我想让以下代码线程安全。不幸的是，我尝试在此代码中的各个级别进行锁定，但没有成功。我似乎可以实现线程安全的唯一实例是在整个循环周围放置一个锁，这有效地使 Parallel.ForEach 不会比仅使用 foreach 更快（甚至可能更慢）。该代码相对/几乎安全，没有锁定。在大约每 20 次左右的执行中，geneTokens.Value[-1] 键和 gtCandidates.Value[-1] 键的总和似乎只显示出细微的变化。
我意识到 Dictionary 不是线程安全的。但是，我不能将此特定对象更改为 ConcurrentDictionary 而不会对下游的性能造成重大影响。我宁愿使用常规 foreach 运行这部分代码，也不愿更改该特定对象。但是，我使用 ConcurrentDictionary 来保存各个 Dictionary 对象。我也尝试过进行此更改，但它并没有解决我的种族问题。
这是我的类级别变量：
//Holds all tokens derived from each sequence chunk
public static ConcurrentBag<sequenceItem> tokenBag =
new ConcurrentBag<sequenceItem>();
public BlockingCollection<sequenceItem> sequenceTokens = new
BlockingCollection<sequenceItem>(tokenBag);
public ConcurrentDictionary<string, int> categories = new
ConcurrentDictionary<string, int>();
public ConcurrentDictionary<int, Dictionary<int, int>> gtStartingFrequencies = new
ConcurrentDictionary<int, Dictionary<int, int>>();
public ConcurrentDictionary<string, Dictionary<int, int>> gtCandidates = new
ConcurrentDictionary<string, Dictionary<int, int>>();
public ConcurrentDictionary<string, Dictionary<int, int>> geneTokens = new
ConcurrentDictionary<string, Dictionary<int, int>>();
这是 Parallel.ForEach：
Parallel.ForEach(sequenceTokens.GetConsumingEnumerable(), seqToken =>
{
lock (locker)
{
//Check to see if the Sequence Token is a Gene Token
Dictionary<int, int> geneTokenFreqs;
if (geneTokens.TryGetValue(seqToken.text, out geneTokenFreqs))
{ //The Sequence Token is a Gene Token
*****************Race Issue Seems To Occur Here****************************
//Increment or create category frequencies for each category provided
int frequency;
foreach (int category in seqToken.categories)
{
if (geneTokenFreqs.TryGetValue(category, out frequency))
{ //increment the category frequency, if it already exists
frequency++;
geneTokenFreqs[category] = frequency;
}
else
{ //Create the category frequency, if it does not exist
geneTokenFreqs.Add(category, 1);
}
}
//Update the frequencies total [-1] by the total # of categories incremented.
geneTokenFreqs[-1] += seqToken.categories.Length;
******************************************************************************
}
else
{ //The Sequence Token is NOT yet a Gene Token
//Check to see if the Sequence Token is a Gene Token Candidate yet
Dictionary<int, int> candidateTokenFreqs;
if (gtCandidates.TryGetValue(seqToken.text, out candidateTokenFreqs))
{
*****************Race Issue Seems To Occur Here****************************
//Increment or create category frequencies for each category provided
int frequency;
foreach (int category in seqToken.categories)
{
if (candidateTokenFreqs.TryGetValue(category, out frequency))
{ //increment the category frequency, if it already exists
frequency++;
candidateTokenFreqs[category] = frequency;
}
else
{ //Create the category frequency, if it does not exist
candidateTokenFreqs.Add(category, 1);
}
}
//Update the frequencies total [-1] by the total # of categories incremented.
candidateTokenFreqs[-1] += seqToken.categories.Length;
*****************************************************************************
//Only update the candidate sequence count once per sequence
if (candidateTokenFreqs[-3] != seqToken.sequenceId)
{
candidateTokenFreqs[-3] = seqToken.sequenceId;
candidateTokenFreqs[-2]++;
//Promote the Token Candidate to a Gene Token, if it has been found >=
//the user defined candidateThreshold
if (candidateTokenFreqs[-2] >= candidateThreshold)
{
Dictionary<int, int> deletedCandidate;
gtCandidates.TryRemove(seqToken.text, out deletedCandidate);
geneTokens.TryAdd(seqToken.text, candidateTokenFreqs);
}
}
}
else
{
//create a new token candidate frequencies dictionary by making
//a copy of the default dictionary from
gtCandidates.TryAdd(seqToken.text, new
Dictionary<int, int>(gtStartingFrequencies[seqToken.sequenceId]));
}
}
}
});