)
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try:
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from sentence_transformers import SentenceTransformer
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except ImportError:
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raise ImportError(
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"sentence-transformers is required for LocalSTEmbeddings. "
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"Install it with: pip install sentence-transformers"
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)
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# Determine device based on hardware availability
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if self.force_cpu:
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device = "cpu"
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else:
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# Wrap in try-except to gracefully handle any device detection issues
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device = "cpu" # Default to CPU
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try:
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has_gpu = torch.cuda.is_available() or (
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hasattr(torch.backends, "mps") and torch.backends.mps.is_available()
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)
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if has_gpu:
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device = None # Let sentence-transformers auto-detect GPU/MPS
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except Exception as e:
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logger.warning(f"Failed to detect GPU/MPS during reinit, falling back to CPU: {e}")
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self._model = SentenceTransformer(
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self.model_name,
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device=device,
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model_kwargs={"low_cpu_mem_usage": False},
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)
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logger.info("Embeddings: local provider reinitialized successfully")
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def encode(self, texts: list[str]) -> list[list[float]]:
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"""
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Generate embeddings for a list of texts.
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Automatically recovers from XPC errors on macOS by reinitializing the model.
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Args:
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texts: List of text strings to encode
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@@ -251,26 +179,8 @@ class LocalSTEmbeddings(Embeddings):
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if self._model is None:
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raise RuntimeError("Embeddings not initialized. Call initialize() first.")
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# Try encoding with automatic recovery from XPC errors
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max_retries = 1
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for attempt in range(max_retries + 1):
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try:
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embeddings = self._model.encode(texts, convert_to_numpy=True, show_progress_bar=False)
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return [emb.tolist() for emb in embeddings]
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except Exception as e:
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# Check if this is an XPC error (macOS daemon issue)
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if self._is_xpc_error(e) and attempt < max_retries:
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logger.warning(f"XPC error detected in embedding generation (attempt {attempt + 1}): {e}")
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try:
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self._reinitialize_model_sync()
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logger.info("Model reinitialized successfully, retrying embedding generation")
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continue
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except Exception as reinit_error:
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logger.error(f"Failed to reinitialize model: {reinit_error}")
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raise Exception(f"Failed to recover from XPC error: {str(e)}")
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else:
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# Not an XPC error or out of retries
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raise
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embeddings = self._model.encode(texts, convert_to_numpy=True, show_progress_bar=False)
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return [emb.tolist() for emb in embeddings]
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class RemoteTEIEmbeddings(Embeddings):
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@@ -140,13 +140,6 @@ def main():
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args.port = DEFAULT_DAEMON_PORT
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args.host = "127.0.0.1" # Only bind to localhost for security
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# Force CPU mode for daemon to avoid macOS MPS/XPC issues
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# MPS (Metal Performance Shaders) has unstable XPC connections in background processes
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# that can cause assertion failures and process crashes at the C++ level
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# (which Python exception handlers cannot catch)
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os.environ["HINDSIGHT_API_EMBEDDINGS_LOCAL_FORCE_CPU"] = "1"
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os.environ["HINDSIGHT_API_RERANKER_LOCAL_FORCE_CPU"] = "1"
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# Check if another daemon is already running
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daemon_lock = DaemonLock()
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if not daemon_lock.acquire():
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@@ -353,6 +346,7 @@ def main():
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# Start idle checker in daemon mode
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if idle_middleware is not None:
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# Start the idle checker in a background thread with its own event loop
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import logging
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import threading
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def run_idle_checker():
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@@ -363,8 +357,8 @@ def main():
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loop = asyncio.new_event_loop()
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asyncio.set_event_loop(loop)
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loop.run_until_complete(idle_middleware._check_idle())
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except Exception:
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pass
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except Exception as e:
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logging.error(f"Idle checker error: {e}", exc_info=True)
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threading.Thread(target=run_idle_checker, daemon=True).start()
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@@ -1,148 +0,0 @@
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"""
|
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Tests for XPC error recovery in LocalSTCrossEncoder.
|
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|
||||
This tests the automatic reinitialization of the cross-encoder model when
|
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XPC connection errors occur on macOS (common in long-running daemon processes).
|
||||
"""
|
||||
|
||||
import asyncio
|
||||
from unittest.mock import MagicMock, patch
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|
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import pytest
|
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|
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from hindsight_api.engine.cross_encoder import LocalSTCrossEncoder
|
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|
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|
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class TestCrossEncoderXPCErrorRecovery:
|
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"""Tests for XPC error detection and recovery in LocalSTCrossEncoder."""
|
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|
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@pytest.fixture
|
||||
def cross_encoder(self):
|
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"""Create a LocalSTCrossEncoder instance."""
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return LocalSTCrossEncoder(model_name="cross-encoder/ms-marco-TinyBERT-L-2-v2")
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|
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def test_is_xpc_error_detection(self, cross_encoder):
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"""Test that XPC errors are correctly detected."""
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# Test various XPC error message formats
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xpc_error = Exception("Compiler encountered XPC_ERROR_CONNECTION_INVALID (is the OS shutting down?)")
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assert cross_encoder._is_xpc_error(xpc_error)
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xpc_error2 = Exception("XPC error occurred")
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assert cross_encoder._is_xpc_error(xpc_error2)
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# Test that non-XPC errors are not detected
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normal_error = Exception("Some other error")
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assert not cross_encoder._is_xpc_error(normal_error)
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|
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@pytest.mark.asyncio
|
||||
async def test_predict_with_xpc_recovery(self, cross_encoder):
|
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"""Test that predict() recovers from XPC errors by reinitializing."""
|
||||
# Initialize the cross-encoder
|
||||
await cross_encoder.initialize()
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||||
|
||||
# Track calls to reinitialize
|
||||
reinit_called = False
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original_reinit = cross_encoder._reinitialize_model_sync
|
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|
||||
def track_reinit():
|
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nonlocal reinit_called
|
||||
reinit_called = True
|
||||
original_reinit()
|
||||
|
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# Track predict attempts
|
||||
predict_attempts = []
|
||||
original_predict = cross_encoder._model.predict
|
||||
|
||||
def mock_predict(*args, **kwargs):
|
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predict_attempts.append(1)
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||||
# Only fail on first attempt
|
||||
if len(predict_attempts) == 1:
|
||||
raise RuntimeError("Compiler encountered XPC_ERROR_CONNECTION_INVALID (is the OS shutting down?)")
|
||||
else:
|
||||
# After reinit: succeed
|
||||
return original_predict(*args, **kwargs)
|
||||
|
||||
# Mock the initial predict to fail, reinit happens, then new model succeeds
|
||||
with patch.object(cross_encoder, "_reinitialize_model_sync", side_effect=track_reinit):
|
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with patch.object(cross_encoder._model, "predict", side_effect=mock_predict):
|
||||
# This should trigger XPC error on first attempt, then recover and succeed
|
||||
result = await cross_encoder.predict([("query", "document")])
|
||||
|
||||
# Verify we got a result
|
||||
assert result is not None
|
||||
assert len(result) == 1
|
||||
assert isinstance(result[0], float)
|
||||
assert reinit_called # Should have reinitialized
|
||||
assert len(predict_attempts) >= 1 # At least one attempt was made
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_predict_fails_on_non_xpc_error(self, cross_encoder):
|
||||
"""Test that predict() does not retry for non-XPC errors."""
|
||||
# Initialize the cross-encoder
|
||||
await cross_encoder.initialize()
|
||||
|
||||
# Create a mock that raises a non-XPC error
|
||||
def mock_predict(*args, **kwargs):
|
||||
raise RuntimeError("Some other error")
|
||||
|
||||
# Patch the model's predict method
|
||||
with patch.object(cross_encoder._model, "predict", side_effect=mock_predict):
|
||||
# This should fail without retry
|
||||
with pytest.raises(RuntimeError) as exc_info:
|
||||
await cross_encoder.predict([("query", "document")])
|
||||
|
||||
assert "Some other error" in str(exc_info.value)
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_reinitialize_clears_model(self, cross_encoder):
|
||||
"""Test that _reinitialize_model_sync properly clears and reinits the model."""
|
||||
# Initialize the cross-encoder
|
||||
await cross_encoder.initialize()
|
||||
|
||||
original_model = cross_encoder._model
|
||||
assert original_model is not None
|
||||
|
||||
# Reinitialize
|
||||
cross_encoder._reinitialize_model_sync()
|
||||
|
||||
# Model should be reinitialized (new instance)
|
||||
assert cross_encoder._model is not None
|
||||
assert cross_encoder._model is not original_model
|
||||
|
||||
# Should still work
|
||||
result = await cross_encoder.predict([("test query", "test document")])
|
||||
assert len(result) == 1
|
||||
assert isinstance(result[0], float)
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_xpc_recovery_exhausts_retries(self, cross_encoder):
|
||||
"""Test that XPC recovery gives up after max retries."""
|
||||
# Initialize the cross-encoder
|
||||
await cross_encoder.initialize()
|
||||
|
||||
# Track reinit calls
|
||||
reinit_count = 0
|
||||
original_reinit = cross_encoder._reinitialize_model_sync
|
||||
|
||||
def track_and_fail_reinit():
|
||||
nonlocal reinit_count
|
||||
reinit_count += 1
|
||||
# Call original reinit, but the new model will also be mocked to fail
|
||||
original_reinit()
|
||||
# After reinit, patch the new model too
|
||||
cross_encoder._model.predict = MagicMock(
|
||||
side_effect=RuntimeError("Compiler encountered XPC_ERROR_CONNECTION_INVALID")
|
||||
)
|
||||
|
||||
# Mock that always raises XPC error
|
||||
cross_encoder._model.predict = MagicMock(
|
||||
side_effect=RuntimeError("Compiler encountered XPC_ERROR_CONNECTION_INVALID")
|
||||
)
|
||||
|
||||
with patch.object(cross_encoder, "_reinitialize_model_sync", side_effect=track_and_fail_reinit):
|
||||
# Should try once, reinitialize, try again, and fail
|
||||
with pytest.raises(Exception) as exc_info:
|
||||
await cross_encoder.predict([("query", "document")])
|
||||
|
||||
assert "XPC_ERROR_CONNECTION_INVALID" in str(exc_info.value) or "Failed to recover" in str(exc_info.value)
|
||||
assert reinit_count == 1 # Should have tried to reinitialize once
|
||||
@@ -1,148 +0,0 @@
|
||||
"""
|
||||
Tests for XPC error recovery in LocalSTEmbeddings.
|
||||
|
||||
This tests the automatic reinitialization of the embedding model when
|
||||
XPC connection errors occur on macOS (common in long-running daemon processes).
|
||||
"""
|
||||
|
||||
import asyncio
|
||||
from unittest.mock import MagicMock, patch
|
||||
|
||||
import pytest
|
||||
|
||||
from hindsight_api.engine.embeddings import LocalSTEmbeddings
|
||||
|
||||
|
||||
class TestXPCErrorRecovery:
|
||||
"""Tests for XPC error detection and recovery in LocalSTEmbeddings."""
|
||||
|
||||
@pytest.fixture
|
||||
def embeddings(self):
|
||||
"""Create a LocalSTEmbeddings instance."""
|
||||
return LocalSTEmbeddings(model_name="sentence-transformers/all-MiniLM-L6-v2")
|
||||
|
||||
def test_is_xpc_error_detection(self, embeddings):
|
||||
"""Test that XPC errors are correctly detected."""
|
||||
# Test various XPC error message formats
|
||||
xpc_error = Exception("Compiler encountered XPC_ERROR_CONNECTION_INVALID (is the OS shutting down?)")
|
||||
assert embeddings._is_xpc_error(xpc_error)
|
||||
|
||||
xpc_error2 = Exception("XPC error occurred")
|
||||
assert embeddings._is_xpc_error(xpc_error2)
|
||||
|
||||
# Test that non-XPC errors are not detected
|
||||
normal_error = Exception("Some other error")
|
||||
assert not embeddings._is_xpc_error(normal_error)
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_encode_with_xpc_recovery(self, embeddings):
|
||||
"""Test that encode() recovers from XPC errors by reinitializing."""
|
||||
# Initialize the embeddings
|
||||
await embeddings.initialize()
|
||||
|
||||
# Track calls to reinitialize
|
||||
reinit_called = False
|
||||
original_reinit = embeddings._reinitialize_model_sync
|
||||
|
||||
def track_reinit():
|
||||
nonlocal reinit_called
|
||||
reinit_called = True
|
||||
original_reinit()
|
||||
|
||||
# Track encode attempts
|
||||
encode_attempts = []
|
||||
original_encode = embeddings._model.encode
|
||||
|
||||
def mock_encode(*args, **kwargs):
|
||||
encode_attempts.append(1)
|
||||
# Only fail on first attempt
|
||||
if len(encode_attempts) == 1:
|
||||
raise RuntimeError("Compiler encountered XPC_ERROR_CONNECTION_INVALID (is the OS shutting down?)")
|
||||
else:
|
||||
# After reinit: succeed
|
||||
return original_encode(*args, **kwargs)
|
||||
|
||||
# Mock the initial encode to fail, reinit happens, then new model succeeds
|
||||
with patch.object(embeddings, "_reinitialize_model_sync", side_effect=track_reinit):
|
||||
with patch.object(embeddings._model, "encode", side_effect=mock_encode):
|
||||
# This should trigger XPC error on first attempt, then recover and succeed
|
||||
result = embeddings.encode(["test text"])
|
||||
|
||||
# Verify we got a result
|
||||
assert result is not None
|
||||
assert len(result) == 1
|
||||
assert len(result[0]) > 0 # Should have embedding vector
|
||||
assert reinit_called # Should have reinitialized
|
||||
assert len(encode_attempts) >= 1 # At least one attempt was made
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_encode_fails_on_non_xpc_error(self, embeddings):
|
||||
"""Test that encode() does not retry for non-XPC errors."""
|
||||
# Initialize the embeddings
|
||||
await embeddings.initialize()
|
||||
|
||||
# Create a mock that raises a non-XPC error
|
||||
def mock_encode(*args, **kwargs):
|
||||
raise RuntimeError("Some other error")
|
||||
|
||||
# Patch the model's encode method
|
||||
with patch.object(embeddings._model, "encode", side_effect=mock_encode):
|
||||
# This should fail without retry
|
||||
with pytest.raises(RuntimeError) as exc_info:
|
||||
embeddings.encode(["test text"])
|
||||
|
||||
assert "Some other error" in str(exc_info.value)
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_reinitialize_clears_model(self, embeddings):
|
||||
"""Test that _reinitialize_model_sync properly clears and reinits the model."""
|
||||
# Initialize the embeddings
|
||||
await embeddings.initialize()
|
||||
|
||||
original_model = embeddings._model
|
||||
assert original_model is not None
|
||||
|
||||
# Reinitialize
|
||||
embeddings._reinitialize_model_sync()
|
||||
|
||||
# Model should be reinitialized (new instance)
|
||||
assert embeddings._model is not None
|
||||
assert embeddings._model is not original_model
|
||||
|
||||
# Should still work
|
||||
result = embeddings.encode(["test"])
|
||||
assert len(result) == 1
|
||||
assert len(result[0]) > 0
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_xpc_recovery_exhausts_retries(self, embeddings):
|
||||
"""Test that XPC recovery gives up after max retries."""
|
||||
# Initialize the embeddings
|
||||
await embeddings.initialize()
|
||||
|
||||
# Track reinit calls
|
||||
reinit_count = 0
|
||||
original_reinit = embeddings._reinitialize_model_sync
|
||||
|
||||
def track_and_fail_reinit():
|
||||
nonlocal reinit_count
|
||||
reinit_count += 1
|
||||
# Call original reinit, but the new model will also be mocked to fail
|
||||
original_reinit()
|
||||
# After reinit, patch the new model too
|
||||
embeddings._model.encode = MagicMock(
|
||||
side_effect=RuntimeError("Compiler encountered XPC_ERROR_CONNECTION_INVALID")
|
||||
)
|
||||
|
||||
# Mock that always raises XPC error
|
||||
embeddings._model.encode = MagicMock(
|
||||
side_effect=RuntimeError("Compiler encountered XPC_ERROR_CONNECTION_INVALID")
|
||||
)
|
||||
|
||||
with patch.object(embeddings, "_reinitialize_model_sync", side_effect=track_and_fail_reinit):
|
||||
# Should try once, reinitialize, try again, and fail
|
||||
with pytest.raises(RuntimeError) as exc_info:
|
||||
embeddings.encode(["test"])
|
||||
|
||||
assert "XPC_ERROR_CONNECTION_INVALID" in str(exc_info.value)
|
||||
assert reinit_count == 1 # Should have tried to reinitialize once
|
||||
@@ -7,14 +7,14 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
""" # noqa: E501
|
||||
|
||||
|
||||
__version__ = "0.4.1"
|
||||
__version__ = "0.0.7"
|
||||
|
||||
# import apis into sdk package
|
||||
from hindsight_client_api.api.banks_api import BanksApi
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
@@ -489,7 +489,7 @@ class Configuration:
|
||||
return "Python SDK Debug Report:\n"\
|
||||
"OS: {env}\n"\
|
||||
"Python Version: {pyversion}\n"\
|
||||
"Version of the API: 0.4.0\n"\
|
||||
"Version of the API: 0.4.1\n"\
|
||||
"SDK Package Version: 0.0.7".\
|
||||
format(env=sys.platform, pyversion=sys.version)
|
||||
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -6,7 +6,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
+1
-1
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
+1
-1
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
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|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
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|
||||
|
||||
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|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
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|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
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|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
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|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
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|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
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|
||||
|
||||
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|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
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||||
|
||||
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|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
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|
||||
|
||||
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|
||||
|
||||
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|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
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|
||||
|
||||
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|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
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|
||||
|
||||
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|
||||
|
||||
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|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
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|
||||
|
||||
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|
||||
|
||||
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|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
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|
||||
|
||||
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|
||||
|
||||
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|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
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|
||||
|
||||
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|
||||
|
||||
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|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
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|
||||
|
||||
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|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
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|
||||
|
||||
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|
||||
|
||||
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|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
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|
||||
|
||||
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|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
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|
||||
|
||||
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|
||||
|
||||
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|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
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|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
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|
||||
|
||||
@@ -5,7 +5,7 @@
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||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
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|
||||
|
||||
@@ -5,7 +5,7 @@
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||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
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||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
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|
||||
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||||
@@ -5,7 +5,7 @@
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||||
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||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.4.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
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|
||||
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||||
@@ -5,7 +5,7 @@
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||||
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||||
HTTP API for Hindsight
|
||||
|
||||
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|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
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||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
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|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
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|
||||
|
||||
@@ -0,0 +1,262 @@
|
||||
---
|
||||
sidebar_position: 4
|
||||
---
|
||||
|
||||
# Embedded SDK (hindsight-embed)
|
||||
|
||||
Zero-configuration local memory system with automatic daemon management. Perfect for development, prototyping, and single-user applications.
|
||||
|
||||
## Overview
|
||||
|
||||
`hindsight-embed` is a zero-configuration SDK that wraps the Hindsight API and PostgreSQL database into a single auto-managed local daemon. It's designed for development, prototyping, and single-user applications where you want memory capabilities without infrastructure overhead.
|
||||
|
||||
**How it works:**
|
||||
|
||||
1. **First command triggers startup**: When you run any `hindsight-embed` command, it checks if a local daemon is running
|
||||
2. **Auto-daemon management**: If no daemon exists, it automatically spawns `hindsight-api --daemon` in the background
|
||||
3. **Embedded database**: The daemon uses `pg0` (embedded PostgreSQL) — no separate database installation required
|
||||
4. **Command forwarding**: Your command is forwarded to the local daemon via HTTP (localhost:8889)
|
||||
5. **Auto-shutdown**: After 5 minutes of inactivity (configurable), the daemon gracefully shuts down to free resources
|
||||
|
||||
**Key features:**
|
||||
|
||||
- **Zero setup** — One `configure` command and you're ready
|
||||
- **Automatic lifecycle** — Daemon starts on-demand, stops when idle
|
||||
- **Isolated storage** — Each bank gets its own embedded PostgreSQL database
|
||||
- **Local-only** — Binds to `127.0.0.1:8889`, not accessible from network
|
||||
- **Production-grade engine** — Uses the same memory engine as the full API service
|
||||
|
||||
Think of it as SQLite for long-term memory — all the power of Hindsight without managing servers.
|
||||
|
||||
## Installation
|
||||
|
||||
Install via `uvx` (recommended - always latest version):
|
||||
|
||||
```bash
|
||||
# Run directly without installation
|
||||
uvx hindsight-embed@latest configure
|
||||
|
||||
# Or use pipx for persistent installation
|
||||
pipx install hindsight-embed
|
||||
```
|
||||
|
||||
## Quick Start
|
||||
|
||||
### 1. Configure
|
||||
|
||||
```bash
|
||||
# Interactive configuration
|
||||
hindsight-embed configure
|
||||
|
||||
# Or non-interactive via environment variables
|
||||
export HINDSIGHT_EMBED_LLM_PROVIDER=openai
|
||||
export HINDSIGHT_EMBED_LLM_API_KEY=sk-xxxxxxxxxxxx
|
||||
export HINDSIGHT_EMBED_LLM_MODEL=gpt-4o-mini
|
||||
hindsight-embed configure
|
||||
```
|
||||
|
||||
Configuration is saved to `~/.hindsight/embed`:
|
||||
|
||||
```bash
|
||||
HINDSIGHT_EMBED_LLM_PROVIDER=openai
|
||||
HINDSIGHT_EMBED_LLM_MODEL=gpt-4o-mini
|
||||
HINDSIGHT_EMBED_BANK_ID=default
|
||||
HINDSIGHT_EMBED_LLM_API_KEY=sk-xxxxxxxxxxxx
|
||||
|
||||
# Daemon settings (macOS: force CPU to avoid MPS/XPC issues)
|
||||
HINDSIGHT_API_EMBEDDINGS_LOCAL_FORCE_CPU=1
|
||||
HINDSIGHT_API_RERANKER_LOCAL_FORCE_CPU=1
|
||||
```
|
||||
|
||||
### 2. Use Memory Operations
|
||||
|
||||
```bash
|
||||
# Store a memory
|
||||
hindsight-embed memory retain default "User prefers dark mode"
|
||||
|
||||
# Query memories
|
||||
hindsight-embed memory recall default "user preferences"
|
||||
|
||||
# Reasoning with memory
|
||||
hindsight-embed memory reflect default "What color scheme should I use?"
|
||||
```
|
||||
|
||||
The daemon starts automatically on first use!
|
||||
|
||||
## Environment Variables
|
||||
|
||||
| Variable | Description | Default |
|
||||
|----------|-------------|---------|
|
||||
| `HINDSIGHT_EMBED_LLM_API_KEY` | **Required**. API key for LLM provider | - |
|
||||
| `HINDSIGHT_EMBED_LLM_PROVIDER` | LLM provider: `openai`, `anthropic`, `gemini`, `groq`, `ollama` | `openai` |
|
||||
| `HINDSIGHT_EMBED_LLM_MODEL` | Model name | `gpt-4o-mini` |
|
||||
| `HINDSIGHT_EMBED_BANK_ID` | Default memory bank ID | `default` |
|
||||
| `HINDSIGHT_EMBED_DAEMON_IDLE_TIMEOUT` | Seconds before daemon auto-exits when idle (0 = never) | `300` |
|
||||
|
||||
**Provider Examples:**
|
||||
|
||||
```bash
|
||||
# OpenAI
|
||||
export HINDSIGHT_EMBED_LLM_PROVIDER=openai
|
||||
export HINDSIGHT_EMBED_LLM_API_KEY=sk-xxxxxxxxxxxx
|
||||
export HINDSIGHT_EMBED_LLM_MODEL=gpt-4o
|
||||
|
||||
# Groq (fast inference)
|
||||
export HINDSIGHT_EMBED_LLM_PROVIDER=groq
|
||||
export HINDSIGHT_EMBED_LLM_API_KEY=gsk_xxxxxxxxxxxx
|
||||
export HINDSIGHT_EMBED_LLM_MODEL=llama-3.3-70b-versatile
|
||||
|
||||
# Anthropic
|
||||
export HINDSIGHT_EMBED_LLM_PROVIDER=anthropic
|
||||
export HINDSIGHT_EMBED_LLM_API_KEY=sk-ant-xxxxxxxxxxxx
|
||||
export HINDSIGHT_EMBED_LLM_MODEL=claude-sonnet-4-20250514
|
||||
```
|
||||
|
||||
## Daemon Management
|
||||
|
||||
### Idle Timeout
|
||||
|
||||
Customize how long the daemon stays alive when idle:
|
||||
|
||||
```bash
|
||||
# Never timeout (daemon runs until manually stopped)
|
||||
export HINDSIGHT_EMBED_DAEMON_IDLE_TIMEOUT=0
|
||||
|
||||
# Shorter timeout: 1 minute
|
||||
export HINDSIGHT_EMBED_DAEMON_IDLE_TIMEOUT=60
|
||||
|
||||
# Longer timeout: 30 minutes
|
||||
export HINDSIGHT_EMBED_DAEMON_IDLE_TIMEOUT=1800
|
||||
```
|
||||
|
||||
### Daemon Commands
|
||||
|
||||
```bash
|
||||
# Check daemon status
|
||||
hindsight-embed daemon status
|
||||
|
||||
# View daemon logs in real-time
|
||||
hindsight-embed daemon logs -f
|
||||
|
||||
# Stop daemon manually
|
||||
hindsight-embed daemon stop
|
||||
```
|
||||
|
||||
## Commands
|
||||
|
||||
All memory operations follow the same interface as the CLI:
|
||||
|
||||
### Retain (Store Memory)
|
||||
|
||||
```bash
|
||||
hindsight-embed memory retain <bank_id> "content"
|
||||
|
||||
# With context
|
||||
hindsight-embed memory retain <bank_id> "content" --context "source information"
|
||||
|
||||
# Background processing
|
||||
hindsight-embed memory retain <bank_id> "content" --async
|
||||
```
|
||||
|
||||
### Recall (Search)
|
||||
|
||||
```bash
|
||||
hindsight-embed memory recall <bank_id> "query"
|
||||
|
||||
# With budget control
|
||||
hindsight-embed memory recall <bank_id> "query" --budget high
|
||||
|
||||
# Show trace
|
||||
hindsight-embed memory recall <bank_id> "query" --trace
|
||||
```
|
||||
|
||||
### Reflect (Generate Response)
|
||||
|
||||
```bash
|
||||
hindsight-embed memory reflect <bank_id> "prompt"
|
||||
|
||||
# With additional context
|
||||
hindsight-embed memory reflect <bank_id> "prompt" --context "additional info"
|
||||
```
|
||||
|
||||
### Bank Management
|
||||
|
||||
```bash
|
||||
# List all banks
|
||||
hindsight-embed bank list
|
||||
|
||||
# View bank stats
|
||||
hindsight-embed bank stats <bank_id>
|
||||
|
||||
# Set bank name
|
||||
hindsight-embed bank name <bank_id> "My Assistant"
|
||||
|
||||
# Set bank mission
|
||||
hindsight-embed bank mission <bank_id> "I am a helpful AI assistant"
|
||||
```
|
||||
|
||||
## Troubleshooting
|
||||
|
||||
### Daemon Won't Start
|
||||
|
||||
Check the daemon logs:
|
||||
|
||||
```bash
|
||||
hindsight-embed daemon logs
|
||||
# Or watch in real-time
|
||||
hindsight-embed daemon logs -f
|
||||
```
|
||||
|
||||
Common issues:
|
||||
- **Missing API key**: Set `HINDSIGHT_EMBED_LLM_API_KEY`
|
||||
- **Port conflict**: Another service using port 8889
|
||||
- **Permissions**: Check `~/.hindsight/` directory permissions
|
||||
|
||||
### Daemon Exits Immediately
|
||||
|
||||
Check if you have the idle timeout set too low:
|
||||
|
||||
```bash
|
||||
# Disable idle timeout for debugging
|
||||
export HINDSIGHT_EMBED_DAEMON_IDLE_TIMEOUT=0
|
||||
hindsight-embed daemon status
|
||||
```
|
||||
|
||||
### Reset Configuration
|
||||
|
||||
```bash
|
||||
# Remove config file and reconfigure
|
||||
rm ~/.hindsight/embed
|
||||
hindsight-embed configure
|
||||
```
|
||||
|
||||
## Advanced Configuration
|
||||
|
||||
While `hindsight-embed` aims to be zero-config, you can customize the underlying API behavior by setting `HINDSIGHT_API_*` variables in `~/.hindsight/embed`:
|
||||
|
||||
```bash
|
||||
# Example: Custom embedding model
|
||||
HINDSIGHT_API_EMBEDDINGS_PROVIDER=openai
|
||||
HINDSIGHT_API_EMBEDDINGS_OPENAI_MODEL=text-embedding-3-large
|
||||
|
||||
# Example: Verbose extraction
|
||||
HINDSIGHT_API_RETAIN_EXTRACTION_MODE=verbose
|
||||
```
|
||||
|
||||
See [Configuration](/developer/configuration) for all available `HINDSIGHT_API_*` options.
|
||||
|
||||
## When to Use
|
||||
|
||||
**Perfect for:**
|
||||
- Development and prototyping
|
||||
- Single-user applications
|
||||
- Local-first tools
|
||||
- Quick experiments with Hindsight
|
||||
|
||||
**Not suitable for:**
|
||||
- Production multi-user deployments
|
||||
- Network-accessible services
|
||||
- High-availability requirements
|
||||
- Multi-tenant applications
|
||||
|
||||
For production deployments, use the [API Service](/developer/services) with external PostgreSQL instead.
|
||||
@@ -10,7 +10,7 @@
|
||||
"name": "Apache 2.0",
|
||||
"url": "https://www.apache.org/licenses/LICENSE-2.0.html"
|
||||
},
|
||||
"version": "0.4.0"
|
||||
"version": "0.4.1"
|
||||
},
|
||||
"paths": {
|
||||
"/health": {
|
||||
|
||||
@@ -15,6 +15,7 @@ Environment variables:
|
||||
HINDSIGHT_EMBED_LLM_PROVIDER: Optional. LLM provider (default: "openai").
|
||||
HINDSIGHT_EMBED_LLM_MODEL: Optional. LLM model (default: "gpt-4o-mini").
|
||||
HINDSIGHT_EMBED_BANK_ID: Optional. Memory bank ID (default: "default").
|
||||
HINDSIGHT_EMBED_DAEMON_IDLE_TIMEOUT: Optional. Seconds before daemon auto-exits when idle (default: 300).
|
||||
"""
|
||||
|
||||
import argparse
|
||||
@@ -159,6 +160,15 @@ def _do_configure_from_env():
|
||||
if api_key:
|
||||
f.write(f"HINDSIGHT_EMBED_LLM_API_KEY={api_key}\n")
|
||||
|
||||
# Force CPU mode for embeddings/reranker on macOS to avoid MPS/XPC crashes in daemon mode
|
||||
# On Linux, users can set these to 0 to use CUDA if available
|
||||
import platform
|
||||
|
||||
if platform.system() == "Darwin": # macOS
|
||||
f.write("\n# Daemon settings (macOS: force CPU to avoid MPS/XPC issues)\n")
|
||||
f.write("HINDSIGHT_API_EMBEDDINGS_LOCAL_FORCE_CPU=1\n")
|
||||
f.write("HINDSIGHT_API_RERANKER_LOCAL_FORCE_CPU=1\n")
|
||||
|
||||
CONFIG_FILE.chmod(0o600)
|
||||
|
||||
print()
|
||||
@@ -324,6 +334,15 @@ def _do_configure_interactive():
|
||||
if api_key:
|
||||
f.write(f"HINDSIGHT_EMBED_LLM_API_KEY={api_key}\n")
|
||||
|
||||
# Force CPU mode for embeddings/reranker on macOS to avoid MPS/XPC crashes in daemon mode
|
||||
# On Linux, users can set these to 0 to use CUDA if available
|
||||
import platform
|
||||
|
||||
if platform.system() == "Darwin": # macOS
|
||||
f.write("\n# Daemon settings (macOS: force CPU to avoid MPS/XPC issues)\n")
|
||||
f.write("HINDSIGHT_API_EMBEDDINGS_LOCAL_FORCE_CPU=1\n")
|
||||
f.write("HINDSIGHT_API_RERANKER_LOCAL_FORCE_CPU=1\n")
|
||||
|
||||
CONFIG_FILE.chmod(0o600)
|
||||
|
||||
# Stop existing daemon if running (it needs to pick up new config)
|
||||
|
||||
@@ -18,7 +18,8 @@ logger = logging.getLogger(__name__)
|
||||
DAEMON_PORT = 8889
|
||||
DAEMON_URL = f"http://127.0.0.1:{DAEMON_PORT}"
|
||||
DAEMON_STARTUP_TIMEOUT = 180 # seconds - needs to be long for first run (downloads dependencies)
|
||||
DAEMON_IDLE_TIMEOUT = 300 # 5 minutes - auto-exit after idle
|
||||
# Default idle timeout: 5 minutes - users can override with HINDSIGHT_EMBED_DAEMON_IDLE_TIMEOUT env var
|
||||
DEFAULT_DAEMON_IDLE_TIMEOUT = 300
|
||||
|
||||
# CLI paths - check multiple locations
|
||||
CLI_INSTALL_DIRS = [
|
||||
@@ -75,7 +76,10 @@ def _start_daemon(config: dict) -> bool:
|
||||
env["HINDSIGHT_API_DATABASE_URL"] = f"pg0://hindsight-embed-{bank_id}"
|
||||
env["HINDSIGHT_API_LOG_LEVEL"] = "info"
|
||||
|
||||
cmd = _find_hindsight_api_command() + ["--daemon", "--idle-timeout", str(DAEMON_IDLE_TIMEOUT)]
|
||||
# Get idle timeout from environment or use default
|
||||
idle_timeout = int(os.getenv("HINDSIGHT_EMBED_DAEMON_IDLE_TIMEOUT", str(DEFAULT_DAEMON_IDLE_TIMEOUT)))
|
||||
|
||||
cmd = _find_hindsight_api_command() + ["--daemon", "--idle-timeout", str(idle_timeout)]
|
||||
|
||||
# Create log directory
|
||||
log_dir = Path.home() / ".hindsight"
|
||||
|
||||
@@ -1295,7 +1295,7 @@ wheels = [
|
||||
|
||||
[[package]]
|
||||
name = "hindsight-all"
|
||||
version = "0.4.0"
|
||||
version = "0.4.1"
|
||||
source = { editable = "hindsight" }
|
||||
dependencies = [
|
||||
{ name = "hindsight-api" },
|
||||
@@ -1319,7 +1319,7 @@ provides-extras = ["test"]
|
||||
|
||||
[[package]]
|
||||
name = "hindsight-api"
|
||||
version = "0.4.0"
|
||||
version = "0.4.1"
|
||||
source = { editable = "hindsight-api" }
|
||||
dependencies = [
|
||||
{ name = "aiohttp" },
|
||||
@@ -1447,7 +1447,7 @@ dev = [
|
||||
|
||||
[[package]]
|
||||
name = "hindsight-client"
|
||||
version = "0.4.0"
|
||||
version = "0.4.1"
|
||||
source = { editable = "hindsight-clients/python" }
|
||||
dependencies = [
|
||||
{ name = "aiohttp" },
|
||||
@@ -1481,7 +1481,7 @@ provides-extras = ["test"]
|
||||
|
||||
[[package]]
|
||||
name = "hindsight-dev"
|
||||
version = "0.4.0"
|
||||
version = "0.4.1"
|
||||
source = { editable = "hindsight-dev" }
|
||||
dependencies = [
|
||||
{ name = "hindsight-api" },
|
||||
@@ -1527,7 +1527,7 @@ dev = [
|
||||
|
||||
[[package]]
|
||||
name = "hindsight-embed"
|
||||
version = "0.4.0"
|
||||
version = "0.4.1"
|
||||
source = { editable = "hindsight-embed" }
|
||||
dependencies = [
|
||||
{ name = "httpx" },
|
||||
|
||||
Reference in New Issue
Block a user