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  1. data/cbc.json +27 -7
  2. data/mcp_runs.csv +40 -16
  3. data/mcp_tier_breakdown.csv +4 -3
  4. data/raw_results/llama3.2-1b-u1-constrained/Q4_K_M.manifest.json +26 -0
  5. data/raw_results/llama3.2-1b-u1-constrained/Q4_K_M.result.json +53 -0
  6. data/raw_results/llama3.2-1b-u1-constrained/Q5_K_M.manifest.json +26 -0
  7. data/raw_results/llama3.2-1b-u1-constrained/Q5_K_M.result.json +53 -0
  8. data/raw_results/llama3.2-1b-u1-constrained/Q8_0.manifest.json +26 -0
  9. data/raw_results/llama3.2-1b-u1-constrained/Q8_0.result.json +53 -0
  10. data/raw_results/llama3.2-1b-u1-constrained/fp16.manifest.json +26 -0
  11. data/raw_results/llama3.2-1b-u1-constrained/fp16.result.json +53 -0
  12. data/raw_results/llama3.2-1b-u1/Q4_K_M.manifest.json +4 -4
  13. data/raw_results/llama3.2-1b-u1/Q4_K_M.result.json +95 -15
  14. data/raw_results/llama3.2-1b-u1/Q5_K_M.manifest.json +4 -4
  15. data/raw_results/llama3.2-1b-u1/Q5_K_M.result.json +93 -13
  16. data/raw_results/llama3.2-1b-u1/Q8_0.manifest.json +4 -4
  17. data/raw_results/llama3.2-1b-u1/Q8_0.result.json +88 -8
  18. data/raw_results/llama3.2-1b-u1/fp16.manifest.json +4 -4
  19. data/raw_results/llama3.2-1b-u1/fp16.result.json +91 -11
  20. data/raw_results/llama3.2-1b-u2/Q4_K_M.manifest.json +3 -3
  21. data/raw_results/llama3.2-1b-u2/Q4_K_M.result.json +88 -14
  22. data/raw_results/llama3.2-1b-u2/Q5_K_M.manifest.json +3 -3
  23. data/raw_results/llama3.2-1b-u2/Q5_K_M.result.json +87 -13
  24. data/raw_results/llama3.2-1b-u2/Q8_0.manifest.json +3 -3
  25. data/raw_results/llama3.2-1b-u2/Q8_0.result.json +87 -13
  26. data/raw_results/llama3.2-1b-u2/fp16.manifest.json +3 -3
  27. data/raw_results/llama3.2-1b-u2/fp16.result.json +87 -13
  28. data/raw_results/llama3.2-1b-u3/Q4_K_M.manifest.json +3 -3
  29. data/raw_results/llama3.2-1b-u3/Q4_K_M.result.json +67 -5
  30. data/raw_results/llama3.2-1b-u3/Q5_K_M.manifest.json +3 -3
  31. data/raw_results/llama3.2-1b-u3/Q5_K_M.result.json +67 -5
  32. data/raw_results/llama3.2-1b-u3/Q8_0.manifest.json +3 -3
  33. data/raw_results/llama3.2-1b-u3/Q8_0.result.json +67 -5
  34. data/raw_results/llama3.2-1b-u3/fp16.manifest.json +3 -3
  35. data/raw_results/llama3.2-1b-u3/fp16.result.json +67 -5
  36. data/raw_results/llama3.2-1b-u4/Q4_K_M.manifest.json +26 -0
  37. data/raw_results/llama3.2-1b-u4/Q4_K_M.result.json +115 -0
  38. data/raw_results/llama3.2-1b-u4/Q5_K_M.manifest.json +26 -0
  39. data/raw_results/llama3.2-1b-u4/Q5_K_M.result.json +115 -0
  40. data/raw_results/llama3.2-1b-u4/Q8_0.manifest.json +26 -0
  41. data/raw_results/llama3.2-1b-u4/Q8_0.result.json +115 -0
  42. data/raw_results/llama3.2-1b-u4/fp16.manifest.json +26 -0
  43. data/raw_results/llama3.2-1b-u4/fp16.result.json +115 -0
  44. data/raw_results/qwen3-0.6b-u1/Q4_K_M.manifest.json +4 -4
  45. data/raw_results/qwen3-0.6b-u1/Q4_K_M.result.json +93 -13
  46. data/raw_results/qwen3-0.6b-u1/Q5_K_M.manifest.json +4 -4
  47. data/raw_results/qwen3-0.6b-u1/Q5_K_M.result.json +93 -13
  48. data/raw_results/qwen3-0.6b-u1/Q8_0.manifest.json +4 -4
  49. data/raw_results/qwen3-0.6b-u1/Q8_0.result.json +93 -13
  50. data/raw_results/qwen3-0.6b-u1/fp16.manifest.json +5 -5
data/cbc.json CHANGED
@@ -1,42 +1,62 @@
1
  {
2
- "rho": -0.550782483869826,
3
- "n_pairs": 6,
4
  "table": [
5
  {
6
  "model": "Llama-3.2-1B",
7
  "quant": "Q4_K_M",
 
8
  "delta_svr_bfcl": -0.046999999999999986,
9
- "delta_svr_mcp": 0.15625
10
  },
11
  {
12
  "model": "Llama-3.2-1B",
13
  "quant": "Q5_K_M",
 
14
  "delta_svr_bfcl": -0.014000000000000012,
15
- "delta_svr_mcp": 0.0625
16
  },
17
  {
18
  "model": "Llama-3.2-1B",
19
  "quant": "Q8_0",
 
20
  "delta_svr_bfcl": -0.02200000000000002,
21
- "delta_svr_mcp": -0.03125
22
  },
23
  {
24
  "model": "Qwen3-0.6B",
25
  "quant": "Q4_K_M",
 
26
  "delta_svr_bfcl": -0.0040000000000000036,
27
- "delta_svr_mcp": 0.10416666666666663
28
  },
29
  {
30
  "model": "Qwen3-0.6B",
31
  "quant": "Q5_K_M",
 
32
  "delta_svr_bfcl": 0.0010000000000000009,
33
- "delta_svr_mcp": -0.04166666666666663
34
  },
35
  {
36
  "model": "Qwen3-0.6B",
37
  "quant": "Q8_0",
 
38
  "delta_svr_bfcl": 0.0010000000000000009,
39
  "delta_svr_mcp": 0.0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
40
  }
41
  ]
42
  }
 
1
  {
2
+ "rho": -0.7545045450053531,
3
+ "n_pairs": 8,
4
  "table": [
5
  {
6
  "model": "Llama-3.2-1B",
7
  "quant": "Q4_K_M",
8
+ "baseline_quant": "fp16",
9
  "delta_svr_bfcl": -0.046999999999999986,
10
+ "delta_svr_mcp": 0.16528925619834708
11
  },
12
  {
13
  "model": "Llama-3.2-1B",
14
  "quant": "Q5_K_M",
15
+ "baseline_quant": "fp16",
16
  "delta_svr_bfcl": -0.014000000000000012,
17
+ "delta_svr_mcp": 0.09090909090909091
18
  },
19
  {
20
  "model": "Llama-3.2-1B",
21
  "quant": "Q8_0",
22
+ "baseline_quant": "fp16",
23
  "delta_svr_bfcl": -0.02200000000000002,
24
+ "delta_svr_mcp": -0.01652892561983471
25
  },
26
  {
27
  "model": "Qwen3-0.6B",
28
  "quant": "Q4_K_M",
29
+ "baseline_quant": "fp16",
30
  "delta_svr_bfcl": -0.0040000000000000036,
31
+ "delta_svr_mcp": 0.09174311926605505
32
  },
33
  {
34
  "model": "Qwen3-0.6B",
35
  "quant": "Q5_K_M",
36
+ "baseline_quant": "fp16",
37
  "delta_svr_bfcl": 0.0010000000000000009,
38
+ "delta_svr_mcp": -0.03669724770642202
39
  },
40
  {
41
  "model": "Qwen3-0.6B",
42
  "quant": "Q8_0",
43
+ "baseline_quant": "fp16",
44
  "delta_svr_bfcl": 0.0010000000000000009,
45
  "delta_svr_mcp": 0.0
46
+ },
47
+ {
48
+ "model": "Qwen3-1.7B",
49
+ "quant": "Q4_K_M",
50
+ "baseline_quant": "Q8_0",
51
+ "delta_svr_bfcl": 0.0030000000000000027,
52
+ "delta_svr_mcp": -0.0888888888888889
53
+ },
54
+ {
55
+ "model": "Qwen3-1.7B",
56
+ "quant": "Q5_K_M",
57
+ "baseline_quant": "Q8_0",
58
+ "delta_svr_bfcl": 0.0,
59
+ "delta_svr_mcp": -0.022222222222222254
60
  }
61
  ]
62
  }
data/mcp_runs.csv CHANGED
@@ -1,28 +1,32 @@
1
  model,quant,tier,n,svr_mcp,tsr,vram_gb,eta,pareto_optimal
2
  Llama-3.2-1B-Instruct,Q4_K_M,filesystem,12,0.25,0.25,1.3447265625,0.1859114015976761,False
3
  Llama-3.2-1B-Instruct,Q4_K_M,filesystem,12,0.25,0.25,1.3447265625,0.1859114015976761,False
4
- Llama-3.2-1B-Instruct,Q4_K_M,filesystem,12,0.25,0.25,1.3447265625,0.1859114015976761,False
5
  Llama-3.2-1B-Instruct,Q5_K_M,filesystem,12,0.16666666666666666,0.16666666666666666,1.4404296875,0.11570621468926554,False
6
  Llama-3.2-1B-Instruct,Q5_K_M,filesystem,12,0.25,0.25,1.4404296875,0.17355932203389832,False
7
- Llama-3.2-1B-Instruct,Q5_K_M,filesystem,12,0.25,0.25,1.4404296875,0.17355932203389832,False
8
- Llama-3.2-1B-Instruct,Q8_0,filesystem,12,0.0,0.0,1.8232421875,0.0,False
9
  Llama-3.2-1B-Instruct,Q8_0,filesystem,12,0.0,0.0,1.8232421875,0.0,False
10
  Llama-3.2-1B-Instruct,Q8_0,filesystem,12,0.0,0.0,1.8232421875,0.0,False
 
11
  Llama-3.2-1B-Instruct,fp16,filesystem,12,0.0,0.0,2.8955078125,0.0,False
12
  Llama-3.2-1B-Instruct,fp16,filesystem,12,0.0,0.0,2.8955078125,0.0,False
 
 
 
 
13
  Llama-3.2-1B-Instruct,fp16,filesystem,12,0.0,0.0,2.8955078125,0.0,False
14
  Llama-3.2-1B-Instruct,Q4_K_M,git,10,0.6,0.2,1.3291015625,0.30095518001469507,False
15
  Llama-3.2-1B-Instruct,Q4_K_M,git,10,0.6,0.2,1.3291015625,0.30095518001469507,False
16
- Llama-3.2-1B-Instruct,Q4_K_M,git,10,0.6,0.3,1.3291015625,0.3385745775165319,False
17
  Llama-3.2-1B-Instruct,Q5_K_M,git,10,0.5,0.3,1.4248046875,0.2807402330363263,False
18
  Llama-3.2-1B-Instruct,Q5_K_M,git,10,0.6,0.2,1.4248046875,0.2807402330363263,False
19
- Llama-3.2-1B-Instruct,Q5_K_M,git,10,0.5,0.2,1.4248046875,0.24564770390678545,False
20
  Llama-3.2-1B-Instruct,Q8_0,git,10,0.4,0.2,1.8076171875,0.16596434359805512,False
21
  Llama-3.2-1B-Instruct,Q8_0,git,10,0.4,0.3,1.8076171875,0.1936250675310643,False
22
- Llama-3.2-1B-Instruct,Q8_0,git,10,0.4,0.2,1.8076171875,0.16596434359805512,False
23
  Llama-3.2-1B-Instruct,fp16,git,10,0.4,0.2,2.8798828125,0.1041709053916582,False
24
  Llama-3.2-1B-Instruct,fp16,git,10,0.5,0.2,2.8798828125,0.12153272295693454,False
25
- Llama-3.2-1B-Instruct,fp16,git,10,0.6,0.2,2.8798828125,0.13889454052221092,False
26
  Llama-3.2-1B-Instruct,Q4_K_M,sqlite,10,0.3,0.1,1.2802734375,0.15621662852784135,False
27
  Llama-3.2-1B-Instruct,Q4_K_M,sqlite,10,0.3,0.1,1.2802734375,0.15621662852784135,False
28
  Llama-3.2-1B-Instruct,Q4_K_M,sqlite,10,0.3,0.1,1.2802734375,0.15621662852784135,False
@@ -35,30 +39,34 @@ Llama-3.2-1B-Instruct,Q8_0,sqlite,10,0.2,0.1,1.7568359375,0.08538076709282937,Fa
35
  Llama-3.2-1B-Instruct,fp16,sqlite,10,0.2,0.1,2.8310546875,0.052983787512935504,False
36
  Llama-3.2-1B-Instruct,fp16,sqlite,10,0.2,0.1,2.8310546875,0.052983787512935504,False
37
  Llama-3.2-1B-Instruct,fp16,sqlite,10,0.2,0.1,2.8310546875,0.052983787512935504,False
 
 
 
 
38
  Qwen3-0.6B,Q4_K_M,filesystem,12,0.9166666666666666,0.75,1.2470703125,0.6682328373792743,False
39
  Qwen3-0.6B,Q4_K_M,filesystem,12,0.8333333333333334,0.5833333333333334,1.2470703125,0.5679979117723832,False
40
- Qwen3-0.6B,Q4_K_M,filesystem,12,0.9166666666666666,0.75,1.2470703125,0.6682328373792743,False
41
  Qwen3-0.6B,Q5_K_M,filesystem,12,0.8333333333333334,0.6666666666666666,1.2919921875,0.5804988662131519,False
42
  Qwen3-0.6B,Q5_K_M,filesystem,12,0.75,0.6666666666666666,1.2919921875,0.5482489292013101,False
43
- Qwen3-0.6B,Q5_K_M,filesystem,12,0.8333333333333334,0.75,1.2919921875,0.6127488032249938,False
44
- Qwen3-0.6B,Q8_0,filesystem,12,0.8333333333333334,0.6666666666666666,1.4736328125,0.5089463220675944,False
45
  Qwen3-0.6B,Q8_0,filesystem,12,0.8333333333333334,0.6666666666666666,1.4736328125,0.5089463220675944,False
46
  Qwen3-0.6B,Q8_0,filesystem,12,0.8333333333333334,0.6666666666666666,1.4736328125,0.5089463220675944,False
 
47
  Qwen3-0.6B,fp16,filesystem,12,0.8333333333333334,0.5833333333333334,1.9951171875,0.35503344754446076,False
48
  Qwen3-0.6B,fp16,filesystem,12,0.8333333333333334,0.75,1.9951171875,0.3968020884320444,False
49
- Qwen3-0.6B,fp16,filesystem,12,0.8333333333333334,0.75,1.9951171875,0.3968020884320444,False
50
- Qwen3-0.6B,Q4_K_M,git,10,1.0,0.9,1.2392578125,0.7665878644602049,True
51
  Qwen3-0.6B,Q4_K_M,git,10,0.9,0.8,1.2392578125,0.6858944050433413,False
52
- Qwen3-0.6B,Q4_K_M,git,10,1.0,0.9,1.2392578125,0.7665878644602049,True
53
- Qwen3-0.6B,Q5_K_M,git,10,1.0,1.0,1.2841796875,0.7787072243346007,True
54
  Qwen3-0.6B,Q5_K_M,git,10,1.0,1.0,1.2841796875,0.7787072243346007,True
55
  Qwen3-0.6B,Q5_K_M,git,10,1.0,1.0,1.2841796875,0.7787072243346007,True
 
56
  Qwen3-0.6B,Q8_0,git,10,1.0,0.9,1.4658203125,0.6481012658227848,False
57
  Qwen3-0.6B,Q8_0,git,10,1.0,1.0,1.4638671875,0.6831220813875917,False
58
- Qwen3-0.6B,Q8_0,git,10,1.0,1.0,1.4658203125,0.6822118587608261,False
59
- Qwen3-0.6B,fp16,git,10,1.0,1.0,1.9873046875,0.5031941031941032,False
60
  Qwen3-0.6B,fp16,git,10,1.0,1.0,1.9873046875,0.5031941031941032,False
61
  Qwen3-0.6B,fp16,git,10,1.0,1.0,1.9873046875,0.5031941031941032,False
 
62
  Qwen3-0.6B,Q4_K_M,sqlite,10,0.8,0.5,1.2197265625,0.5329063250600481,True
63
  Qwen3-0.6B,Q4_K_M,sqlite,10,0.8,0.5,1.2197265625,0.5329063250600481,True
64
  Qwen3-0.6B,Q4_K_M,sqlite,10,0.8,0.5,1.2197265625,0.5329063250600481,True
@@ -71,3 +79,19 @@ Qwen3-0.6B,Q8_0,sqlite,10,0.5,0.3,1.4443359375,0.27694388100067613,False
71
  Qwen3-0.6B,fp16,sqlite,10,0.5,0.4,1.9677734375,0.2286848635235732,False
72
  Qwen3-0.6B,fp16,sqlite,10,0.5,0.4,1.9677734375,0.2286848635235732,False
73
  Qwen3-0.6B,fp16,sqlite,10,0.5,0.4,1.9677734375,0.2286848635235732,False
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  model,quant,tier,n,svr_mcp,tsr,vram_gb,eta,pareto_optimal
2
  Llama-3.2-1B-Instruct,Q4_K_M,filesystem,12,0.25,0.25,1.3447265625,0.1859114015976761,False
3
  Llama-3.2-1B-Instruct,Q4_K_M,filesystem,12,0.25,0.25,1.3447265625,0.1859114015976761,False
4
+ Llama-3.2-1B-Instruct,Q4_K_M,filesystem,13,0.3076923076923077,0.3076923076923077,1.3447265625,0.22881403273560139,False
5
  Llama-3.2-1B-Instruct,Q5_K_M,filesystem,12,0.16666666666666666,0.16666666666666666,1.4404296875,0.11570621468926554,False
6
  Llama-3.2-1B-Instruct,Q5_K_M,filesystem,12,0.25,0.25,1.4404296875,0.17355932203389832,False
7
+ Llama-3.2-1B-Instruct,Q5_K_M,filesystem,13,0.23076923076923078,0.23076923076923078,1.4404296875,0.16020860495436767,False
 
8
  Llama-3.2-1B-Instruct,Q8_0,filesystem,12,0.0,0.0,1.8232421875,0.0,False
9
  Llama-3.2-1B-Instruct,Q8_0,filesystem,12,0.0,0.0,1.8232421875,0.0,False
10
+ Llama-3.2-1B-Instruct,Q8_0,filesystem,13,0.0,0.0,1.8232421875,0.0,False
11
  Llama-3.2-1B-Instruct,fp16,filesystem,12,0.0,0.0,2.8955078125,0.0,False
12
  Llama-3.2-1B-Instruct,fp16,filesystem,12,0.0,0.0,2.8955078125,0.0,False
13
+ Llama-3.2-1B-Instruct,fp16,filesystem,13,0.07692307692307693,0.0,2.8955078125,0.013283175509145156,False
14
+ Llama-3.2-1B-Instruct,Q4_K_M,filesystem,12,0.25,0.25,1.3447265625,0.1859114015976761,False
15
+ Llama-3.2-1B-Instruct,Q5_K_M,filesystem,12,0.25,0.25,1.4404296875,0.17355932203389832,False
16
+ Llama-3.2-1B-Instruct,Q8_0,filesystem,12,0.0,0.0,1.8232421875,0.0,False
17
  Llama-3.2-1B-Instruct,fp16,filesystem,12,0.0,0.0,2.8955078125,0.0,False
18
  Llama-3.2-1B-Instruct,Q4_K_M,git,10,0.6,0.2,1.3291015625,0.30095518001469507,False
19
  Llama-3.2-1B-Instruct,Q4_K_M,git,10,0.6,0.2,1.3291015625,0.30095518001469507,False
20
+ Llama-3.2-1B-Instruct,Q4_K_M,git,12,0.5833333333333334,0.25,1.3291015625,0.31349497918197405,False
21
  Llama-3.2-1B-Instruct,Q5_K_M,git,10,0.5,0.3,1.4248046875,0.2807402330363263,False
22
  Llama-3.2-1B-Instruct,Q5_K_M,git,10,0.6,0.2,1.4248046875,0.2807402330363263,False
23
+ Llama-3.2-1B-Instruct,Q5_K_M,git,12,0.5833333333333334,0.16666666666666666,1.4248046875,0.26319396847155585,False
24
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  Llama-3.2-1B-Instruct,Q8_0,git,10,0.4,0.3,1.8076171875,0.1936250675310643,False
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  Llama-3.2-1B-Instruct,fp16,git,10,0.5,0.2,2.8798828125,0.12153272295693454,False
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30
  Llama-3.2-1B-Instruct,Q4_K_M,sqlite,10,0.3,0.1,1.2802734375,0.15621662852784135,False
31
  Llama-3.2-1B-Instruct,Q4_K_M,sqlite,10,0.3,0.1,1.2802734375,0.15621662852784135,False
32
  Llama-3.2-1B-Instruct,Q4_K_M,sqlite,10,0.3,0.1,1.2802734375,0.15621662852784135,False
 
39
  Llama-3.2-1B-Instruct,fp16,sqlite,10,0.2,0.1,2.8310546875,0.052983787512935504,False
40
  Llama-3.2-1B-Instruct,fp16,sqlite,10,0.2,0.1,2.8310546875,0.052983787512935504,False
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  Llama-3.2-1B-Instruct,fp16,sqlite,10,0.2,0.1,2.8310546875,0.052983787512935504,False
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+ Llama-3.2-1B-Instruct,Q4_K_M,memory,10,0.2,0.2,1.3134765625,0.15226765799256506,False
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  Qwen3-0.6B,Q4_K_M,filesystem,12,0.9166666666666666,0.75,1.2470703125,0.6682328373792743,False
47
  Qwen3-0.6B,Q4_K_M,filesystem,12,0.8333333333333334,0.5833333333333334,1.2470703125,0.5679979117723832,False
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  Qwen3-0.6B,Q5_K_M,filesystem,12,0.8333333333333334,0.6666666666666666,1.2919921875,0.5804988662131519,False
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  Qwen3-0.6B,Q5_K_M,filesystem,12,0.75,0.6666666666666666,1.2919921875,0.5482489292013101,False
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  Qwen3-0.6B,Q8_0,filesystem,12,0.8333333333333334,0.6666666666666666,1.4736328125,0.5089463220675944,False
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  Qwen3-0.6B,fp16,filesystem,12,0.8333333333333334,0.5833333333333334,1.9951171875,0.35503344754446076,False
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  Qwen3-0.6B,fp16,filesystem,12,0.8333333333333334,0.75,1.9951171875,0.3968020884320444,False
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+ Qwen3-0.6B,fp16,filesystem,13,0.8461538461538461,0.6923076923076923,1.9951171875,0.38555668511615643,False
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  Qwen3-0.6B,Q4_K_M,git,10,0.9,0.8,1.2392578125,0.6858944050433413,False
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  Qwen3-0.6B,Q5_K_M,git,10,1.0,1.0,1.2841796875,0.7787072243346007,True
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  Qwen3-0.6B,Q5_K_M,git,10,1.0,1.0,1.2841796875,0.7787072243346007,True
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  Qwen3-0.6B,Q8_0,git,10,1.0,0.9,1.4658203125,0.6481012658227848,False
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  Qwen3-0.6B,fp16,git,10,1.0,1.0,1.9873046875,0.5031941031941032,False
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  Qwen3-0.6B,Q4_K_M,sqlite,10,0.8,0.5,1.2197265625,0.5329063250600481,True
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  Qwen3-0.6B,fp16,sqlite,10,0.5,0.4,1.9677734375,0.2286848635235732,False
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  Qwen3-0.6B,fp16,sqlite,10,0.5,0.4,1.9677734375,0.2286848635235732,False
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+ Qwen3-1.7B,Q8_0,memory,10,0.9,0.7,2.5712890625,0.31112799088492216,False
data/mcp_tier_breakdown.csv CHANGED
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