pub struct NodeDef {
    pub name: String,
    pub op: String,
    pub input: Vec<String>,
    pub device: String,
    pub attr: HashMap<String, AttrValue>,
}

Fields

name: String

The name given to this operator. Used for naming inputs, logging, visualization, etc. Unique within a single GraphDef. Must match the regexp “[A-Za-z0-9.][A-Za-z0-9_./]*”.

op: String

The operation name. There may be custom parameters in attrs. Op names starting with an underscore are reserved for internal use.

input: Vec<String>

Each input is “node:src_output” with “node” being a string name and “src_output” indicating which output tensor to use from “node”. If “src_output” is 0 the “:0” suffix can be omitted. Regular inputs may optionally be followed by control inputs that have the format “^node”.

device: String

A (possibly partial) specification for the device on which this node should be placed. The expected syntax for this string is as follows:

DEVICE_SPEC ::= PARTIAL_SPEC

PARTIAL_SPEC ::= (“/” CONSTRAINT) * CONSTRAINT ::= (“job:” JOB_NAME) | (“replica:” [1-9][0-9]) | (“task:” [1-9][0-9]) | (“device:” [A-Za-z]* “:” ([1-9][0-9]* | “*”) )

Valid values for this string include:

  • “/job:worker/replica:0/task:1/device:GPU:3” (full specification)
  • “/job:worker/device:GPU:3” (partial specification)
  • “” (no specification)

If the constraints do not resolve to a single device (or if this field is empty or not present), the runtime will attempt to choose a device automatically.

attr: HashMap<String, AttrValue>

Operation-specific graph-construction-time configuration. Note that this should include all attrs defined in the corresponding OpDef, including those with a value matching the default – this allows the default to change and makes NodeDefs easier to interpret on their own. However, if an attr with a default is not specified in this list, the default will be used. The “names” (keys) must match the regexp “[a-z][a-z0-9_]+” (and one of the names from the corresponding OpDef’s attr field). The values must have a type matching the corresponding OpDef attr’s type field. TODO(josh11b): Add some examples here showing best practices.

Implementations

Trait Implementations

Returns a copy of the value. Read more

Performs copy-assignment from source. Read more

Formats the value using the given formatter. Read more

Returns the “default value” for a type. Read more

Returns the encoded length of the message without a length delimiter.

Clears the message, resetting all fields to their default.

Encodes the message to a buffer. Read more

Encodes the message to a newly allocated buffer.

Encodes the message with a length-delimiter to a buffer. Read more

Encodes the message with a length-delimiter to a newly allocated buffer.

Decodes an instance of the message from a buffer. Read more

Decodes a length-delimited instance of the message from the buffer.

Decodes an instance of the message from a buffer, and merges it into self. Read more

Decodes a length-delimited instance of the message from buffer, and merges it into self. Read more

This method tests for self and other values to be equal, and is used by ==. Read more

This method tests for !=.

Auto Trait Implementations

Blanket Implementations

Gets the TypeId of self. Read more

Immutably borrows from an owned value. Read more

Mutably borrows from an owned value. Read more

Convert Box<dyn Trait> (where Trait: Downcast) to Box<dyn Any>. Box<dyn Any> can then be further downcast into Box<ConcreteType> where ConcreteType implements Trait. Read more

Convert Rc<Trait> (where Trait: Downcast) to Rc<Any>. Rc<Any> can then be further downcast into Rc<ConcreteType> where ConcreteType implements Trait. Read more

Convert &Trait (where Trait: Downcast) to &Any. This is needed since Rust cannot generate &Any’s vtable from &Trait’s. Read more

Convert &mut Trait (where Trait: Downcast) to &Any. This is needed since Rust cannot generate &mut Any’s vtable from &mut Trait’s. Read more

Convert Arc<Trait> (where Trait: Downcast) to Arc<Any>. Arc<Any> can then be further downcast into Arc<ConcreteType> where ConcreteType implements Trait. Read more

Returns the argument unchanged.

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

The resulting type after obtaining ownership.

Creates owned data from borrowed data, usually by cloning. Read more

Uses borrowed data to replace owned data, usually by cloning. Read more

The type returned in the event of a conversion error.

Performs the conversion.

The type returned in the event of a conversion error.

Performs the conversion.