|
| 1 | +# SPDX-FileCopyrightText: 2022-present deepset GmbH <[email protected]> |
| 2 | +# |
| 3 | +# SPDX-License-Identifier: Apache-2.0 |
| 4 | + |
| 5 | +from typing import Any, Dict, List |
| 6 | + |
| 7 | +from haystack.core.component.types import InputSocket, _empty |
| 8 | + |
| 9 | +_NO_OUTPUT_PRODUCED = _empty |
| 10 | + |
| 11 | + |
| 12 | +def can_component_run(component: Dict, inputs: Dict) -> bool: |
| 13 | + """ |
| 14 | + Checks if the component can run, given the current state of its inputs. |
| 15 | +
|
| 16 | + A component needs to pass two gates so that it is ready to run: |
| 17 | + 1. It has received all mandatory inputs. |
| 18 | + 2. It has received a trigger. |
| 19 | + :param component: Component metadata and the component instance. |
| 20 | + :param inputs: Inputs for the component. |
| 21 | + """ |
| 22 | + received_all_mandatory_inputs = are_all_sockets_ready(component, inputs, only_check_mandatory=True) |
| 23 | + received_trigger = has_any_trigger(component, inputs) |
| 24 | + |
| 25 | + return received_all_mandatory_inputs and received_trigger |
| 26 | + |
| 27 | + |
| 28 | +def has_any_trigger(component: Dict, inputs: Dict) -> bool: |
| 29 | + """ |
| 30 | + Checks if a component was triggered to execute. |
| 31 | +
|
| 32 | + There are 3 triggers: |
| 33 | + 1. A predecessor provided input to the component. |
| 34 | + 2. Input to the component was provided from outside the pipeline (e.g. user input). |
| 35 | + 3. The component does not receive input from any other components in the pipeline and `Pipeline.run` was called. |
| 36 | +
|
| 37 | + A trigger can only cause a component to execute ONCE because: |
| 38 | + 1. Components consume inputs from predecessors before execution (they are deleted). |
| 39 | + 2. Inputs from outside the pipeline can only trigger a component when it is executed for the first time. |
| 40 | + 3. `Pipeline.run` can only trigger a component when it is executed for the first time. |
| 41 | +
|
| 42 | + :param component: Component metadata and the component instance. |
| 43 | + :param inputs: Inputs for the component. |
| 44 | + """ |
| 45 | + trigger_from_predecessor = any_predecessors_provided_input(component, inputs) |
| 46 | + trigger_from_user = has_user_input(inputs) and component["visits"] == 0 |
| 47 | + trigger_without_inputs = can_not_receive_inputs_from_pipeline(component) and component["visits"] == 0 |
| 48 | + |
| 49 | + return trigger_from_predecessor or trigger_from_user or trigger_without_inputs |
| 50 | + |
| 51 | + |
| 52 | +def are_all_sockets_ready(component: Dict, inputs: Dict, only_check_mandatory: bool = False) -> bool: |
| 53 | + """ |
| 54 | + Checks if all sockets of a component have enough inputs for the component to execute. |
| 55 | +
|
| 56 | + :param component: Component metadata and the component instance. |
| 57 | + :param inputs: Inputs for the component. |
| 58 | + :param only_check_mandatory: If only mandatory sockets should be checked. |
| 59 | + """ |
| 60 | + filled_sockets = set() |
| 61 | + expected_sockets = set() |
| 62 | + if only_check_mandatory: |
| 63 | + sockets_to_check = { |
| 64 | + socket_name: socket for socket_name, socket in component["input_sockets"].items() if socket.is_mandatory |
| 65 | + } |
| 66 | + else: |
| 67 | + sockets_to_check = { |
| 68 | + socket_name: socket |
| 69 | + for socket_name, socket in component["input_sockets"].items() |
| 70 | + if socket.is_mandatory or len(socket.senders) |
| 71 | + } |
| 72 | + |
| 73 | + for socket_name, socket in sockets_to_check.items(): |
| 74 | + socket_inputs = inputs.get(socket_name, []) |
| 75 | + expected_sockets.add(socket_name) |
| 76 | + |
| 77 | + # Check if socket has all required inputs or is a lazy variadic socket with any input |
| 78 | + if has_socket_received_all_inputs(socket, socket_inputs) or ( |
| 79 | + is_socket_lazy_variadic(socket) and any_socket_input_received(socket_inputs) |
| 80 | + ): |
| 81 | + filled_sockets.add(socket_name) |
| 82 | + |
| 83 | + return filled_sockets == expected_sockets |
| 84 | + |
| 85 | + |
| 86 | +def any_predecessors_provided_input(component: Dict, inputs: Dict) -> bool: |
| 87 | + """ |
| 88 | + Checks if a component received inputs from any predecessors. |
| 89 | +
|
| 90 | + :param component: Component metadata and the component instance. |
| 91 | + :param inputs: Inputs for the component. |
| 92 | + """ |
| 93 | + return any( |
| 94 | + any_socket_value_from_predecessor_received(inputs.get(socket_name, [])) |
| 95 | + for socket_name in component["input_sockets"].keys() |
| 96 | + ) |
| 97 | + |
| 98 | + |
| 99 | +def any_socket_value_from_predecessor_received(socket_inputs: List[Dict[str, Any]]) -> bool: |
| 100 | + """ |
| 101 | + Checks if a component socket received input from any predecessors. |
| 102 | +
|
| 103 | + :param socket_inputs: Inputs for the component's socket. |
| 104 | + """ |
| 105 | + # When sender is None, the input was provided from outside the pipeline. |
| 106 | + return any(inp["value"] != _NO_OUTPUT_PRODUCED and inp["sender"] is not None for inp in socket_inputs) |
| 107 | + |
| 108 | + |
| 109 | +def has_user_input(inputs: Dict) -> bool: |
| 110 | + """ |
| 111 | + Checks if a component has received input from outside the pipeline (e.g. user input). |
| 112 | +
|
| 113 | + :param inputs: Inputs for the component. |
| 114 | + """ |
| 115 | + return any(inp for socket in inputs.values() for inp in socket if inp["sender"] is None) |
| 116 | + |
| 117 | + |
| 118 | +def can_not_receive_inputs_from_pipeline(component: Dict) -> bool: |
| 119 | + """ |
| 120 | + Checks if a component can not receive inputs from any other components in the pipeline. |
| 121 | +
|
| 122 | + :param: Component metadata and the component instance. |
| 123 | + """ |
| 124 | + return all(len(sock.senders) == 0 for sock in component["input_sockets"].values()) |
| 125 | + |
| 126 | + |
| 127 | +def all_socket_predecessors_executed(socket: InputSocket, socket_inputs: List[Dict]) -> bool: |
| 128 | + """ |
| 129 | + Checks if all components connecting to an InputSocket have executed. |
| 130 | +
|
| 131 | + :param: The InputSocket of a component. |
| 132 | + :param: socket_inputs: Inputs for the socket. |
| 133 | + """ |
| 134 | + expected_senders = set(socket.senders) |
| 135 | + executed_senders = {inp["sender"] for inp in socket_inputs if inp["sender"] is not None} |
| 136 | + |
| 137 | + return expected_senders == executed_senders |
| 138 | + |
| 139 | + |
| 140 | +def any_socket_input_received(socket_inputs: List[Dict]) -> bool: |
| 141 | + """ |
| 142 | + Checks if a socket has received any input from any other components in the pipeline or from outside the pipeline. |
| 143 | +
|
| 144 | + :param socket_inputs: Inputs for the socket. |
| 145 | + """ |
| 146 | + return any(inp["value"] != _NO_OUTPUT_PRODUCED for inp in socket_inputs) |
| 147 | + |
| 148 | + |
| 149 | +def has_lazy_variadic_socket_received_all_inputs(socket: InputSocket, socket_inputs: List[Dict]) -> bool: |
| 150 | + """ |
| 151 | + Checks if a lazy variadic socket has received all expected inputs from other components in the pipeline. |
| 152 | +
|
| 153 | + :param socket: The InputSocket of a component. |
| 154 | + :param socket_inputs: Inputs for the socket. |
| 155 | + """ |
| 156 | + expected_senders = set(socket.senders) |
| 157 | + actual_senders = { |
| 158 | + sock["sender"] for sock in socket_inputs if sock["value"] != _NO_OUTPUT_PRODUCED and sock["sender"] is not None |
| 159 | + } |
| 160 | + |
| 161 | + return expected_senders == actual_senders |
| 162 | + |
| 163 | + |
| 164 | +def is_socket_lazy_variadic(socket: InputSocket) -> bool: |
| 165 | + """ |
| 166 | + Checks if an InputSocket is a lazy variadic socket. |
| 167 | +
|
| 168 | + :param socket: The InputSocket of a component. |
| 169 | + """ |
| 170 | + return socket.is_variadic and not socket.is_greedy |
| 171 | + |
| 172 | + |
| 173 | +def has_socket_received_all_inputs(socket: InputSocket, socket_inputs: List[Dict]) -> bool: |
| 174 | + """ |
| 175 | + Checks if a socket has received all expected inputs. |
| 176 | +
|
| 177 | + :param socket: The InputSocket of a component. |
| 178 | + :param socket_inputs: Inputs for the socket. |
| 179 | + """ |
| 180 | + # No inputs received for the socket, it is not filled. |
| 181 | + if len(socket_inputs) == 0: |
| 182 | + return False |
| 183 | + |
| 184 | + # The socket is greedy variadic and at least one input was produced, it is complete. |
| 185 | + if socket.is_variadic and socket.is_greedy and any(sock["value"] != _NO_OUTPUT_PRODUCED for sock in socket_inputs): |
| 186 | + return True |
| 187 | + |
| 188 | + # The socket is lazy variadic and all expected inputs were produced. |
| 189 | + if is_socket_lazy_variadic(socket) and has_lazy_variadic_socket_received_all_inputs(socket, socket_inputs): |
| 190 | + return True |
| 191 | + |
| 192 | + # The socket is not variadic and the only expected input is complete. |
| 193 | + return not socket.is_variadic and socket_inputs[0]["value"] != _NO_OUTPUT_PRODUCED |
| 194 | + |
| 195 | + |
| 196 | +def all_predecessors_executed(component: Dict, inputs: Dict) -> bool: |
| 197 | + """ |
| 198 | + Checks if all predecessors of a component have executed. |
| 199 | +
|
| 200 | + :param component: Component metadata and the component instance. |
| 201 | + :param inputs: Inputs for the component. |
| 202 | + """ |
| 203 | + return all( |
| 204 | + all_socket_predecessors_executed(socket, inputs.get(socket_name, [])) |
| 205 | + for socket_name, socket in component["input_sockets"].items() |
| 206 | + ) |
| 207 | + |
| 208 | + |
| 209 | +def are_all_lazy_variadic_sockets_resolved(component: Dict, inputs: Dict) -> bool: |
| 210 | + """ |
| 211 | + Checks if the final state for all lazy variadic sockets of a component is resolved. |
| 212 | +
|
| 213 | + :param component: Component metadata and the component instance. |
| 214 | + :param inputs: Inputs for the component. |
| 215 | + """ |
| 216 | + for socket_name, socket in component["input_sockets"].items(): |
| 217 | + if is_socket_lazy_variadic(socket): |
| 218 | + socket_inputs = inputs.get(socket_name, []) |
| 219 | + |
| 220 | + # Checks if a lazy variadic socket is ready to run. |
| 221 | + # A socket is ready if either: |
| 222 | + # - it has received all expected inputs, or |
| 223 | + # - all its predecessors have executed |
| 224 | + # If none of the conditions are met, the socket is not ready to run and we defer the component. |
| 225 | + if not ( |
| 226 | + has_lazy_variadic_socket_received_all_inputs(socket, socket_inputs) |
| 227 | + or all_socket_predecessors_executed(socket, socket_inputs) |
| 228 | + ): |
| 229 | + return False |
| 230 | + |
| 231 | + return True |
| 232 | + |
| 233 | + |
| 234 | +def is_any_greedy_socket_ready(component: Dict, inputs: Dict) -> bool: |
| 235 | + """ |
| 236 | + Checks if the component has any greedy socket that is ready to run. |
| 237 | +
|
| 238 | + :param component: Component metadata and the component instance. |
| 239 | + :param inputs: Inputs for the component. |
| 240 | + """ |
| 241 | + for socket_name, socket in component["input_sockets"].items(): |
| 242 | + if socket.is_greedy and has_socket_received_all_inputs(socket, inputs.get(socket_name, [])): |
| 243 | + return True |
| 244 | + |
| 245 | + return False |
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