# Vela Options This file contains a more verbose and detailed description of the Vela Compiler's CLI options than the built-in help strings. It also defines and describes Vela's configuration file format. ## Command Line Interface ### Network (required) Filename of the network model to compile. The file has to be a `.tflite` file. **Type: POSIX path** **Default: N/A** ```bash vela path/to/network.tflite ``` ### Help Displays the help strings of all CLI options. Can be used without the required Network argument. **Type: N/A** **Default: N/A** ```bash vela --help ``` ### Version Displays the version of the installed Vela Compiler. Can be used without the required Network argument. **Type: N/A** **Default: N/A** ```bash vela --version ``` ### API version Displays the version of the external API. Can be used without the required Network argument. **Type: N/A** **Default: N/A** ```bash vela --api-version ``` ### Supported Operator Report Generate the SUPPORTED_OPS.md file in the current working directory and exits. Contains a summary table of all TFLite operators that can be placed on the NPU, and what the constraints are for that operator to be scheduled on the NPU. If the constraints are not met, then it will be scheduled on the CPU instead. **Type: N/A** **Default: N/A** ```bash vela --supported-ops-report ``` ### Output Directory Specifies the output directory of the optimised network model as well as the `.csv` files containing performance estimations. **Type: POSIX path** **Default: ./output** ```bash vela network.tflite --output-dir ./custom_directory ``` ### Config Specifies the path to the Vela configuration file. The format of the file is a Python ConfigParser `.ini` file. This option can be specified multiple times to allow multiple files to be searched for the required system config and memory mode. More details can be found in the Configuration File section below. **Type: POSIX path** **Default: use default configuration** ```bash vela network.tflite --config my_vela_cfg1.ini --config my_vela_cfg2.ini --system-config My_Sys_Cfg --memory-mode My_Mem_Mode ``` ### Cascading Controls the packing of multiple passes into cascades. This allows for lower memory usage. If the network's intermediate feature maps are too large for the system's SRAM this optimisation is required. **Type: Boolean** **Default: True** ```bash vela network.tflite --cascading False ``` ### Keep scale placement Prevents scheduler from placing scale tensors for IFM streamed passes in SRAM and keeps these in flash. ```bash vela network.tflite --keep-scale-placement ``` ### Force Block Config Force a specific block configuration in the format HxWxC, where H, W, and C are positive integers specifying height, width, and channels (depth), respectively. The default behaviour is Vela searching for an optimal block configuration. An exception will be raised if the chosen block configuration is incompatible. **Type: String** **Default: N/A** ```bash vela network.tflite --force-block-config 2x2x8 ``` ### Timing Measure time taken for different compiler steps, e.g. model reading and scheduling. Prints the results to standard out. **Type: Set True** **Default: False** ```bash vela network.tflite --timing ``` ### Accelerator Configuration Choose which hardware accelerator configuration to compile for. Format is accelerator name followed by a hyphen, followed by the number of MACs in the configuration. **Type: String** **Default: ethos-u55-256** **Choices: [ethos-u55-32, ethos-u55-64, ethos-u55-128, ethos-u55-256]** ```bash vela network.tflite --accelerator-config ethos-u55-64 ``` ### System Config Selects the system configuration to use as specified in the Vela configuration file (see section below). **Type: String** **Default: Use internal default config** ```bash vela network.tflite --config my_vela_cfg.ini --system-config My_Sys_Cfg ``` ### Memory Mode Selects the memory mode to use as specified in the Vela configuration file (see section below). **Type: String** **Default: Use internal default config** ```bash vela network.tflite --config my_vela_cfg.ini --memory-mode My_Mem_Mode ``` ### Tensor Allocator Specify which allocator algorithm to use for non-constant NPU and CPU tensor allocation. **Type: String** **Default: Greedy** **Choices: [Greedy, LinearAlloc]** ```bash vela network.tflite --tensor-allocator=LinearAlloc ``` ### Ifm Streaming Controls scheduler IFM streaming search. Vela's scheduler will choose between IFM Streaming and Weight Streaming for optimal memory usage. Disabling this will cause Vela to always choose Weight Streaming. **Type: Boolean** **Default: True** ```bash vela network.tflite --ifm-streaming False ``` ### Block Config Limit Limit the block config search space. This will result in faster compilation times but may impact the performance of the output network. Use 0 for unlimited search. **Type: Integer** **Default: 16** **Choices: >= 0** ```bash vela network.tflite --block-config-limit 0 ``` ### Pareto Metric Controls the calculation of the pareto metric. Use 'BwCycMemBlkH' to consider Block Height in addition to Bandwidth, Cycle count and Memory. This can reduce SRAM usage in some circumstances. **Type: String** **Default: BwCycMem** **Choices: [BwCycMem, BwCycMemBlkH]** ```bash vela network.tflite --pareto-metric BwCycMemBlkH ``` ### Recursion Limit Some of Vela's algorithms use recursion and the required depth can be network dependant. This option allows the limit to be increased if needed. The maximum limit is platform dependent. If limit is set too low then compilation will raise a RecursionError exception. **Type: Integer** **Default: 10000** ```bash vela network.tflite --recursion-limit 50000 ``` ### Enable Debug DB The neural network debug database allows tracking of optimisations from the input network graph to the output command stream. Set this option to enable the calculation and writing of an XML file that contains the network debug database tables to the output directory. **Type: Boolean** **Default: Disabled** ```bash vela network.tflite --enable-debug-db ``` ### Max Block Dependency Set the maximum value that can be used for the block dependency delay between NPU kernel operations. A lower value may result in longer execution time. **Type: Integer** **Default: 3** **Choices: [0, 1, 2, 3]** ```bash vela network.tflite --max-block-dependency 0 ``` ### Tensor Format Between Cascaded Passes Controls if NHCWB16 or NHWC Tensor format should be used in between cascaded passes. NHWCB16 means FeatureMaps are laid out in 1x1x16B bricks in row-major order. This enables more efficient FeatureMap reading from external memory. **Type: Boolean** **Default: True** **Choices: [True, False]** ```bash vela network.tflite --nhcwb16-between-cascaded-passes ``` ### Scaling of weight estimates Performs an additional scaling of weight compression estimate used by Vela to estimate SRAM usage. Increasing this scaling factor will make the estimates more conservative (lower) and this can result in optimisations that use less SRAM, albeit at the cost of performance (inference speed). **Type: Float** **Default: 1.0** ```bash vela network.tflite --weight-estimation-scaling=1.2 ``` ### CPU Tensor Alignment Controls the allocation byte alignment. This affects all CPU tensors including Ethos-U Custom operator inputs and outputs. In this instance a CPU tensor is defined as any tensor that is explicitly listed in the resulting `.tflite` file. The Ethos-U NPU internal tensors will remain 16-byte aligned independent of this option, these tensors are contained within the command stream. Alignment has to be a power of two and greater or equal to 16. **Type: Integer** **Default: 16** ```bash vela network.tflite --allocation-alignment 128 ``` ## Verbose Print Options All of the options below are disabled by default and enabling them will add prints to standard out without any functional changes. ### Show Subgraph IO Summary Prints a summary of all the subgraphs and their inputs and outputs. ```bash vela network.tflite --show-subgraph-io-summary ``` ### Show Cpu Operations Show the operations that fall back to the CPU. ```bash vela network.tflite --show-cpu-operations ``` ### Verbose Config Verbose system configuration and memory mode. If no `--system-config` or `--memory-mode` CLI options are specified then the `internal-default` values will be displayed. ```bash vela network.tflite --verbose-config ``` ### Verbose Graph Verbose graph rewriter. ```bash vela network.tflite --verbose-graph ``` ### Verbose Quantization Verbose quantization. ```bash vela network.tflite --verbose-quantization ``` ### Verbose Packing Verbose pass packing. ```bash vela network.tflite --verbose-packing ``` ### Verbose Tensor Purpose Verbose tensor purpose. ```bash vela network.tflite --verbose-tensor-purpose ``` ### Verbose Tensor Format Verbose tensor format. ```bash vela network.tflite --verbose-tensor-format ``` ### Verbose Schedule Verbose schedule. ```bash vela network.tflite --verbose-schedule ``` ### Verbose Pareto Frontier Schedules Show all schedules along the pareto frontier of optimisation criteria. ```bash vela network.tflite --verbose-pareto-frontier-schedules ``` ### Verbose Allocation Verbose tensor allocation. ```bash vela network.tflite --verbose-allocation ``` ### Verbose High Level Command Stream Verbose high level command stream. ```bash vela network.tflite --verbose-high-level-command-stream ``` ### Verbose Register Command Stream Verbose register command stream. ```bash vela network.tflite --verbose-register-command-stream ``` ### Verbose Operators Verbose operator list. ```bash vela network.tflite --verbose-operators ``` ## Configuration File This is used to describe various properties of the Ethos-U embedded system. The configuration file is selected using the `--config` CLI option along with a file that describes the properties. The format of the file is a Python ConfigParser `.ini` file format consists of sections used to identify a configuration, and key/value pair options used to specify the properties. All sections and key/value pairs are case-sensitive. There are two types of section, system configuration `[System_Config.*]` sections and memory mode `[Memory_Mode.*]` sections. A complete Ethos-U embedded system should define at least one entry in each section, where an entry is identified using the format `[Part.Name]` (Part = {System_Config or Memory_Mode}, Name = {a string with no spaces}.). A configuration file may contain multiple entries per section, with the entries `.Name` being used to select it using the `--system-config` and `--memory-mode` CLI options. If the CLI options are not specified then the sections named `internal-default` are used. These are special sections which are defined internally and contain default values. Each section contains a number of options which are described in more detail below. All options are optional. If they are not specified, then they will be assigned a value of 1 (or the equivalent). They will not be assigned the value of `internal-default`. One special option is the `inherit` option. This can be used in any section and its value is the name of another section to inherit options from. The only restriction on this option is that recursion is not allowed and so it cannot reference its own section. To see the configuration values being used by Vela use the `--verbose_config` CLI option. This can also be used to display the internal-default values and to see a full list of all the available options. An example Vela configuration file, called `vela_cfg.ini`, is included in the directory containing this file. Example usage based on this file is: ```bash vela network.tflite --accelerator-config ethos-u55-256 --config vela_cfg.ini --system-config Ethos_U55_High_End_Embedded --memory-mode Shared_Sram ``` The following is an in-line explanation of the Vela configuration file format: ```ini ; file: my_vela_cfg.ini ; ----------------------------------------------------------------------------- ; Vela configuration file ; ----------------------------------------------------------------------------- ; System Configuration ; My_Sys_Cfg [System_Config.My_Sys_Cfg] core_clock=??? ---> Clock frequency of the Ethos-U. ??? = {float in Hz} axi0_port=??? ---> Memory type connected to AXI0. ??? = {Sram, Dram, OnChipFlash or OffChipFlash} axi1_port=??? ---> Memory type connected to AXI1. ??? = {Sram, Dram, OnChipFlash or OffChipFlash} Sram_clock_scale=??? ---> Scaling of core_clock to specify the Sram bandwidth. Only required if selected by an AXI port. ??? = {float 0.0 to 1.0} Dram_clock_scale=??? ---> Scaling of core_clock to specify the Dram bandwidth. Only required if selected by an AXI port. ??? = {float 0.0 to 1.0} OnChipFlash_clock_scale=??? ---> Scaling of core_clock to specify the OnChipFlash bandwidth. Only required if selected by an AXI port. ??? = {float 0.0 to 1.0} OffChipFlash_clock_scale=??? ---> Scaling of core_clock to specify the OffChipFlash bandwidth. Only required if selected by an AXI port. ??? = {float 0.0 to 1.0} ; ----------------------------------------------------------------------------- ; Memory Mode ; My_Mem_Mode_Parent [Memory_Mode.My_Mem_Mode_Parent] const_mem_area=??? ---> AXI port used by the read-only data (e.g. weight tensors, scale & bias tensors). ??? = {Axi0, Axi1} arena_mem_area=??? ---> AXI port used by the read-write data (e.g. feature map tensors, internal buffers). ??? = {Axi0, Axi1} cache_mem_area=??? ---> AXI port used by the dedicated SRAM read-write (e.g. feature map part-tensors, internal buffers). ??? = {Axi0, Axi1} cache_sram_size=??? ---> Size of the dedicated cache SRAM. Only required when cache_mem_area != arena_mem_area. ??? = {int in Bytes} ; My_Mem_Mode_Child [Memory_Mode.My_Mem_Mode_Child] inherit=??? ---> Parent section to inherit from. An option in the child overwrites an identical option in the parent. ??? = {[Part.Name]} cache_sram_size=??? ---> Size of the dedicated cache SRAM. Only required when cache_mem_area != arena_mem_area. ??? = {int in Bytes} ```