From b38be8cfa80cc2145145d430ea84a181ba98a3fb Mon Sep 17 00:00:00 2001 From: TinyTapeoutBot <139130078+TinyTapeoutBot@users.noreply.github.com> Date: Sun, 10 Nov 2024 17:31:42 +0200 Subject: [PATCH] feat: update project tt_um_snn_with_delays_paolaunisa from PaolaUniSa/tt09_chatGPT_SNN_LD Commit: da31a93c483ec2a4e3d4100a2b7191a5074a3229 Workflow: https://github.com/PaolaUniSa/tt09_chatGPT_SNN_LD/actions/runs/11765791446 --- .../commit_id.json | 4 +- .../docs/info.md | 31 +- .../info.yaml | 2 +- .../stats/metrics.csv | 6 +- .../tt_um_snn_with_delays_paolaunisa.gds.br | Bin 6543602 -> 6543592 bytes .../tt_um_snn_with_delays_paolaunisa.v | 9058 ++++++++--------- 6 files changed, 4564 insertions(+), 4537 deletions(-) diff --git a/projects/tt_um_snn_with_delays_paolaunisa/commit_id.json b/projects/tt_um_snn_with_delays_paolaunisa/commit_id.json index ce67a577..5dbac8bb 100644 --- a/projects/tt_um_snn_with_delays_paolaunisa/commit_id.json +++ b/projects/tt_um_snn_with_delays_paolaunisa/commit_id.json @@ -1,8 +1,8 @@ { "app": "Tiny Tapeout tt09 a48b1c74", "repo": "https://github.com/PaolaUniSa/tt09_chatGPT_SNN_LD", - "commit": "f18a95b590b6f6dd246201eaacb62f60dd6b6902", - "workflow_url": "https://github.com/PaolaUniSa/tt09_chatGPT_SNN_LD/actions/runs/11758555274", + "commit": "da31a93c483ec2a4e3d4100a2b7191a5074a3229", + "workflow_url": "https://github.com/PaolaUniSa/tt09_chatGPT_SNN_LD/actions/runs/11765791446", "sort_id": 1730988218526, "openlane_version": "OpenLane2 2.1.9", "pdk_version": "open_pdks bdc9412b3e468c102d01b7cf6337be06ec6e9c9a" diff --git a/projects/tt_um_snn_with_delays_paolaunisa/docs/info.md b/projects/tt_um_snn_with_delays_paolaunisa/docs/info.md index f5ac0109..84c32380 100644 --- a/projects/tt_um_snn_with_delays_paolaunisa/docs/info.md +++ b/projects/tt_um_snn_with_delays_paolaunisa/docs/info.md @@ -6,14 +6,41 @@ sections. You can also include images in this folder and reference them in the markdown. Each image must be less than 512 kb in size, and the combined size of all images must be less than 1 MB. --> +## Overview + + + ## How it works -This project implements 16 programmable digital LIF neurons with programmable delays and a total of 128 synapsis. The neurons are arranged in 2 layers (8 inputs + FC (8 neurons) + FC (8 neurons) ). Spikes_in directly maps to the inputs of the first layer neurons. When an input spike is received, it is first multiplied by an 2 bit weight, programmable from an SPI interface, 1 per input neuron. This 8 bit value is then added to the membrane potential of the respective neuron. When the first layer neurons activate, its pulse is routed to each of the 8 neurons in the next layer. There are 128 (8x8+8x8) programmable weights describing the connectivity between the input spikes and the first layer (64 weights=8x8), the first and second layers (64 weights=8x8). Output spikes from the 2nd layer drive spikes_out. +This project implements 18 programmable digital LIF neurons with programmable delays and a total of 144 synapsis. +The neurons are arranged in 3 layers (8 inputs + FC (8 neurons) + FC (8 neurons) + FC (2 neurons) +2 outputs). Spikes_in directly maps to the inputs of the first layer neurons. When an input spike is received, it is first multiplied by an 2-bit weight, programmable from an SPI interface, 1 per input neuron. This value is then added to the membrane potential of the respective neuron. When the first layer neurons activate, its pulse is routed to each of the 8 neurons in the next layer. There are 144 (8x8+8x8+8x2) programmable weights describing the connectivity between the input spikes and the first layer (64 weights=8x8), the first and second layers (64 weights=8x8), and the second and third layers (16 weights=8x2). + +Through a configurable selection signal via SPI, it is possible to read any of the membrane potentials from any neuron in any layer, or the output spikes from any layer. + + ## How to test -After reset, program the neuron threshold, leak rate, and refractory period. Additionally program the first and second layer weights and delays. Once programmed activate spikes_in to represent input data, track spikes_out synchronously. +After reset, program the neuron threshold, decay rate, and refractory period. Additionally program the first, second, and third layer weights and delays. Once programmed activate spikes_in to represent input data, track spikes_out synchronously. + +### Memory Map Overview + +Each parameter (decay, refractory period, membrane potential threshold, weights, and delays) and each configuration signal ( value for the configurable clock divider and output select signal) is accessible via SPI in specific byte addresses. The memory is organized as follows: + + +| Parameter | Bit Range / Byte | Address (Hex) | Address (Decimal) | Description | +|---------------------|--------------------------|---------------|-------------------|-----------------------------------------------------| +| `decay` | 5:0 bits in 2nd byte | 0x00 | 0 | Decay configuration parameter | +| `refractory_period` | 5:0 bits in 3rd byte | 0x01 | 1 | Refractory period parameter | +| `threshold` | 5:0 bits in 4th byte | 0x02 | 2 | Membrane potential threshold | +| `div_value` | 5th byte | 0x03 | 3 | Division value for clock divider | +| `weights` | 36 bytes (5th to 40th) | 0x04 - 0x27 | 4 - 39 | Synaptic weights | +| `delays` | 72 bytes (41st to 112th) | 0x28 - 0x6F | 40 - 111 | Synaptic delay | +| `output_config` | 8 bits in 113th byte | 0x70 | 112 | Output select signal | + +### Simulations + ## External hardware diff --git a/projects/tt_um_snn_with_delays_paolaunisa/info.yaml b/projects/tt_um_snn_with_delays_paolaunisa/info.yaml index 453bae22..a916568b 100644 --- a/projects/tt_um_snn_with_delays_paolaunisa/info.yaml +++ b/projects/tt_um_snn_with_delays_paolaunisa/info.yaml @@ -34,7 +34,7 @@ project: - "spi_slave.v" - "spiking_network_top.v" - "synchronizer.v" - - "TwoLayerNetwork_debug.v" + - "ThreeLayerNetwork_debug.v" - "reset_manager.v" # The pinout of your project. Leave unused pins blank. DO NOT delete or add any pins. diff --git a/projects/tt_um_snn_with_delays_paolaunisa/stats/metrics.csv b/projects/tt_um_snn_with_delays_paolaunisa/stats/metrics.csv index 073348db..3deeea12 100644 --- a/projects/tt_um_snn_with_delays_paolaunisa/stats/metrics.csv +++ b/projects/tt_um_snn_with_delays_paolaunisa/stats/metrics.csv @@ -274,9 +274,9 @@ timing__unannotated_net_filtered__count,0 design_powergrid__voltage__worst__net:VPWR__corner:nom_tt_025C_1v80,1.79989 design_powergrid__drop__average__net:VPWR__corner:nom_tt_025C_1v80,1.79999 design_powergrid__drop__worst__net:VPWR__corner:nom_tt_025C_1v80,0.000109611 -design_powergrid__voltage__worst__net:VGND__corner:nom_tt_025C_1v80,0.0000976546 -design_powergrid__drop__average__net:VGND__corner:nom_tt_025C_1v80,0.0000110045 -design_powergrid__drop__worst__net:VGND__corner:nom_tt_025C_1v80,0.0000976546 +design_powergrid__voltage__worst__net:VGND__corner:nom_tt_025C_1v80,0.0000953447 +design_powergrid__drop__average__net:VGND__corner:nom_tt_025C_1v80,0.0000109158 +design_powergrid__drop__worst__net:VGND__corner:nom_tt_025C_1v80,0.0000953447 ir__voltage__worst,1.8000000000000000444089209850062616169452667236328125 ir__drop__avg,0.000010799999999999999934796081346721763338791788555681705474853515625 ir__drop__worst,0.000110000000000000003916138247017642015634919516742229461669921875 diff --git a/projects/tt_um_snn_with_delays_paolaunisa/tt_um_snn_with_delays_paolaunisa.gds.br b/projects/tt_um_snn_with_delays_paolaunisa/tt_um_snn_with_delays_paolaunisa.gds.br index e96e6a91c3f92f433240f85180e9175f8112be17..1c94c923a3a82f592ed1f1bf86f8048363d42e18 100644 GIT binary patch delta 705448 zcmbTcWmH_h7pRT9ySrPF0)^r(#ogTQ1<4_cW8Tws_xvZ%9LBk_Z)nfT)Ya8xTU|`(=$bz$7o6BtvU>8+d{U6(;!Ie zQVxQ29Oi0e$1F$|0NxI5i?)QV#ajqNztn{=e*4whp)uU-Ii(Ig+_vzo{+|%!bSVWv zEeaf=GGuc_)-&s?(LUr%f@)J=L0%Sc>IF4#zP@U^70D=VLJS) zwHfosUZC~Y^ze(@THS#l+)G0UQUUDOYY)ay_2)GF^-=vIw*E9gn8&3AgiSg8ttA{& 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