structure saas with tools

.venv/lib/python3.10/site-packages/litellm/router_strategy/simple_shuffle.py

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+"""
+Returns a random deployment from the list of healthy deployments.
+
+If weights are provided, it will return a deployment based on the weights.
+
+"""
+
+import random
+from typing import TYPE_CHECKING, Any, Dict, List, Union
+
+from litellm._logging import verbose_router_logger
+
+if TYPE_CHECKING:
+    from litellm.router import Router as _Router
+
+    LitellmRouter = _Router
+else:
+    LitellmRouter = Any
+
+
+def simple_shuffle(
+    llm_router_instance: LitellmRouter,
+    healthy_deployments: Union[List[Any], Dict[Any, Any]],
+    model: str,
+) -> Dict:
+    """
+    Returns a random deployment from the list of healthy deployments.
+
+    If weights are provided, it will return a deployment based on the weights.
+
+    If users pass `rpm` or `tpm`, we do a random weighted pick - based on `rpm`/`tpm`.
+
+    Args:
+        llm_router_instance: LitellmRouter instance
+        healthy_deployments: List of healthy deployments
+        model: Model name
+
+    Returns:
+        Dict: A single healthy deployment
+    """
+
+    ############## Check if 'weight' param set for a weighted pick #################
+    weight = healthy_deployments[0].get("litellm_params").get("weight", None)
+    if weight is not None:
+        # use weight-random pick if rpms provided
+        weights = [m["litellm_params"].get("weight", 0) for m in healthy_deployments]
+        verbose_router_logger.debug(f"\nweight {weights}")
+        total_weight = sum(weights)
+        weights = [weight / total_weight for weight in weights]
+        verbose_router_logger.debug(f"\n weights {weights}")
+        # Perform weighted random pick
+        selected_index = random.choices(range(len(weights)), weights=weights)[0]
+        verbose_router_logger.debug(f"\n selected index, {selected_index}")
+        deployment = healthy_deployments[selected_index]
+        verbose_router_logger.info(
+            f"get_available_deployment for model: {model}, Selected deployment: {llm_router_instance.print_deployment(deployment) or deployment[0]} for model: {model}"
+        )
+        return deployment or deployment[0]
+    ############## Check if we can do a RPM/TPM based weighted pick #################
+    rpm = healthy_deployments[0].get("litellm_params").get("rpm", None)
+    if rpm is not None:
+        # use weight-random pick if rpms provided
+        rpms = [m["litellm_params"].get("rpm", 0) for m in healthy_deployments]
+        verbose_router_logger.debug(f"\nrpms {rpms}")
+        total_rpm = sum(rpms)
+        weights = [rpm / total_rpm for rpm in rpms]
+        verbose_router_logger.debug(f"\n weights {weights}")
+        # Perform weighted random pick
+        selected_index = random.choices(range(len(rpms)), weights=weights)[0]
+        verbose_router_logger.debug(f"\n selected index, {selected_index}")
+        deployment = healthy_deployments[selected_index]
+        verbose_router_logger.info(
+            f"get_available_deployment for model: {model}, Selected deployment: {llm_router_instance.print_deployment(deployment) or deployment[0]} for model: {model}"
+        )
+        return deployment or deployment[0]
+    ############## Check if we can do a RPM/TPM based weighted pick #################
+    tpm = healthy_deployments[0].get("litellm_params").get("tpm", None)
+    if tpm is not None:
+        # use weight-random pick if rpms provided
+        tpms = [m["litellm_params"].get("tpm", 0) for m in healthy_deployments]
+        verbose_router_logger.debug(f"\ntpms {tpms}")
+        total_tpm = sum(tpms)
+        weights = [tpm / total_tpm for tpm in tpms]
+        verbose_router_logger.debug(f"\n weights {weights}")
+        # Perform weighted random pick
+        selected_index = random.choices(range(len(tpms)), weights=weights)[0]
+        verbose_router_logger.debug(f"\n selected index, {selected_index}")
+        deployment = healthy_deployments[selected_index]
+        verbose_router_logger.info(
+            f"get_available_deployment for model: {model}, Selected deployment: {llm_router_instance.print_deployment(deployment) or deployment[0]} for model: {model}"
+        )
+        return deployment or deployment[0]
+
+    ############## No RPM/TPM passed, we do a random pick #################
+    item = random.choice(healthy_deployments)
+    return item or item[0]