Vince Carey vjcitn
vjcitn
/ explore_bert.R
Last active
July 17, 2024 13:35
look at 'safetensors' component of bert (use after usebert.R succeeds)
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| # probe R user cache file system for bert resources | |
| explore_bert = function() { | |
| if (!requireNamespace("tibble")) stop("please install tibble to use this function") | |
| res = dir(tools::R_user_dir("../huggingface/hub/models--google-bert--bert-base-uncased/snapshots/", "cache"), full=TRUE, recursive=TRUE) | |
| if (length(res)<1) stop("not finding huggingface/hub or bert components in cache") | |
| safetpath = grep("model.safetensors", res, value=TRUE) | |
| st = try(reticulate::import("safetensors")) | |
| if (inherits(st, "try-error")) stop("can't import safetensors with reticulate") | |
| oo = st$safe_open(filename=safetpath, framework="pt") | |
| kk = oo$keys() |
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| use_bert = function(phrase) { | |
| # use reticulate::py_install(c("torch", "transformers"), pip=TRUE) to set up | |
| # devtools::source_gist() may produce some warnings related to GPU | |
| # note that first run will populate .cache/huggingface/hub with model components | |
| my_bert_template = " | |
| # ensure accessible python has transformers installed | |
| from transformers import AutoTokenizer, BertForMaskedLM, logging | |
| from transformers import pipeline | |
| logging.set_verbosity_error() |
vjcitn
/ get68proc.R
Last active
June 16, 2024 15:38
function that will create a SingleCellExperiment by retrieving a serialized version of 'processed' PBMC 68k from Open Storage Network
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| get68proc = function(cache=BiocFileCache::BiocFileCache(), | |
| targetfolder=tempdir()) { | |
| zippath = "https://mghp.osn.xsede.org/bir190004-bucket01/BiocMatrixGenerics/pbmc68kproc.zip" | |
| ent = BiocFileCache::bfcquery(cache, "pbmc68kproc.zip") | |
| if (nrow(ent)==0) { | |
| ent = BiocFileCache::bfcadd(cache, rname=zippath, action="copy") | |
| } | |
| refresh = BiocFileCache::bfcquery(cache, "pbmc68kproc.zip") | |
| nzip = nrow(refresh) | |
| ind = 1 |
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| library(TENxPBMCData) | |
| p68 = TENxPBMCData("pbmc68k") | |
| rownames(p68) = make.names(rowData(p68)$Symbol_TENx, unique=TRUE) | |
| library(scater) | |
| library(scran) | |
| p68 = logNormCounts(p68) | |
| library(celldex) | |
| hpca = HumanPrimaryCellAtlasData() | |
| library(SingleR) | |
| library(BiocParallel) |
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| nouns = c("cat", "mat", "cow", "chair", "table", "person", "food") | |
| pastverbs = c("sat", "walked", "rode", "spent", "moved", "wrote", "managed", "went") | |
| preps = c("on", "over", "beyond", "above", "beneath") | |
| indic = c("the", "a", "any", "some") | |
| adjectives = c("cute", "big", "small", "tiny", "huge", "green") | |
| get1 = function (x) sample(x, size=1) | |
| sentence = function() { | |
| sprintf("%s %s %s %s %s %s %s\n", get1(indic), get1(nouns), get1(pastverbs), |
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| do_SingleRi = function(sce=NULL, path="/home/vincent/tenx3k.h5ad", | |
| ref=celldex::HumanPrimaryCellAtlasData(), | |
| ref.type = "label.main", | |
| min.common = 1000, assay.type.test=1L, instrument=TRUE, | |
| clprocid=NULL, ...) { | |
| if (instrument == TRUE && is.null(clprocid)) stop("clprocid not set") | |
| cl_timestamp(clprocid, "init") | |
| stopifnot(ref.type %in% c("label.main", "label.fine")) | |
| if (is.null(sce)) { | |
| is_h5ad = length(grep("h5ad$", path)==1) |
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| source("inst.R", echo=TRUE) | |
| library(Rcollectl) | |
| library(AnVILBestPractices) | |
| library(SingleR) | |
| library(BiocParallel) | |
| clid = cl_start() | |
| Rcollectl::cl_timestamp(clid, "pre-data") | |
| p3k = TENxPBMCData::TENxPBMCData("pbmc3k") | |
| Rcollectl::cl_timestamp(clid, "3k loaded") | |
| rownames(p3k) = make.names(rowData(p3k)$Symbol, unique=TRUE) |
vjcitn
/ probe_lake.R
Created
March 15, 2024 13:26
defines a function probe_lake() to produce shiny app to explore BiocBuildDB data lake
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| # setup | |
| library(aws.s3) | |
| library(DBI) | |
| library(dplyr) | |
| library(duckdb) | |
| library(shiny) | |
| # get bucket content metadata into a data.frame "bb" |
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| con <- dbConnect(duckdb::duckdb(), read_only=TRUE) | |
| dbExecute(con, "install 'httpfs'") | |
| dbExecute(con, "load 'httpfs'") | |
| library(ggplot2) | |
| devinf = "buildResults/f9785dba87426695825cc6524dcb82c6-info.csv.gz" | |
| pa = sprintf('s3://bioc-builddb-mirror/%s', devinf) | |
| sqlstring = sprintf("FROM read_csv('%s')", pa) |
vjcitn
/ pull_info.R
Created
March 11, 2024 11:08
code to explore info.csv collected by BiocBuildDB process
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| allinf = c( | |
| "buildResults/08150976a8cce9f7bf2d08a6ff86160c-info.csv.gz", | |
| "buildResults/19dfe90f431098a035502d632404e0f2-info.csv.gz", | |
| "buildResults/27dc71f7942ea33a660ca2495d2701d0-info.csv.gz", | |
| "buildResults/2a0158be35acdff034889a8b072b823d-info.csv.gz", | |
| "buildResults/2cc2a659a35d607f71655f3c9c9e4283-info.csv.gz", | |
| "buildResults/3ebd0a185863d3d036726be357bedc60-info.csv.gz", | |
| "buildResults/4104e02fcdf0685bf51735c7abb2c06e-info.csv.gz", | |
| "buildResults/519f35883478df30fd90189f094770d7-info.csv.gz", | |
| "buildResults/64744d6015f8f931cae0c13d1e50b092-info.csv.gz", |
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