Mercurial > repos > galaxy-australia > alphafold2
annotate README.md @ 1:6c92e000d684 draft
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author | galaxy-australia |
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date | Tue, 01 Mar 2022 02:53:05 +0000 |
parents | 7ae9d78b06f5 |
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2 # Alphafold compute setup |
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4 ## Overview |
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6 Alphafold requires a customised compute environment to run. The machine needs a GPU, and access to a 2.2 Tb reference data store. |
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8 This document is designed to provide details on the compute environment required for Alphafold operation, and the Galaxy job destination settings to run the wrapper. |
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9 |
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10 For full details on Alphafold requirements, see https://github.com/deepmind/alphafold. |
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11 |
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12 <br> |
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14 ### HARDWARE |
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16 The machine is recommended to have the following specs: |
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17 - 12 cores |
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18 - 80 Gb RAM |
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19 - 2.5 Tb storage |
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20 - A fast Nvidia GPU. |
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22 As a minimum, the Nvidia GPU must have 8Gb RAM. It also requires ***unified memory*** to be switched on. <br> |
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23 Unified memory is usually enabled by default, but some HPC systems will turn it off so the GPU can be shared between multiple jobs concurrently. |
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24 |
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25 <br> |
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27 ### ENVIRONMENT |
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29 This wrapper runs Alphafold as a singularity container. The following software are needed: |
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31 - [Singularity](https://sylabs.io/guides/3.0/user-guide/installation.html) |
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32 - [NVIDIA Container Toolkit](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/install-guide.html) |
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33 |
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34 As Alphafold uses an Nvidia GPU, the NVIDIA Container Toolkit is needed. This makes the GPU available inside the running singularity container. |
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35 |
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36 To check that everything has been set up correctly, run the following |
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37 |
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38 ``` |
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39 singularity run --nv docker://nvidia/cuda:11.0-base nvidia-smi |
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40 ``` |
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41 |
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42 If you can see something similar to this output (details depend on your GPU), it has been set up correctly. |
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43 |
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44 ``` |
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45 +-----------------------------------------------------------------------------+ |
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46 | NVIDIA-SMI 470.57.02 Driver Version: 470.57.02 CUDA Version: 11.4 | |
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47 |-------------------------------+----------------------+----------------------+ |
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48 | GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC | |
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49 | Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | |
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50 | | | MIG M. | |
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51 |===============================+======================+======================| |
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52 | 0 Tesla T4 Off | 00000000:00:05.0 Off | 0 | |
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53 | N/A 49C P0 28W / 70W | 0MiB / 15109MiB | 0% Default | |
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54 | | | N/A | |
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55 +-------------------------------+----------------------+----------------------+ |
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56 |
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57 +-----------------------------------------------------------------------------+ |
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58 | Processes: | |
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59 | GPU GI CI PID Type Process name GPU Memory | |
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60 | ID ID Usage | |
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61 |=============================================================================| |
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62 | No running processes found | |
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63 +-----------------------------------------------------------------------------+ |
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64 ``` |
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65 |
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66 |
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67 <br> |
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68 |
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69 ### REFERENCE DATA |
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70 |
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71 Alphafold needs reference data to run. The wrapper expects this data to be present at `/data/alphafold_databases`. <br> |
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72 To download, run the following shell script command in the tool directory. |
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73 |
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74 ``` |
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75 # make folders if needed |
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76 mkdir /data /data/alphafold_databases |
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77 |
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78 # download ref data |
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79 bash scripts/download_all_data.sh /data/alphafold_databases |
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80 ``` |
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81 |
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82 This will install the reference data to `/data/alphafold_databases`. To check this has worked, ensure the final folder structure is as follows: |
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83 |
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84 ``` |
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85 data/alphafold_databases |
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86 ├── bfd |
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87 │ ├── bfd_metaclust_clu_complete_id30_c90_final_seq.sorted_opt_a3m.ffdata |
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88 │ ├── bfd_metaclust_clu_complete_id30_c90_final_seq.sorted_opt_a3m.ffindex |
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89 │ ├── bfd_metaclust_clu_complete_id30_c90_final_seq.sorted_opt_cs219.ffdata |
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90 │ ├── bfd_metaclust_clu_complete_id30_c90_final_seq.sorted_opt_cs219.ffindex |
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91 │ ├── bfd_metaclust_clu_complete_id30_c90_final_seq.sorted_opt_hhm.ffdata |
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92 │ └── bfd_metaclust_clu_complete_id30_c90_final_seq.sorted_opt_hhm.ffindex |
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93 ├── mgnify |
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94 │ └── mgy_clusters_2018_12.fa |
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95 ├── params |
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96 │ ├── LICENSE |
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97 │ ├── params_model_1.npz |
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98 │ ├── params_model_1_ptm.npz |
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99 │ ├── params_model_2.npz |
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100 │ ├── params_model_2_ptm.npz |
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101 │ ├── params_model_3.npz |
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102 │ ├── params_model_3_ptm.npz |
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103 │ ├── params_model_4.npz |
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104 │ ├── params_model_4_ptm.npz |
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105 │ ├── params_model_5.npz |
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106 │ └── params_model_5_ptm.npz |
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107 ├── pdb70 |
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108 │ ├── md5sum |
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109 │ ├── pdb70_a3m.ffdata |
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110 │ ├── pdb70_a3m.ffindex |
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111 │ ├── pdb70_clu.tsv |
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112 │ ├── pdb70_cs219.ffdata |
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113 │ ├── pdb70_cs219.ffindex |
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114 │ ├── pdb70_hhm.ffdata |
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115 │ ├── pdb70_hhm.ffindex |
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116 │ └── pdb_filter.dat |
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117 ├── pdb_mmcif |
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118 │ ├── mmcif_files |
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119 │ └── obsolete.dat |
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120 ├── uniclust30 |
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121 │ └── uniclust30_2018_08 |
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122 └── uniref90 |
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123 └── uniref90.fasta |
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124 ``` |
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125 |
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126 |
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127 <br> |
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128 |
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129 ### JOB DESTINATION |
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130 |
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131 Alphafold needs a custom singularity job destination to run. |
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132 The destination needs to be configured for singularity, and some |
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133 extra singularity params need to be set as seen below. |
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134 |
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135 Specify the job runner. For example, a local runner |
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136 |
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137 ``` |
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138 <plugin id="alphafold_runner" type="runner" load="galaxy.jobs.runners.local:LocalJobRunner"/> |
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139 ``` |
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140 |
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141 Customise the job destination with required singularity settings. <br> |
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142 The settings below are mandatory, but you may include other settings as needed. |
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143 |
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144 ``` |
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145 <destination id="alphafold" runner="alphafold_runner"> |
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146 <param id="dependency_resolution">'none'</param> |
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147 <param id="singularity_enabled">true</param> |
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148 <param id="singularity_run_extra_arguments">--nv</param> |
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149 <param id="singularity_volumes">"$job_directory:ro,$tool_directory:ro,$job_directory/outputs:rw,$working_directory:rw,/data/alphafold_databases:/data:ro"</param> |
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150 </destination> |
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151 ``` |
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152 |
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153 <br> |
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154 |
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155 ### Closing |
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156 |
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157 If you are experiencing technical issues, feel free to write to help@genome.edu.au. We may be able to provide advice on setting up Alphafold on your compute environment. |