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Global Placement

The global placement module in OpenROAD (gpl) is based on the open-source RePlAce tool, from the paper "Advancing Solution Quality and Routability Validation in Global Placement".

Features:

  • Analytic and nonlinear placement algorithm. Solves electrostatic force equations using Nesterov's method. (link)
  • Verified with various commercial technologies and research enablements using OpenDB (7/14/16/28/45/55/65nm).
  • Verified deterministic solution generation with various compilers and OS.
  • Supports Mixed-size placement mode.
Visualized examples from ISPD 2006 contest; adaptec2.inf Real-world Design: Coyote (TSMC16 7.5T)

Commands

- Parameters in square brackets `[-param param]` are optional.
- Parameters without square brackets `-param2 param2` are required.

Global Placement

When using the -timing_driven flag, gpl does a virtual repair_design to find slacks and weight nets with low slack. It adjusts the worst slacks (modified with -timing_driven_nets_percentage) using a multiplier (modified with -timing_driven_net_weight_max). The multiplier is scaled from the full value for the worst slack, to 1.0 at the timing_driven_nets_percentage point. Use the set_wire_rc command to set resistance and capacitance of estimated wires used for timing.

Timing-driven iterations are triggered based on a list of overflow threshold values. Each time the placer execution reaches these overflow values, the resizer is executed. This process can be costly in terms of runtime. The overflow values for recalculating weights can be modified with -timing_driven_net_reweight_overflow, you may use less overflow threshold values to decrease runtime, for example.

When the routability-driven option is enabled, each of its iterations will execute RUDY to provide an estimation of routing congestion. Congested tiles will have the area of their logic cells inflated to reduce routing congestion. The iterations will attempt to achieve the target RC (routing congestion) by comparing it to the final RC at each iteration. If the algorithm takes too long during routability-driven execution, consider raising the target RC value (-routability_target_rc_metric) to alleviate the constraints. The final RC value is calculated based on the weight coefficients. The algorithm will stop if the RC is not decreasing for three consecutive iterations.

Routability-driven arguments

  • They begin with -routability.
  • -routability_target_rc_metric, -routability_check_overflow, -routability_max_density, -routability_max_bloat_iter, -routability_max_inflation_iter, -routability_inflation_ratio_coef, -routability_max_inflation_ratio, -routability_rc_coefficients

Timing-driven arguments

  • They begin with -timing_driven.
  • -timing_driven_net_reweight_overflow, -timing_driven_net_weight_max, -timing_driven_nets_percentage
global_placement
    [-timing_driven]
    [-routability_driven]
    [-disable_timing_driven]
    [-disable_routability_driven]
    [-skip_initial_place]
    [-incremental]
    [-bin_grid_count grid_count]
    [-density target_density]
    [-init_density_penalty init_density_penalty]
    [-init_wirelength_coef init_wirelength_coef]
    [-min_phi_coef min_phi_conef]
    [-max_phi_coef max_phi_coef]
    [-reference_hpwl reference_hpwl]
    [-overflow overflow]
    [-initial_place_max_iter initial_place_max_iter]
    [-initial_place_max_fanout initial_place_max_fanout]
    [-pad_left pad_left]
    [-pad_right pad_right]
    [-skip_io]
    [-skip_nesterov_place]
    [-routability_use_grt]
    [-routability_target_rc_metric routability_target_rc_metric]
    [-routability_check_overflow routability_check_overflow]
    [-routability_max_density routability_max_density]
    [-routability_max_bloat_iter routability_max_bloat_iter]
    [-routability_max_inflation_iter routability_max_inflation_iter]    
    [-routability_inflation_ratio_coef routability_inflation_ratio_coef]
    [-routability_max_inflation_ratio routability_max_inflation_ratio]
    [-routability_rc_coefficients routability_rc_coefficients]
    [-timing_driven_net_reweight_overflow]
    [-timing_driven_net_weight_max]
    [-timing_driven_nets_percentage]

Options

Switch Name Description
-timing_driven Enable timing-driven mode. See link for timing-specific arguments.
-routability_driven Enable routability-driven mode. See link for routability-specific arguments.
-skip_initial_place Skip the initial placement (Biconjugate gradient stabilized, or BiCGSTAB solving) before Nesterov placement. Initial placement improves HPWL by ~5% on large designs. Equivalent to -initial_place_max_iter 0.
-incremental Enable the incremental global placement. Users would need to tune other parameters (e.g., init_density_penalty) with pre-placed solutions.
-bin_grid_count Set bin grid's counts. The internal heuristic defines the default value. Allowed values are integers [64,128,256,512,...].
-density Set target density. The default value is 0.7 (i.e., 70%). Allowed values are floats [0, 1].
-init_density_penalty Set initial density penalty. The default value is 8e-5. Allowed values are floats [1e-6, 1e6].
-init_wirelength_coef Set initial wirelength coefficient. The default value is 0.25. Allowed values are floats.
-min_phi_coef Set pcof_min ($\mu_k$ Lower Bound). The default value is 0.95. Allowed values are floats [0.95, 1.05].
-max_phi_coef Set pcof_max ($\mu_k$ Upper Bound). Default value is 1.05. Allowed values are [1.00-1.20, float].
-overflow Set target overflow for termination condition. The default value is 0.1. Allowed values are floats [0, 1].
-initial_place_max_iter Set maximum iterations in the initial place. The default value is 20. Allowed values are integers [0, MAX_INT].
-initial_place_max_fanout Set net escape condition in initial place when $fanout \geq initial_place_max_fanout$. The default value is 200. Allowed values are integers [1, MAX_INT].
-pad_left Set left padding in terms of number of sites. The default value is 0, and the allowed values are integers [1, MAX_INT]
-pad_right Set right padding in terms of number of sites. The default value is 0, and the allowed values are integers [1, MAX_INT]
-skip_io Flag to ignore the IO ports when computing wirelength during placement. The default value is False, allowed values are boolean.

Routability-Driven Arguments

Switch Name Description
-routability_use_grt Use this tag to execute routability using FastRoute from grt for routing congestion, which is more precise but has a high runtime cost. By default, routability mode uses RUDY, which is faster.
-routability_target_rc_metric Set target RC metric for routability mode. The algorithm will try to reach this RC value. The default value is 1.01, and the allowed values are floats.
-routability_check_overflow Set overflow threshold for routability mode. The default value is 0.3, and the allowed values are floats [0, 1].
-routability_max_density Set density threshold for routability mode. The default value is 0.99, and the allowed values are floats [0, 1].
-routability_max_bloat_iter Set bloat iteration threshold for routability mode. The default value is 1, and the allowed values are integers [1, MAX_INT].
-routability_max_inflation_iter Set inflation iteration threshold for routability mode. The default value is 4, and the allowed values are integers [1, MAX_INT].
-routability_inflation_ratio_coef Set inflation ratio coefficient for routability mode. The default value is 5, and the allowed values are floats.
-routability_max_inflation_ratio Set inflation ratio threshold for routability mode to prevent overly aggressive adjustments. The default value is 8, and the allowed values are floats.
-routability_rc_coefficients Set routability RC coefficients for calculating the final RC. They relate to the 0.5%, 1%, 2%, and 5% most congested tiles. It comes in the form of a Tcl List {k1, k2, k3, k4}. The default value for each coefficient is {1.0, 1.0, 0.0, 0.0} respectively, and the allowed values are floats.

Timing-Driven Arguments

Switch Name Description
-timing_driven_net_reweight_overflow Set overflow threshold for timing-driven net reweighting. Allowed value is a Tcl list of integers where each number is [0, 100]. Default values are [79, 64, 49, 29, 21, 15]
-timing_driven_net_weight_max Set the multiplier for the most timing-critical nets. The default value is 1.9, and the allowed values are floats.
-timing_driven_nets_percentage Set the reweighted percentage of nets in timing-driven mode. The default value is 10. Allowed values are floats [0, 100].

Cluster Flops

This command does flop clustering based on parameters.

cluster_flops
    [-tray_weight tray_weight]\
    [-timing_weight timing_weight]\
    [-max_split_size max_split_size]\
    [-num_paths num_paths]

Options

Switch Name Description
-tray_weight Tray weight, default value is 20.0, type float.
-timing_weight Timing weight, default value is 1.0, type float.
-max_split_size Maximum split size, default value is -1, type int.
-num_paths KIV, default value is 0, type int.

Debug Mode

The global_placement_debug command initiates a debug mode, enabling real-time visualization of the algorithm's progress on the layout. Use the command prior to executing the global_placement command, for example in the global_place.tcl script.

global_placement_debug
    [-pause] 
    [-update]
    [-inst]
    [-draw_bins]
    [-initial]

Options

Switch Name Description
-pause Number of iterations between pauses during debugging. Allows for visualization of the current state. Useful for closely monitoring the progression of the placement algorithm. Allowed values are integers, default is 10.
-update Defines the frequency (in iterations) at which the tool refreshes its layout output to display the latest state during debugging. Allowed values are integers, default is 10.
-inst Targets a specific instance name for debugging focus. Allowed value is a string, the default behavior focuses on no specific instance.
-draw_bins Activates visualization of placement bins, showcasing their density (indicated by the shade of white) and the direction of forces acting on them (depicted in red). The default setting is disabled.
-initial Pauses the debug process during the initial placement phase. The default setting is disabled.

Example: global_placement_debug -pause 100 -update 1 -initial -draw_bins -inst _614_ This command configures the debugger to pause every 100 iterations, with layout updates occurring every iteration. It enables initial placement stage visualization, bin drawing, and specifically highlights instance 614.

Useful Developer Commands

If you are a developer, you might find these useful. More details can be found in the source file or the swig file.

# adds padding and gets global placement uniform target density
get_global_placement_uniform_density -pad_left -pad_right 

Example scripts demonstrating how to run gpl on a sample design on core01 as follows:

./test/core01.tcl

Regression tests

There are a set of regression tests in ./test. For more information, refer to this section.

Simply run the following script:

./test/regression

Limitations

Using the Python interface to gpl

This API tries to stay close to the API defined in C++ class Replace that is located here.

When initializing a design, a sequence of Python commands might look like the following:

from openroad import Design, Tech
tech = Tech()
tech.readLef(...)
design = Design(tech)
design.readDef(...)
gpl = design.getReplace()

Here is an example of some options / configurations to the global placer. (See Replace.h for a complete list)

gpl.setInitialPlaceMaxIter(iter)
gpl.setSkipIoMode(skip_io)
gpl.setTimingDrivenMode(timing_driven)
gpl.setTimingNetWeightMax(weight)

There are some useful Python functions located in the file grt_aux.py but these are not considered a part of the final API and they may change.

FAQs

Check out GitHub discussion about this tool.

References

  • C.-K. Cheng, A. B. Kahng, I. Kang and L. Wang, "RePlAce: Advancing Solution Quality and Routability Validation in Global Placement", IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 38(9) (2019), pp. 1717-1730. (.pdf)
  • J. Lu, P. Chen, C.-C. Chang, L. Sha, D. J.-H. Huang, C.-C. Teng and C.-K. Cheng, "ePlace: Electrostatics based Placement using Fast Fourier Transform and Nesterov's Method", ACM TODAES 20(2) (2015), article 17. (.pdf)
  • J. Lu, H. Zhuang, P. Chen, H. Chang, C.-C. Chang, Y.-C. Wong, L. Sha, D. J.-H. Huang, Y. Luo, C.-C. Teng and C.-K. Cheng, "ePlace-MS: Electrostatics based Placement for Mixed-Size Circuits", IEEE TCAD 34(5) (2015), pp. 685-698. (.pdf)
  • A. B. Kahng, J. Li and L. Wang,
    "Improved Flop Tray-Based Design Implementation for Power Reduction",
    IEEE/ACM ICCAD, 2016, pp. 20:1-20:8.
  • The timing-driven mode has been implemented by Mingyu Woo (only available in legacy repo in standalone branch.)
  • The routability-driven mode has been implemented by Mingyu Woo.
  • Timing-driven mode re-implementation is ongoing with the current clean-code structure.
  • RUDY: Spindler, Peter, and Frank M. Johannes. "Fast and accurate routing demand estimation for efficient routability-driven placement. In 2007 Design, Automation & Test in Europe Conference & Exhibition." (2007): 1-6. (.pdf)

Authors

  • Authors/maintainer since Jan 2020: Mingyu Woo (Ph.D. Advisor: Andrew. B. Kahng)
  • Original open-sourcing of RePlAce: August 2018, by Ilgweon Kang (Ph.D. Advisor: Chung-Kuan Cheng), Lutong Wang (Ph.D. Advisor: Andrew B. Kahng), and Mingyu Woo (Ph.D. Advisor: Andrew B. Kahng).
  • Also thanks to Dr. Jingwei Lu for open-sourcing the previous ePlace-MS/ePlace project code.

License

BSD 3-Clause License. See LICENSE file.