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@@ -12,54 +12,71 @@ widget:
12
  - source_sentence: What is the significance of the IPv6 multicast address ff02::1?
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  sentences:
14
  - Felt board for classroom activities
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- - In the provided network output, the frequent appearance of `ff020000000000000000000000000001`
16
- across various interfaces like `lo`, `eth0`, and `eth1` indicates that these interfaces
17
- are correctly configured for basic IPv6 operations. Every active IPv6 interface
18
- on a segment must listen for messages sent to `ff02::1` to participate in essential
19
- link-local protocols, making its presence a standard and expected entry.
20
- - Not all customizations are supported across all snapd image types or models. For
21
- example, certain customizations might be unsupported for UC20+ or classic models,
22
- leading to errors. Additionally, if a gadget snap itself defines `defaults` in
23
- its `meta/gadget.yaml`, these can be overridden or complemented by the `Customizations`
24
- provided during the `SetupSeed` call, affecting system services like SSH.
 
 
 
 
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  - source_sentence: vein
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  sentences:
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  - blood vessel
28
- - 'The `hkdf.Key` function requires several inputs: the underlying hash function
29
- for HMAC (e.g., `sha256.New`), the master `secret` material, an optional `salt`
30
- value, context-specific `info`, and the desired `keyLen` for the output derived
31
- key. These parameters collectively guide the key derivation process.'
 
 
32
  - egg-laying
33
  - source_sentence: How are special file types determined in file status?
34
  sentences:
35
- - Integrated into the *ensure loop*, the `TaskRunner`'s `Ensure` method is invoked
36
- periodically to manage task execution. It's responsible for spawning goroutines
37
- to concurrently execute task handlers, whether for their primary 'do' logic or
38
- their 'undo' logic in case of failures. High-level system parts can also trigger
39
- its execution proactively using `State.EnsureBefore`.
40
- - File type identification within the `fileStat` population involves a critical
41
- step where the `fs.sys.Mode` value is masked with `syscall.S_IFMT`. This operation
42
- allows the function to discern whether the file is a block device (`S_IFBLK`),
43
- a character device (`S_IFCHR`), a named pipe (`S_IFIFO`), a socket (`S_IFSOCK`),
44
- or a regular file (`S_IFREG`), applying the appropriate `FileMode` flags.
 
 
 
45
  - Volatility acceptance
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  - source_sentence: mitre
47
  sentences:
48
  - ocean liner
49
- - It becomes necessary because, during the initial `mmap` of an output buffer, no
50
- code signature typically exists. After the signature is finally created, the kernel's
51
- cached view might not reflect this change. Therefore, `purgeSignatureCache` explicitly
52
- clears this cache to prevent problems related to stale signature information.
 
 
53
  - Clerical cap
54
  - source_sentence: craniofacial
55
  sentences:
56
  - head and face structure
57
  - Planned destruction of structures using explosives or machinery
58
- - Anchor-positive pairs are fundamental to contrastive learning, serving to define
59
- what the model should consider as semantically similar data points, guiding it
60
- to learn meaningful representations.
 
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  pipeline_tag: sentence-similarity
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  library_name: sentence-transformers
 
 
 
 
 
63
  ---
64
 
65
  # SentenceTransformer
@@ -99,6 +116,25 @@ SentenceTransformer(
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  )
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  ```
101
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
102
  ## Usage
103
 
104
  ### Direct Usage (Sentence Transformers)
 
12
  - source_sentence: What is the significance of the IPv6 multicast address ff02::1?
13
  sentences:
14
  - Felt board for classroom activities
15
+ - >-
16
+ In the provided network output, the frequent appearance of
17
+ `ff020000000000000000000000000001` across various interfaces like `lo`,
18
+ `eth0`, and `eth1` indicates that these interfaces are correctly configured
19
+ for basic IPv6 operations. Every active IPv6 interface on a segment must
20
+ listen for messages sent to `ff02::1` to participate in essential link-local
21
+ protocols, making its presence a standard and expected entry.
22
+ - >-
23
+ Not all customizations are supported across all snapd image types or models.
24
+ For example, certain customizations might be unsupported for UC20+ or
25
+ classic models, leading to errors. Additionally, if a gadget snap itself
26
+ defines `defaults` in its `meta/gadget.yaml`, these can be overridden or
27
+ complemented by the `Customizations` provided during the `SetupSeed` call,
28
+ affecting system services like SSH.
29
  - source_sentence: vein
30
  sentences:
31
  - blood vessel
32
+ - >-
33
+ The `hkdf.Key` function requires several inputs: the underlying hash
34
+ function for HMAC (e.g., `sha256.New`), the master `secret` material, an
35
+ optional `salt` value, context-specific `info`, and the desired `keyLen` for
36
+ the output derived key. These parameters collectively guide the key
37
+ derivation process.
38
  - egg-laying
39
  - source_sentence: How are special file types determined in file status?
40
  sentences:
41
+ - >-
42
+ Integrated into the *ensure loop*, the `TaskRunner`'s `Ensure` method is
43
+ invoked periodically to manage task execution. It's responsible for spawning
44
+ goroutines to concurrently execute task handlers, whether for their primary
45
+ 'do' logic or their 'undo' logic in case of failures. High-level system
46
+ parts can also trigger its execution proactively using `State.EnsureBefore`.
47
+ - >-
48
+ File type identification within the `fileStat` population involves a
49
+ critical step where the `fs.sys.Mode` value is masked with `syscall.S_IFMT`.
50
+ This operation allows the function to discern whether the file is a block
51
+ device (`S_IFBLK`), a character device (`S_IFCHR`), a named pipe
52
+ (`S_IFIFO`), a socket (`S_IFSOCK`), or a regular file (`S_IFREG`), applying
53
+ the appropriate `FileMode` flags.
54
  - Volatility acceptance
55
  - source_sentence: mitre
56
  sentences:
57
  - ocean liner
58
+ - >-
59
+ It becomes necessary because, during the initial `mmap` of an output buffer,
60
+ no code signature typically exists. After the signature is finally created,
61
+ the kernel's cached view might not reflect this change. Therefore,
62
+ `purgeSignatureCache` explicitly clears this cache to prevent problems
63
+ related to stale signature information.
64
  - Clerical cap
65
  - source_sentence: craniofacial
66
  sentences:
67
  - head and face structure
68
  - Planned destruction of structures using explosives or machinery
69
+ - >-
70
+ Anchor-positive pairs are fundamental to contrastive learning, serving to
71
+ define what the model should consider as semantically similar data points,
72
+ guiding it to learn meaningful representations.
73
  pipeline_tag: sentence-similarity
74
  library_name: sentence-transformers
75
+ license: gpl-3.0
76
+ language:
77
+ - en
78
+ base_model:
79
+ - unsloth/Qwen3-Embedding-4B
80
  ---
81
 
82
  # SentenceTransformer
 
116
  )
117
  ```
118
 
119
+ ## Evaluation Highlights
120
+ ### Pre-Post Train Relevancy
121
+ ![snapd-embedder-v1_query_7](https://cdn-uploads.huggingface.co/production/uploads/67baa513894904754186d3a2/4wkDeKjVwnpbQgS3YZtPy.png)
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+ ![snapd-embedder-v1_query_8](https://cdn-uploads.huggingface.co/production/uploads/67baa513894904754186d3a2/2I7aPWU8V56BnGCZt2Ol0.png)
123
+ ![snapd-embedder-v1_query_9](https://cdn-uploads.huggingface.co/production/uploads/67baa513894904754186d3a2/Mi9SH41b1ESmNJAaUY9kC.png)
124
+ ![snapd-embedder-v1_query_10](https://cdn-uploads.huggingface.co/production/uploads/67baa513894904754186d3a2/tJqwCmILKEkzyd3mJozfW.png)
125
+
126
+ ### Pre/Post Train Spread
127
+ ![snapd-embedder-v1_spread_query_7](https://cdn-uploads.huggingface.co/production/uploads/67baa513894904754186d3a2/hbgKvPDvRiRzruRoirCqV.png)
128
+ ![snapd-embedder-v1_spread_query_8](https://cdn-uploads.huggingface.co/production/uploads/67baa513894904754186d3a2/X74bM7_8nAqrZzeK91fPG.png)
129
+ ![snapd-embedder-v1_spread_query_9](https://cdn-uploads.huggingface.co/production/uploads/67baa513894904754186d3a2/uJKMhyMgb8ri-eCjfqmct.png)
130
+ ![snapd-embedder-v1_spread_query_10](https://cdn-uploads.huggingface.co/production/uploads/67baa513894904754186d3a2/mJUxe0Ux3c830MQj4EMkR.png)
131
+
132
+ ### Spread Summary
133
+ ![snapd-embedder-v1_spread_summary](https://cdn-uploads.huggingface.co/production/uploads/67baa513894904754186d3a2/L5XWK19GIRsVq1u0vF683.png)
134
+
135
+ ### Training Summary
136
+ ![snapd-embedder-v1_stats](https://cdn-uploads.huggingface.co/production/uploads/67baa513894904754186d3a2/56GqD98jyVGkclIP1KLAG.png)
137
+
138
  ## Usage
139
 
140
  ### Direct Usage (Sentence Transformers)