- `INSERT_BY_TAG` : insert entries into the hash table as a function of the hash. This increases speed by reducing the number of hash table lookups and match comparisons. Certain hashes will never be inserted.
- `USE_CHECKSUM` : store a checksum with the hash table entries for faster comparison. This halves the number of entries the hash table can contain.
-### Compression statistics
+The optional parameter `HASH_ONLY_EVERY_LOG` is the log inverse frequency of insertion into the hash table. That is, an entry is inserted approximately every `1 << HASH_ONLY_EVERY_LOG` times. If this parameter is not defined, the value is computed as a function of the window size and memory usage to approximate a even coverage of the window.
-Compression statistics (and the configuration) can be enabled/disabled via `COMPUTE_STATS` and `OUTPUT_CONFIGURATION` in `ldm.h`.
+### Benchmark
+
+Below is a comparison of various compression methods on a tar of four versions of llvm (versions `3.9.0`, `3.9.1`, `4.0.0`, `4.0.1`) with a total size of `727900160` B.
+
+| Method | Size | Ratio |
+|:---|---:|---:|
+|lrzip -p 32 -n -w 1 | `369968714` | `1.97`|
+|ldm | `209391361` | `3.48`|
+|lz4 | `189954338` | `3.83`|
+|lrzip -p 32 -l -w 1 | `163940343` | `4.44`|
+|zstd -1 | `126080293` | `5.77`|
+|lrzip -p 32 -n | `124821009` | `5.83`|
+|lrzip -p 32 -n -w 1 & zstd -1 | `120317909` | `6.05`|
+|zstd -3 -o | `115290952` | `6.31`|
+|lrzip -p 32 -g -L 9 -w 1 | `107168979` | `6.79`|
+|zstd -6 -o | `102772098` | `7.08`|
+|zstd -T16 -9 | `98040470` | `7.42`|
+|lrzip -p 32 -n -w 1 & zstd -T32 -19 | `88050289` | `8.27`|
+|zstd -T32 -19 | `83626098` | `8.70`|
+|lrzip -p 32 -n & zstd -1 | `36335117` | `20.03`|
+|ldm & zstd -6 | `32856232` | `22.15`|
+|lrzip -p 32 -g -L 9 | `32243594` | `22.58`|
+|lrzip -p 32 -n & zstd -6 | `30954572` | `23.52`|
+|lrzip -p 32 -n & zstd -T32 -19 | `26472064` | `27.50`|
+
+The method marked `ldm` was run with the following parameters:
+
+| Parameter | Value |
+|:---|---:|
+| `LDM_MEMORY_USAGE` | `23`|
+|`HASH_BUCKET_SIZE_LOG` | `3`|
+|`LDM_LAG` | `0`|
+|`LDM_WINDOW_SIZE_LOG` | `28`|
+|`LDM_MIN_MATCH_LENGTH`| `64`|
+|`INSERT_BY_TAG` | `1`|
+|`USE_CHECKSUM` | `1`|
+
+The compression speed was `220.5 MB/s`.
+
+### Parameter selection
+Below is a brief discussion of the effects of the parameters on the speed and compression ratio.
+#### Speed
+A large bottleneck in terms of speed is finding the matches and comparing to see if they are greater than the minimum match length. Generally:
+- The fewer matches found (or the lower the percentage of the literals matched), the slower the algorithm will behave.
+- Increasing `HASH_ONLY_EVERY_LOG` results in fewer inserts and, if `INSERT_BY_TAG` is set, fewer lookups in the table. This has a large effect on speed, as well as compression ratio.
+- If `HASH_ONLY_EVERY_LOG` is not set, its value is calculated based on `LDM_WINDOW_SIZE_LOG` and `LDM_MEMORY_USAGE`. Increasing `LDM_WINDOW_SIZE_LOG` has the effect of increasing `HASH_ONLY_EVERY_LOG` and increasing `LDM_MEMORY_USAGE` decreases `HASH_ONLY_EVERY_LOG`.
+- `USE_CHECKSUM` generally improves speed with hash table lookups.
+#### Compression ratio
+The compression ratio is highly correlated with the coverage of matches. As a long distance matcher, the algorithm was designed to "optimize" for long distance matches outside the zstd compression window. The compression ratio after recompressing the output of the long-distance matcher with zstd was a more important signal in development than the raw compression ratio itself.
+
+Generally, increasing `LDM_MEMORY_USAGE` will improve the compression ratio. However when using the default computed value of `HASH_ONLY_EVERY_LOG`, this increases the frequency of insertion and lookup in the table and thus may result in a decrease in speed.
+
+Below is a table showing the speed and compression ratio when compressing the llvm tar (as described above) using different settings for `LDM_MEMORY_USAGE`. The other parameters were the same as used in the benchmark above.
+
+| `LDM_MEMORY_USAGE` | Ratio | Speed (MB/s) | Ratio after zstd -6 |
+|---:| ---: | ---: | ---: |
+| `18` | `1.85` | `232.4` | `10.92` |
+| `21` | `2.79` | `233.9` | `15.92` |
+| `23` | `3.48` | `220.5` | `18.29` |
+| `25` | `4.56` | `140.8` | `19.21` |
+
+### Compression statistics
+
+Compression statistics (and the configuration) can be enabled/disabled via `COMPUTE_STATS` and `OUTPUT_CONFIGURATION` in `ldm.h`.
U32 minOffset, maxOffset;
U32 offsetHistogram[32];
-
- U64 TMP_hashCount[1 << HASH_ONLY_EVERY_LOG];
- U64 TMP_totalHashCount;
};
typedef struct LDM_hashTable LDM_hashTable;
(double) stats->numMatches);
}
printf("\n");
-#if INSERT_BY_TAG
-/*
- printf("Lower bit distribution\n");
- for (i = 0; i < (1 << HASH_ONLY_EVERY_LOG); i++) {
- printf("%5d %5llu %6.3f\n", i, stats->TMP_hashCount[i],
- 100.0 * (double) stats->TMP_hashCount[i] /
- (double) stats->TMP_totalHashCount);
- }
-*/
-#endif
-
printf("=====================\n");
}
cctx->lastPosHashed[LDM_HASH_LENGTH]);
cctx->nextPosHashed = cctx->nextIp;
-#if INSERT_BY_TAG
- {
- U32 hashEveryMask = lowerBitsFromHfHash(cctx->nextHash);
- cctx->stats.TMP_totalHashCount++;
- cctx->stats.TMP_hashCount[hashEveryMask]++;
- }
-#endif
-
#if LDM_LAG
if (cctx->ip - cctx->ibase > LDM_LAG) {
cctx->lagHash = updateHash(