Implement multi-sv detection #2510

pradh · 2023-03-29T07:58:14Z

Roughly as described in this doc. Not hooked up to fulfillment yet. Propagated to debug info (screenshot below).

This PR moves the stop-word removal done for single-sv detection from website server to nl server. This is so that multi-sv detection can be done with the stop-words present.

BUG=#2397

…to nlbugs8

shifucun · 2023-03-29T23:52:13Z

static/js/apps/nl_interface/debug_info.tsx

+                      {c.Parts.map((p) => {
+                        return (
+                          <li key={p.QueryPart}>
+                            [{p.QueryPart}]
+                            <ul>
+                              {p.SV.length === p.CosineScore.length &&
+                                p.SV.map((sv, i) => {
+                                  return (
+                                    <li key={i}>
+                                      {sv} ({p.CosineScore[i]})
+                                    </li>
+                                  );
+                                })}
+                            </ul>
+                          </li>
+                        );
+                      })}


nit: make a helper component to wrap this

shifucun · 2023-03-30T01:31:40Z

nl_server/embeddings.py


 TEMP_DIR = '/tmp/'
 MODEL_NAME = 'all-MiniLM-L6-v2'

+# A value higher than the highest score.
+_INIT_SCORE = 1.1


Maybe have _HIGHEST_SCORE and use (_HIGHEST_SCORE + 0.1) for _INIT_SCORE so the purpose is more apparent?

shifucun · 2023-03-30T01:33:17Z

nl_server/embeddings.py

+  svs: List[str]
+  scores: List[float]
+  sv2sentences: Dict[str, List[str]]


Might not worth a change for now, but why not having a list of {sv, score, sentences} struct?

It has been that way from before, so not changing it now.

shifucun · 2023-03-30T01:34:18Z

nl_server/embeddings.py

+class MultiVarCandidate:
+  parts: List[MultiVarCandidatePart]
+  # Aggregate score
+  score: float


use "aggregate_score" explicitly?

shifucun · 2023-03-30T01:35:39Z

nl_server/embeddings.py

+@dataclass
+class MultiVarCandidates:
+  candidates: List[MultiVarCandidate]
+  sv2sentences: Dict[str, List[str]]


why sv2sentences is not in MultiVarCandidate? what is they key (one stat var) mean in a multiVarCandidates scenario.

sv2sentences is a debug map of sentences that we matched for each SV in the index. But it is not used at the moment, so let me remove and add it in later PR.

shifucun · 2023-03-30T01:37:53Z

nl_server/embeddings.py

-    scores_sorted = [v for (_, v) in sv2score_sorted]
-
-    sv_index_sorted = [sv2index[k] for (k, _) in sv2score_sorted]
+    query2sv2sentence2score: Dict[str, Dict[str, Dict[str, float]]] = {}


have a comment with an example of query2sv2sentence2score?

Described it.

shifucun · 2023-03-30T01:38:39Z

nl_server/embeddings.py

+
+    query2result: Dict[str, VarCandidates] = {}
+
+    for q, sv2score in query2sv2score.items():


Have a comment for this and the next large for loop on what it processes?

shifucun · 2023-03-30T01:40:12Z

nl_server/embeddings.py

-        'SV_to_Sentences': all_svs_sentences,
+        'SV': result_monovar.svs,
+        'CosineScore': result_monovar.scores,
+        'SV_to_Sentences': result_monovar.sv2sentences,


Use CamelCase too?

This is from before, and will touch a few unrelated places, so can change in a follow on PR. Added TODO

shifucun · 2023-03-30T01:42:02Z

nl_server/embeddings.py

+    #
+    # TODO: Come up with a better ranking function.
+    #
+    for qs in querysets:


Some examples of "querysets" is helpful, since its fields are very deep

Done, PTAL.

pradh

Thanks for the review Bo!

pradh · 2023-03-30T02:23:56Z

nl_server/embeddings.py


 TEMP_DIR = '/tmp/'
 MODEL_NAME = 'all-MiniLM-L6-v2'

+# A value higher than the highest score.
+_INIT_SCORE = 1.1


pradh · 2023-03-30T02:24:31Z

nl_server/embeddings.py

+  svs: List[str]
+  scores: List[float]
+  sv2sentences: Dict[str, List[str]]


It has been that way from before, so not changing it now.

pradh · 2023-03-30T02:24:58Z

nl_server/embeddings.py

+class MultiVarCandidate:
+  parts: List[MultiVarCandidatePart]
+  # Aggregate score
+  score: float


pradh · 2023-03-30T02:29:02Z

nl_server/embeddings.py

+@dataclass
+class MultiVarCandidates:
+  candidates: List[MultiVarCandidate]
+  sv2sentences: Dict[str, List[str]]


sv2sentences is a debug map of sentences that we matched for each SV in the index. But it is not used at the moment, so let me remove and add it in later PR.

pradh · 2023-03-30T02:30:47Z

nl_server/embeddings.py

-        'SV_to_Sentences': all_svs_sentences,
+        'SV': result_monovar.svs,
+        'CosineScore': result_monovar.scores,
+        'SV_to_Sentences': result_monovar.sv2sentences,


This is from before, and will touch a few unrelated places, so can change in a follow on PR. Added TODO

pradh · 2023-03-30T02:52:58Z

static/js/apps/nl_interface/debug_info.tsx

+                      {c.Parts.map((p) => {
+                        return (
+                          <li key={p.QueryPart}>
+                            [{p.QueryPart}]
+                            <ul>
+                              {p.SV.length === p.CosineScore.length &&
+                                p.SV.map((sv, i) => {
+                                  return (
+                                    <li key={i}>
+                                      {sv} ({p.CosineScore[i]})
+                                    </li>
+                                  );
+                                })}
+                            </ul>
+                          </li>
+                        );
+                      })}


pradh · 2023-03-30T02:54:28Z

nl_server/embeddings.py

-    scores_sorted = [v for (_, v) in sv2score_sorted]
-
-    sv_index_sorted = [sv2index[k] for (k, _) in sv2score_sorted]
+    query2sv2sentence2score: Dict[str, Dict[str, Dict[str, float]]] = {}


Described it.

pradh · 2023-03-30T02:55:48Z

nl_server/embeddings.py

+
+    query2result: Dict[str, VarCandidates] = {}
+
+    for q, sv2score in query2sv2score.items():


pradh · 2023-03-30T03:02:03Z

nl_server/embeddings.py

+    #
+    # TODO: Come up with a better ranking function.
+    #
+    for qs in querysets:


Done, PTAL.

jehangiramjad

Apologies for the delay. Some comments which might be good to discuss

jehangiramjad · 2023-03-30T16:03:18Z

nl_server/embeddings.py

+  # Given a list of queries, searches the in-memory embeddings index
+  # and returns a map of candidates keyed by input queries.
+  #
+  def _search_embeddings(self, queries: List[str]) -> Dict[str, VarCandidates]:


Question: why do the refactor of this function in the same PR as the introduction of a new function for detecting multi svs? Is there some functionality that was missing which this refactor addresses?

The refactor takes multiple queries and returns results, which was needed for the multi SV case.

jehangiramjad · 2023-03-30T16:11:31Z

nl_server/query_util.py

+  combinations: List[QuerySplit]
+
+
+#


It would be great to document this with some examples. With the recursive calls inside this function, highly recommended extensive documentation because it is fairly hairy to figure out what's going on. I also recommend more comments to help step line by line.

I'm adding comments and unit tests in a follow on PR.

jehangiramjad · 2023-03-30T16:20:51Z

nl_server/embeddings.py

+    #
+    # Prepare a combination of query-sets.
+    #
+    querysets = query_util.prepare_multivar_querysets(query)


Reading the comments below about a queryset, wouldn't it be better to use this combinatorial API/function built in to python? https://www.geeksforgeeks.org/itertools-combinations-module-python-print-possible-combinations/

good idea. doing in the follow on PR.

@jehangiramjad

Fold in the great feedback from @jehangiramjad on #2510. This also fixes a bug in previous implementation.

@chayim

Bumps [redis](https://github.com/redis/redis-py) from 3.5.3 to 4.5.3. <details> <summary>Release notes</summary> <p><em>Sourced from <a href="https://github.com/redis/redis-py/releases">redis's releases</a>.</em></p> <blockquote> <h2>4.5.3</h2> <h1>Changes</h1> <p>Update urgency: HIGH: There is a critical bug that may affect a subset of users. 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pradh added 3 commits March 28, 2023 23:48

Multi statvar handling

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Merge branch 'master' of https://github.com/datacommonsorg/website in…

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Add comments and more tests.

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pradh requested review from jehangiramjad and shifucun March 29, 2023 07:58

pradh added 4 commits March 29, 2023 00:59

Merge branch 'master' of https://github.com/datacommonsorg/website in…

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…to nlbugs8

Merge branch 'master' of https://github.com/datacommonsorg/website in…

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Update tests

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Revert constants.py change that doesn't belong here.

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shifucun reviewed Mar 30, 2023

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pradh commented Mar 30, 2023

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shifucun approved these changes Mar 30, 2023

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pradh enabled auto-merge (squash) March 30, 2023 15:54

pradh merged commit f84c7c1 into datacommonsorg:master Mar 30, 2023

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pradh mentioned this pull request Mar 31, 2023

Improve multi-sv query combination computation #2522

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pradh added a commit that referenced this pull request Mar 31, 2023

Improve multi-sv query combination computation (#2522)

2bcd7ef

Fold in the great feedback from @jehangiramjad on #2510. This also fixes a bug in previous implementation.


		query2result: Dict[str, VarCandidates] = {}

		for q, sv2score in query2sv2score.items():

Implement multi-sv detection #2510

Implement multi-sv detection #2510

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pradh left a comment

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pradh commented Mar 29, 2023 •

edited

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